CanAgentUse

Saved report

https://www.redhat.com/en/technologies/cloud-computing/openshift

SCANNED

Jun 10, 2026, 4:44 PM

VISIBILITY

Public

Rescan Report

Share Report

Copy Report Link

New Scan

https://www.redhat.com/en/technologies/cloud-computing/openshift

SCANNED

Jun 10, 2026, 4:44:03 PMJun 10, 2026, 4:44 PM

VISIBILITY

Public

Rescan Report

Share Report

Copy Report Link

Export Report

54/100

OVERALL SCORE

Level 3, Bot-Aware

Moderate readiness for AI agents

CAPTURED SCREENSHOT

What AI sees of your website

Red Hat OpenShift

A unified application development platform that lets you build, modernize, and deploy applications at scale on your choice of hybrid cloud infrastructure.

Next step

Turn this report into a fix workflow

27 failed checks are ready to move into MCP or CLI remediation. Generate a repair prompt, connect the scanner to your coding agent, or open the integration docs before your next rescan.

Detailed report scores grouped by capability area
Metric	Score	Status	Passed	Failed	Warning	Evidence
AI Discoverability	30	Priority fix	7	16	1	View details
Discoverability	29	Priority fix	2	7	0	View details
Content Readiness	54	Needs work	5	5	1	View details
Bot Access Control	0	Priority fix	0	4	0	View details
Agent Ease of Use	6	Priority fix	4	29	3	View details
API	0	Priority fix	0	6	0	View details
Auth	Not Applicable	Not Applicable	0	7	0	View details
MCP	13	Priority fix	0	6	2	View details
Skill Discovery	5	Priority fix	0	10	1	View details
Agent Commerce	Not Applicable	Not Applicable	4	0	0
GEO, AIO and AEO	67	Needs work	5	3	12	View details
GEO Readiness	75	Mostly ready	2	0	4
AIO Readiness	60	Needs work	2	2	3	View details
AEO Readiness	65	Needs work	1	1	5	View details
SEO	92	Strong	10	1	0	View details
SEO	92	Strong	10	1	0	View details
Security & Trust	60	Needs work	7	2	0	View details
Security & Trust	60	Needs work	3	2	0	View details
AI Training Exposure	Not Applicable	Not Applicable	4	0	0
Performance and Accessibility	80	Mostly ready	19	7	0	View details
Performance	70	Needs work	14	6	0	View details
Accessibility	99	Strong	5	1	0	View details

Prioritized recommendations

Issues ranked by score impact

52 items need attention

Agent Ease of UseAPIEstablished

API Catalog

API Catalog failed at "Fetch API catalog".

50 Fail

Needs attention

API Catalog

Failed check

Issue

The API catalog endpoint did not return HTTP 2xx.

Why it matters

API catalogs help agents find service descriptions, documentation, and status resources without guessing API entry points.

Check name

API Catalog

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

Publish an API catalog for automated API discovery using RFC 9727.

Result

API Catalog failed at "Fetch API catalog".

Validation steps

Fetch API catalog
The API catalog endpoint did not return HTTP 2xx.
Validate RFC 9727 linkset
Response is not valid JSON.
Fetch advertised API catalog targets
API Catalog did not expose any same-origin hrefs to validate.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch API catalog",
      "status": "fail",
      "evidence": {
        "statusCode": 404,
        "contentType": "text/html; charset=UTF-8"
      },
      "issue": "The API catalog endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/api-catalog."
    },
    {
      "id": "validate",
      "title": "Validate RFC 9727 linkset",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Response is not valid JSON.",
        "rawExcerpt": "<!DOCTYPE html><html><head><title>404 Not Found</title></head><body><h1>Not Found</h1><p>The requested URL \"https://www.redhat.com/.well-known/api-catalog\" was not found on this server.</p></body></html>"
      },
      "issue": "Response is not valid JSON.",
      "howToFix": "Use application/linkset+json with service-desc, service-doc, and status relations that each include href."
    },
    {
      "id": "target-validation",
      "title": "Fetch advertised API catalog targets",
      "status": "fail",
      "evidence": {
        "checked": [],
        "failures": [
          {
            "reason": "No same-origin API catalog hrefs were available to fetch."
          }
        ]
      },
      "issue": "API Catalog did not expose any same-origin hrefs to validate.",
      "howToFix": "Make each same-origin API catalog href reachable and serve the advertised media type."
    }
  ]
}

Security & TrustSecurity & TrustEstablished

Content-Security-Policy

Content-Security-Policy is missing or incomplete.

50 Fail

Needs attention

Content-Security-Policy

Failed check

Issue

Content-Security-Policy is missing or incomplete.

Why it matters

Content Security Policy limits where scripts, styles, frames, and connections can load from, reducing the impact of injection bugs.

Check name

Content-Security-Policy

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

Constrain script, style, frame, and resource loading with a Content-Security-Policy header.

Result

Content-Security-Policy is missing or incomplete.

Evidence

{
  "header": "content-security-policy",
  "value": "script-src 'self' 'unsafe-inline' 'unsafe-eval' *.redhat.com *.redhatstatic.com *.intercomcdn.com *.intercom.io *.qualtrics.com *.mountain.com *.trkn.us *.basis.net *.sitescout.com *.mktoresp.com *.sentry-cdn.com *.integrate.com *.d41.co *.contentsquare.net analytics.twitter.com assets.adobedtm.com bam.nr-data.net connect.facebook.net consent.trustarc.com googleads.g.doubleclick.net hm.baidu.com img.en25.com in.ml314.com js.driftt.com ml314.com pixel.mintigo.com px.ads.linkedin.com s.ytimg.com script.hotjar.com snap.licdn.com static.ads-twitter.com static.hotjar.com www.googleadservices.com www.googletagmanager.com www.youtube.com dpm.demdex.net platform.twitter.com bat.bing.com j.6sc.co epsilon.6sense.com pubads.g.doubleclick.net munchkin.marketo.net widget.usersnap.com resources.usersnap.com cdn5.userzoom.com app.contentsquare.com js.zi-scripts.com scripts.zoominfo.com ws.zoominfo.com tags.clickagy.com www.trustradius.com d30ia583fbtg8i.cloudfront.net https://static.redhat.com https://www.dev.redhat.com https://www.preprod.redhat.com https://www.redhat.com; script-src-attr 'self' 'unsafe-inline'; script-src-elem 'self' 'unsafe-inline' blob: *.redhat.com *.redhatstatic.com *.intercomcdn.com *.intercom.io *.qualtrics.com *.mountain.com *.trkn.us *.basis.net *.sitescout.com *.mktoresp.com *.sentry-cdn.com *.integrate.com *.d41.co *.contentsquare.net analytics.twitter.com assets.adobedtm.com bam.nr-data.net connect.facebook.net consent.trustarc.com googleads.g.doubleclick.net hm.baidu.com img.en25.com in.ml314.com js.driftt.com ml314.com pixel.mintigo.com px.ads.linkedin.com s.ytimg.com script.hotjar.com snap.licdn.com static.ads-twitter.com static.hotjar.com www.googleadservices.com www.googletagmanager.com www.youtube.com dpm.demdex.net platform.twitter.com bat.bing.com j.6sc.co epsilon.6sense.com pubads.g.doubleclick.net munchkin.marketo.net widget.usersnap.com resources.usersnap.com cdn5.userzoom.com app.contentsquare.com js.zi-scripts.com scripts.zoominfo.com ws.zoominfo.com tags.clickagy.com www.trustradius.com d30ia583fbtg8i.cloudfront.net https://static.redhat.com https://www.dev.redhat.com https://www.preprod.redhat.com https://www.redhat.com; style-src 'self' 'unsafe-inline' *.redhat.com fonts.googleapis.com js.driftt.com www.trustradius.com d30ia583fbtg8i.cloudfront.net https://cdnjs.cloudflare.com https://static.redhat.com https://use.fontawesome.com https://www.redhat.com; style-src-attr 'self' 'unsafe-inline'; worker-src 'self' blob:; frame-ancestors 'self' tracks.redhat.com; report-uri https://o425042.ingest.sentry.io/api/5370002/security/?sentry_key=676ea2c2d4a147c2834066d24c04a9e4&sentry_environment=prod"
}

Agent Ease of UseAPIEstablished

OpenAPI discovery

OpenAPI discovery failed at "Find valid OpenAPI document".

50 Fail

Needs attention

OpenAPI discovery

Failed check

Issue

OpenAPI YAML document did not match the expected shape. Content-Type "text/html; charset=UTF-8" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.

Why it matters

OpenAPI documents let agents understand available operations, schemas, authentication, and request formats before calling an API.

Check name

OpenAPI discovery

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

Publish a valid OpenAPI or Swagger document for API discovery.

Result

OpenAPI discovery failed at "Find valid OpenAPI document".

Validation steps

Find valid OpenAPI document
OpenAPI YAML document did not match the expected shape. Content-Type "text/html; charset=UTF-8" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Find valid OpenAPI document",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/openapi.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=UTF-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html><head><title>404 Not Found</title></head><body><h1>Not Found</h1><p>The requested URL \"https://www.redhat.com/openapi.json\" was not found on this server.</p></body></html>"
          },
          {
            "path": "/openapi.yaml",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=UTF-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html>\n<html lang=\"en\" dir=\"ltr\" prefix=\"og: https://ogp.me/ns#\">\n    <head>\n        <script>performance.mark('HEAD Start');</script>\n        <meta charset=\"utf-8\" />\n<meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\" />\n\n        <title>404 - Red Hat</title>\n        <link rel=\"preconnect\" href=\"https://static.redhat.com\">\n    <link rel=\"preconnect\" href=\"https://consent.trustarc.com\">\n            <script id=\"rhdc_analytics_get_top_eddl_pagedata\">var pageData = {\"pageCategory\":\"404\",\"pageName\":\"rh|404|openapi.yaml\",\"pageTitle\":\"Page Not Found | 404 - Red Hat\",\"pageType\":\"page\",\"pageSubType\":\"\",\"siteExperience\":\"\",\"siteLanguage\":\"en\",\"subsection\":\"\",\"subsection2\":\"\",\"subsection3\":\"\",\"cms\":\"RH CMS 1.0\",\"analyticsTitle\":\"\",\"contentID\":\"703901\",\"contentType\":\"\",\"dest"
          },
          {
            "path": "/swagger.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=UTF-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html><head><title>404 Not Found</title></head><body><h1>Not Found</h1><p>The requested URL \"https://www.redhat.com/swagger.json\" was not found on this server.</p></body></html>"
          },
          {
            "path": "/swagger.yaml",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=UTF-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html>\n<html lang=\"en\" dir=\"ltr\" prefix=\"og: https://ogp.me/ns#\">\n    <head>\n        <script>performance.mark('HEAD Start');</script>\n        <meta charset=\"utf-8\" />\n<meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\" />\n\n        <title>404 - Red Hat</title>\n        <link rel=\"preconnect\" href=\"https://static.redhat.com\">\n    <link rel=\"preconnect\" href=\"https://consent.trustarc.com\">\n            <script id=\"rhdc_analytics_get_top_eddl_pagedata\">var pageData = {\"pageCategory\":\"404\",\"pageName\":\"rh|404|swagger.yaml\",\"pageTitle\":\"Page Not Found | 404 - Red Hat\",\"pageType\":\"page\",\"pageSubType\":\"\",\"siteExperience\":\"\",\"siteLanguage\":\"en\",\"subsection\":\"\",\"subsection2\":\"\",\"subsection3\":\"\",\"cms\":\"RH CMS 1.0\",\"analyticsTitle\":\"\",\"contentID\":\"703901\",\"contentType\":\"\",\"dest"
          },
          {
            "path": "/api/openapi.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=UTF-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html><head><title>404 Not Found</title></head><body><h1>Not Found</h1><p>The requested URL \"https://www.redhat.com/api/openapi.json\" was not found on this server.</p></body></html>"
          },
          {
            "path": "/api/swagger.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=UTF-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html><head><title>404 Not Found</title></head><body><h1>Not Found</h1><p>The requested URL \"https://www.redhat.com/api/swagger.json\" was not found on this server.</p></body></html>"
          },
          {
            "path": "/docs/openapi.json",
            "statusCode": 403,
            "contentType": "text/html",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<HTML><HEAD>\n<TITLE>Access Denied</TITLE>\n</HEAD><BODY>\n<H1>Access Denied</H1>\n \nYou don't have permission to access \"http&#58;&#47;&#47;docs&#46;redhat&#46;com&#47;\" on this server.<P>\nReference&#32;&#35;18&#46;8cd70b17&#46;1781089955&#46;f3bd3642\n<P>https&#58;&#47;&#47;errors&#46;edgesuite&#46;net&#47;18&#46;8cd70b17&#46;1781089955&#46;f3bd3642</P>\n</BODY>\n</HTML>\n"
          }
        ]
      },
      "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=UTF-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
      "howToFix": "Publish a valid OpenAPI 3.x or Swagger 2.0 JSON/YAML document with info, paths, operations, and responses."
    }
  ]
}

Security & TrustSecurity & TrustEstablished

Referrer-Policy

Referrer-Policy is missing or incomplete.

50 Fail

Needs attention

Referrer-Policy

Failed check

Issue

Referrer-Policy is missing or incomplete.

Why it matters

Referrer-Policy controls how much URL context is sent to other origins, limiting accidental leakage of paths, queries, and identifiers.

Check name

Referrer-Policy

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

Limit how much referrer data leaves the site.

Result

Referrer-Policy is missing or incomplete.

Evidence

{
  "header": "referrer-policy",
  "value": null
}

AI DiscoverabilityBot Access ControlEstablished

AI bot rules in robots.txt

AI bot rules in robots.txt is missing or incomplete.

33 Fail

Needs attention

AI bot rules in robots.txt

Failed check

Issue

No specific User-agent rules found for major AI crawlers (GPTBot, ClaudeBot, etc.) in robots.txt.

Why it matters

Explicit AI bot rules reduce ambiguity for crawler operators and make training, indexing, or retrieval access policy auditable.

Check name

AI bot rules in robots.txt

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Established

Goal

Add User-agent rules for AI crawlers like GPTBot, Claude-Web, and others.

Result

AI bot rules in robots.txt is missing or incomplete.

Evidence

{
  "expectedBots": [
    "GPTBot",
    "ChatGPT-User",
    "ClaudeBot",
    "Claude-Web",
    "Anthropic-AI",
    "Google-Extended",
    "PerplexityBot",
    "CCBot",
    "Applebot-Extended",
    "Meta-ExternalAgent",
    "Bytespider",
    "Amazonbot",
    "Cohere-AI"
  ],
  "configuredBots": []
}

AI DiscoverabilityBot Access ControlInformational

Content Signal

Content Signal is missing or incomplete.

33 Fail

Needs attention

Content Signal

Failed check

Issue

No Content Signal found in robots.txt

Why it matters

Content Signal provides a machine-readable way to communicate AI usage preferences where participating crawlers look for policy.

Check name

Content Signal

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

Declare AI content usage preferences with Content Signal in robots.txt.

Result

Content Signal is missing or incomplete.

Evidence

{
  "signals": [],
  "ai-train": false,
  "search": false,
  "ai-input": false
}

AI DiscoverabilityContent ReadinessEstablished

Markdown negotiation

Markdown negotiation failed at "Markdown content type".

33 Fail

Needs attention

Markdown negotiation

Failed check

Issue

Content-Type "text/html; charset=UTF-8" does not indicate Markdown when requested with Accept: text/markdown.

Why it matters

Markdown negotiation gives agents a cleaner representation of page content while preserving normal HTML for browsers.

Check name

Markdown negotiation

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Return HTML responses as markdown when agents request it.

Result

Markdown negotiation failed at "Markdown content type".

Validation steps

Markdown content type
Content-Type "text/html; charset=UTF-8" does not indicate Markdown when requested with Accept: text/markdown.
Vary: Accept header
Markdown negotiation is missing Vary: Accept; current Vary header is "Accept-Encoding".
Structured Markdown body
Markdown response is missing a heading.

Evidence

{
  "failedStep": "content-type",
  "steps": [
    {
      "id": "content-type",
      "title": "Markdown content type",
      "status": "fail",
      "evidence": {
        "statusCode": 200,
        "contentType": "text/html; charset=UTF-8"
      },
      "issue": "Content-Type \"text/html; charset=UTF-8\" does not indicate Markdown when requested with Accept: text/markdown.",
      "howToFix": "Return Content-Type: text/markdown; charset=utf-8 for requests with Accept: text/markdown."
    },
    {
      "id": "vary-accept",
      "title": "Vary: Accept header",
      "status": "fail",
      "evidence": {
        "vary": "Accept-Encoding"
      },
      "issue": "Markdown negotiation is missing Vary: Accept; current Vary header is \"Accept-Encoding\".",
      "howToFix": "Add Vary: Accept on negotiated Markdown responses so shared caches keep HTML and Markdown variants separate."
    },
    {
      "id": "markdown-content",
      "title": "Structured Markdown body",
      "status": "fail",
      "evidence": {
        "valid": false,
        "hasHeading": false,
        "wordCount": 101554,
        "excerpt": "<!DOCTYPE html>\n<html lang=\"en\" dir=\"ltr\" prefix=\"og: https://ogp.me/ns#\">\n    <head>\n        <script>performance.mark('HEAD Start');</script>\n        <meta charset=\"utf-8\" />\n<meta name=\"viewport\" content=\"width=device-width, initial-scale",
        "issue": "Markdown response is missing a heading."
      },
      "issue": "Markdown response is missing a heading.",
      "howToFix": "Return Markdown with at least one heading and substantive page content, including useful links or instructions for agents."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Semantic HTML

Semantic HTML is missing or incomplete.

33 Fail

Needs attention

Semantic HTML

Failed check

Issue

Semantic HTML is incomplete: missing <main> landmark; missing <nav> landmark; skipped heading levels; 1 links missing accessible names; 0/1 applicable form inputs have autocomplete attributes (1 missing); missing alt text on >10% of images.

Details

Why it matters

Semantic HTML gives browsers, assistive technology, search systems, and agents reliable landmarks, headings, controls, form semantics, and image context.

Check name

Semantic HTML

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Expose readable page structure through semantic HTML and accessible controls.

Result

Semantic HTML is missing or incomplete.

Evidence

{
  "main": false,
  "nav": false,
  "footer": true,
  "meaningfulH1": true,
  "headingOrder": false,
  "accessibleLinks": false,
  "accessibleButtons": true,
  "imageAltCoverage": false,
  "formAutocompleteCoverage": false,
  "details": {
    "inaccessibleLinks": [
      "<a href=\"/en/summit\" data-analytics-text=\"Red Hat Summit\" data-analytics-category=\"Featured Links\"><svg aria-label=\"Red Hat Summit\" role=\"img\" width=\"64\" height=\"35\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"><path d=\"M61.936 1.344H2.064a1.77 1.77 0 0 0-1.77 1.77v24.724c0 .978.792 1.77 1.77 1.77h24.42c.47 0 .92.186 1.252.518l3.012 3.012a1.77 1.77 0 0 0 2.502 0l3.013-3.012a1.77 1.77 0 0 1 1.251-.518h24.422a1.77 1.77 0 0 0 1.77-1.77V3.114a1.77 1.77 0 0 0-1.77-1.77Z\" fill=\"#E00\"/><path d=\"M18.3"
    ],
    "inaccessibleButtons": [],
    "missingAutocompleteInputs": [
      "<input maxlength=\"128\" size=\"15\" placeholder=\"Enter your search term\" type=\"text\" id=\"nav-search-input\" name=\"?\" value class=\"form-text\" aria-label=\"Search\" aria-live=\"polite\" data-once=\"search-input-clear\">"
    ],
    "imagesMissingAlt": [
      "<img src=\"https://static.redhat.com/libs/redhat/marketing/latest/trustarc/trustecm/images/Warning-Icon-sm.svg\">",
      "<img src=\"https://static.redhat.com/libs/redhat/marketing/latest/trustarc/trustecm/images/Warning-Icon-sm.svg\">",
      "<img src=\"https://static.redhat.com/libs/redhat/marketing/latest/trustarc/trustecm/images/Warning-Icon-sm.svg\">",
      "<img class=\"rh-image-embed-img\" src=\"/rhdc/managed-files/Icon-Red_Hat-Orchestration-A-Red-RGB.svg\" loading=\"lazy\">",
      "<img class=\"rh-image-embed-img\" src=\"/rhdc/managed-files/Icon-Infrastructure.png\" height=\"134\" width=\"138\" loading=\"lazy\">",
      "<img class=\"rh-image-embed-img\" src=\"/rhdc/managed-files/Icon-Red_Hat-IT_Optimization-A-Red-RGB.svg\" loading=\"lazy\">",
      "<img src=\"https://www.redhat.com/akam/13/pixel_392e4692?a=dD03NzI3ZWEyOWQxOTc2ZWQzMmI0ZDdiZTk1NTY2NWE3OTg3NzVmMzQ1JmpzPW9mZg==\" style=\"visibility: hidden; position: absolute; left: -999px; top: -999px;\">"
    ],
    "skippedHeadingLevels": [
      "h3: Overview",
      "h3: Products",
      "h3: Engage & learn",
      "h3: Platform solutions",
      "h3: Use cases",
      "h3: Solutions by industry",
      "h3: Discover cloud technologies",
      "h3: Platforms",
      "h3: Featured",
      "h3: Try & buy",
      "h3: Services & support",
      "h3: Training & certification",
      "h3: Featured",
      "h3: Services",
      "h3: Build your skills",
      "h3: More ways to learn",
      "h3: For developers",
      "h3: For customers",
      "h3: For partners",
      "h3: Build solutions powered by trusted partners",
      "h3: I'd like to:",
      "h3: Help me find:",
      "h3: I want to learn more about:",
      "h3: Recommended",
      "h3: Get more with a Red Hat account",
      "h3: [[name]]",
      "h3: Cloud services editions",
      "h3: Self-managed editions",
      "h3: Services & add-ons",
      "h3: Cloud services editions",
      "h3: Self-managed editions",
      "h3: Services & add-ons",
      "h3: Why Red Hat OpenShift?",
      "h3: Use cases",
      "h3: Guided offerings",
      "h3: Learning hubs",
      "h3: On-demand",
      "h3: Try Red Hat OpenShift",
      "h3: Buy Red Hat OpenShift",
      "h1: Red Hat OpenShift",
      "h2: Red Hat OpenShift news from Red Hat Summit",
      "h2: Why choose Red Hat OpenShift as your application platform?",
      "h2: Power the entire application lifecycle",
      "h2: A consistent experience, anywhere",
      "h2: Trusted by industry leaders",
      "h2: Here’s what analysts have to say about Red Hat OpenShift",
      "h3: Red Hat is a Leader for the 3rd year in a row in the 2025 Gartner® Magic Quadrant™ for Container Management",
      "h3: Red Hat is a Leader in the 2025 Gartner® Magic Quadrant™ for Cloud-native Application Platforms",
      "h2: One platform. Any workload. Any infrastructure.",
      "h2: Build and run AI",
      "h2: Migrate your VMs",
      "h2: Build your apps—your way",
      "h2: Modernize your apps",
      "h2: Choose how and where you build",
      "h2: Managed cloud services",
      "h2: Self-managed editions",
      "h3: Advanced",
      "h3: Standard",
      "h3: Entry-level",
      "h3: Just for VMs",
      "h2: Make your app platform work for you",
      "h3: Enhanced CI/CD workflows",
      "h3: Infrastructure management",
      "h3: Real-time monitoring",
      "h2: Develop applications with better results—and fewer risks",
      "h2: Start learning",
      "h3: OpenShift essentials",
      "h3: Training",
      "h3: Livestream",
      "h2: Build on a reliable foundation",
      "h5: Red Hat Enterprise Linux",
      "h5: Red Hat OpenShift",
      "h5: Red Hat AnsibleAutomation Platform",
      "h5: Red Hat AI",
      "h2: What's next?",
      "h3: Try it",
      "h3: Get started",
      "h3: Get documentation",
      "h3: Plan your next update",
      "h3: Talk to a Red Hatter",
      "h3: Platforms",
      "h3: Tools",
      "h3: Try, buy, & sell",
      "h3: Communicate",
      "h3: About Red Hat",
      "h3: Change page language",
      "h3: Red Hat legal and privacy links",
      "h3: Red Hat legal and privacy links",
      "h2: How we use cookies"
    ]
  },
  "counts": {
    "h1": 1,
    "headings": 89,
    "links": 295,
    "inaccessibleLinks": 1,
    "buttons": 8,
    "inaccessibleButtons": 0,
    "images": 44,
    "imagesWithAlt": 37,
    "autocompleteInputs": 1,
    "inputsWithAutocomplete": 0,
    "missingAutocompleteInputs": 1
  }
}

AI DiscoverabilityBot Access ControlInformational

Web Bot Auth request signing

Web Bot Auth request signing failed at "Fetch to find resource".

33 Fail

Needs attention

Web Bot Auth request signing

Failed check

Issue

Web Bot Auth request signing was not found at the expected path.

Why it matters

Web Bot Auth discovery lets servers and clients find signing keys for bot identity workflows based on HTTP Message Signatures.

Check name

Web Bot Auth request signing

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

Advertise HTTP Message Signatures keys when this site operates signed bot clients or supports Web Bot Auth workflows.

Result

Web Bot Auth request signing failed at "Fetch to find resource".

Validation steps

Fetch to find resource
Web Bot Auth request signing was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/http-message-signatures-directory",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 225
          }
        ]
      },
      "issue": "Web Bot Auth request signing was not found at the expected path.",
      "howToFix": "If publishing Web Bot Auth keys, return a JSON key directory with a non-empty keys array and the draft media type."
    }
  ]
}

Agent Ease of UseMCPEmerging recommendation

MCP Server Card

MCP Server Card failed at "Fetch to find resource".

25 Fail

Needs attention

MCP Server Card

Failed check

Issue

MCP Server Card was not found at the expected path.

Why it matters

MCP Server Cards help agents discover server transports, capabilities, and protocol details before opening an MCP session.

Check name

MCP Server Card

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

Publish an MCP Server Card for agent discovery.

Result

MCP Server Card failed at "Fetch to find resource".

Validation steps

Fetch to find resource
MCP Server Card was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 212
          },
          {
            "path": "/.well-known/mcp/server-cards.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 213
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 200
          }
        ]
      },
      "issue": "MCP Server Card was not found at the expected path.",
      "howToFix": "Publish an MCP server card with valid transports and make each advertised local endpoint answer an MCP initialize request."
    }
  ]
}

Agent Ease of UseMCPEmerging recommendation

mcp.json

mcp.json failed at "Fetch to find resource".

25 Fail

Needs attention

mcp.json

Failed check

Issue

mcp.json was not found at the expected path.

Why it matters

MCP clients need trustworthy server metadata, protocol version, transport details, and capability hints before connecting to a remote MCP server.

Check name

mcp.json

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

Expose a stable MCP server metadata document that points agents to the site's MCP endpoint.

Result

mcp.json failed at "Fetch to find resource".

Validation steps

Fetch to find resource
mcp.json was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 188
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 200
          },
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 212
          }
        ]
      },
      "issue": "mcp.json was not found at the expected path.",
      "howToFix": "Publish mcp.json or an MCP server card with serverInfo, protocolVersion, transport endpoint, and capabilities."
    }
  ]
}

Agent Ease of UseMCPInformational

WebMCP manifest

WebMCP manifest failed at "Fetch to find resource".

25 Fail

Needs attention

WebMCP manifest

Failed check

Issue

WebMCP manifest was not found at the expected path.

Why it matters

A WebMCP manifest advertises browser-exposed tools declaratively so agents can understand available site actions before invoking them.

Check name

WebMCP manifest

Score

0/100

Status

fail

Category

MCP

Maturity

Informational

Goal

Publish a WebMCP manifest for declarative browser tool discovery when using the draft manifest convention.

Result

WebMCP manifest failed at "Fetch to find resource".

Validation steps

Fetch to find resource
WebMCP manifest was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 203
          },
          {
            "path": "/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 191
          },
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 188
          }
        ]
      },
      "issue": "WebMCP manifest was not found at the expected path.",
      "howToFix": "Keep declarative WebMCP manifest discovery informational until the manifest shape stabilizes; validate tools if you publish one."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Content freshness signals

Content freshness signals is partially implemented.

25 Warning

Needs attention

Content freshness signals

Warning

Issue

Content freshness signals are incomplete: missing Last-Modified HTTP header; missing dateModified/datePublished in JSON-LD.

Why it matters

Freshness signals help agents decide whether content is current enough to cite, summarize, or compare against newer sources.

Check name

Content freshness signals

Score

25/100

Status

warning

Category

Content Readiness

Maturity

Established

Goal

Expose modified and published dates for freshness-aware retrieval and ranking.

Result

Content freshness signals is partially implemented.

Evidence

{
  "lastModified": null,
  "schemaDates": [],
  "metaDateCount": 2,
  "timeDateCount": 0
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

A2A Agent Card

A2A Agent Card failed at "Fetch to find resource".

20 Fail

Needs attention

A2A Agent Card

Failed check

Issue

A2A Agent Card was not found at the expected path.

Why it matters

A2A Agent Cards let compatible clients discover agent skills, input and output modes, and the endpoint used to invoke those skills.

Check name

A2A Agent Card

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish an agent card so A2A-compatible clients can discover capabilities.

Result

A2A Agent Card failed at "Fetch to find resource".

Validation steps

Fetch to find resource
A2A Agent Card was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 207
          },
          {
            "path": "/.well-known/a2a/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 211
          },
          {
            "path": "/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 195
          }
        ]
      },
      "issue": "A2A Agent Card was not found at the expected path.",
      "howToFix": "Publish an A2A Agent Card with required skill details and make the advertised url answer A2A JSON-RPC requests."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

Agent Skills index

Agent Skills index failed at "Fetch to find resource".

20 Fail

Needs attention

Agent Skills index

Failed check

Issue

Agent Skills index was not found at the expected path.

Why it matters

An Agent Skills index lets clients find task-specific SKILL.md documents that describe how to use site capabilities correctly.

Check name

Agent Skills index

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish an agent skills discovery index.

Result

Agent Skills index failed at "Fetch to find resource".

Validation steps

Fetch to find resource
Agent Skills index was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-skills/index.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 215
          },
          {
            "path": "/.well-known/skills/index.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 209
          }
        ]
      },
      "issue": "Agent Skills index was not found at the expected path.",
      "howToFix": "Publish an index with a non-empty skills array and reachable SKILL.md URLs."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

agent.json

agent.json failed at "Fetch to find resource".

20 Fail

Needs attention

agent.json

Failed check

Issue

agent.json was not found at the expected path.

Why it matters

agent.json is an emerging machine-readable manifest for declaring what a website does, how agents authenticate, and which actions or protocols are available.

Check name

agent.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish the singular Agent Web Protocol agent.json manifest without confusing it with the separate agents.json directory convention.

Result

agent.json failed at "Fetch to find resource".

Validation steps

Fetch to find resource
agent.json was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 202
          },
          {
            "path": "/agent.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 190
          }
        ]
      },
      "issue": "agent.json was not found at the expected path.",
      "howToFix": "Publish agent.json with awp_version, domain, intent, and typed actions that point to real same-origin API or protocol endpoints."
    }
  ]
}

Agent Ease of UseSkill DiscoveryInformational

agents.json

agents.json failed at "Fetch to find resource".

20 Fail

Needs attention

agents.json

Failed check

Issue

agents.json was not found at the expected path.

Why it matters

agents.json gives clients a simple directory of agent-facing capabilities and contacts when a site chooses to advertise them.

Check name

agents.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Informational

Goal

Publish an agents.json directory for agent-facing capabilities and contacts when using this convention.

Result

agents.json failed at "Fetch to find resource".

Validation steps

Fetch to find resource
agents.json was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agents.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 203
          },
          {
            "path": "/agents.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 191
          }
        ]
      },
      "issue": "agents.json was not found at the expected path.",
      "howToFix": "If this site uses agents.json, publish JSON with an agents array containing name and url for each agent."
    }
  ]
}

AI DiscoverabilityDiscoverabilityEstablished

FAQPage schema

FAQPage schema is missing or incomplete.

20 Fail

Needs attention

FAQPage schema

Failed check

Issue

FAQ content was detected but no FAQPage schema was found.

Why it matters

FAQPage schema lets agents extract visible question-and-answer content cleanly and avoid guessing which text is an answer.

Check name

FAQPage schema

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Expose question-and-answer content in FAQPage structured data when FAQs are present.

Result

FAQPage schema is missing or incomplete.

Evidence

{
  "found": false,
  "visibleFaq": true,
  "allTypes": []
}

AI DiscoverabilityDiscoverabilityEstablished

High-value schema types

High-value schema types is missing or incomplete.

20 Fail

Needs attention

High-value schema types

Failed check

Issue

No high-value schema types (e.g. Article, Product, Service) were found.

Why it matters

High-value schema types tell agents whether a page is an article, product, event, service, or other actionable content type.

Check name

High-value schema types

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Use schema types that describe the page's primary content or offering.

Result

High-value schema types is missing or incomplete.

Evidence

{
  "found": [],
  "expected": [
    "Article",
    "BlogPosting",
    "NewsArticle",
    "Product",
    "SoftwareApplication",
    "FAQPage",
    "LocalBusiness",
    "VideoObject",
    "HowTo",
    "Event",
    "Course",
    "Review",
    "Service"
  ],
  "allTypes": []
}

AI DiscoverabilityDiscoverabilityEstablished

JSON-LD present

JSON-LD present is missing or incomplete.

20 Fail

Needs attention

JSON-LD present

Failed check

Issue

No JSON-LD blocks found.

Why it matters

JSON-LD is a low-friction structured data format that agents can extract without interpreting page presentation or microdata markup.

Check name

JSON-LD present

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Expose schema.org JSON-LD so AI search systems can parse page entities.

Result

JSON-LD present is missing or incomplete.

Evidence

{
  "blocks": 0,
  "validBlocks": 0,
  "schemaContextBlocks": 0,
  "errors": [],
  "documents": [],
  "nodes": []
}

AI DiscoverabilityDiscoverabilityEstablished

Link headers

Link headers failed at "Find useful Link headers".

20 Fail

Needs attention

Link headers

Failed check

Issue

No useful agent discovery Link headers were found.

Why it matters

Link headers let automated clients discover API catalogs, documentation, and machine-readable alternates without parsing page markup first.

Check name

Link headers

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Include Link response headers for agent discovery using RFC 8288.

Result

Link headers failed at "Find useful Link headers".

Validation steps

Find useful Link headers
No useful agent discovery Link headers were found.
Fetch same-origin Link header targets
Link headers did not expose any same-origin targets to validate.

Evidence

{
  "failedStep": "presence",
  "steps": [
    {
      "id": "presence",
      "title": "Find useful Link headers",
      "status": "fail",
      "evidence": {
        "links": []
      },
      "issue": "No useful agent discovery Link headers were found.",
      "howToFix": "Expose useful Link headers such as rel=\"api-catalog\", rel=\"service-doc\", and rel=\"service-desc\"."
    },
    {
      "id": "target-validation",
      "title": "Fetch same-origin Link header targets",
      "status": "fail",
      "evidence": {
        "checked": [],
        "failures": [
          {
            "reason": "No same-origin Link header targets were available to fetch."
          }
        ]
      },
      "issue": "Link headers did not expose any same-origin targets to validate.",
      "howToFix": "Make each same-origin Link href reachable and serve the advertised media type."
    }
  ]
}

AI DiscoverabilityDiscoverabilityEstablished

Organization / WebSite schema

Organization / WebSite schema is missing or incomplete.

20 Fail

Needs attention

Organization / WebSite schema

Failed check

Issue

Neither Organization nor WebSite schema types were found in JSON-LD.

Why it matters

Organization and WebSite schema help agents identify the publisher, canonical site identity, logo, and related profiles for attribution.

Check name

Organization / WebSite schema

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Identify the site owner and website entity in structured data.

Result

Organization / WebSite schema is missing or incomplete.

Evidence

{
  "found": [],
  "allTypes": []
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

DNS-AID Agent Discovery

DNS-AID Agent Discovery failed at "Resolve DNS-AID SVCB/HTTPS records".

15 Fail

Needs attention

DNS-AID Agent Discovery

Failed check

Issue

No DNS-AID entrypoint records were found under _agents.

Why it matters

DNS-AID lets agents discover index, A2A, and other agent entrypoints before fetching HTTP metadata, while DNSSEC can authenticate the discovery zone.

Check name

DNS-AID Agent Discovery

Score

25/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish DNS for AI Discovery records under _agents for DNS-based agent entrypoint discovery.

Result

DNS-AID Agent Discovery failed at "Resolve DNS-AID SVCB/HTTPS records".

Validation steps

Resolve DNS-AID SVCB/HTTPS records
No DNS-AID entrypoint records were found under _agents.
Validate alpn and endpoint parameters
Include alpn and endpoint service parameters in each DNS-AID record so agents know the protocol and target entrypoint.
Check DNSSEC material
DNSSEC material was not visible for the hostname or parent zone from this resolver.

Evidence

{
  "failedStep": "svcb-https-records",
  "steps": [
    {
      "id": "svcb-https-records",
      "title": "Resolve DNS-AID SVCB/HTTPS records",
      "status": "fail",
      "evidence": {
        "hostname": "www.redhat.com",
        "probes": [
          {
            "name": "_index._agents.www.redhat.com",
            "found": false,
            "recordCount": 1,
            "records": [],
            "hasAlpn": false,
            "hasEndpoint": false
          },
          {
            "name": "_a2a._agents.www.redhat.com",
            "found": false,
            "recordCount": 1,
            "records": [],
            "hasAlpn": false,
            "hasEndpoint": false
          }
        ]
      },
      "issue": "No DNS-AID entrypoint records were found under _agents.",
      "howToFix": "Publish ServiceMode SVCB/HTTPS records such as _index._agents.example.com or _a2a._agents.example.com."
    },
    {
      "id": "service-params",
      "title": "Validate alpn and endpoint parameters",
      "status": "informational",
      "evidence": {
        "discovered": []
      },
      "howToFix": "Include alpn and endpoint service parameters in each DNS-AID record so agents know the protocol and target entrypoint."
    },
    {
      "id": "dnssec",
      "title": "Check DNSSEC material",
      "status": "warning",
      "evidence": {
        "hasDnssecMaterial": false,
        "checked": [
          {
            "name": "www.redhat.com",
            "dnssecTypes": [],
            "dnssecRecordCount": 0
          },
          {
            "name": "redhat.com",
            "dnssecTypes": [],
            "dnssecRecordCount": 0
          }
        ]
      },
      "issue": "DNSSEC material was not visible for the hostname or parent zone from this resolver.",
      "howToFix": "Sign the public discovery zone with DNSSEC so validating resolvers can return authenticated data."
    }
  ]
}

Agent Ease of UseMCPInformational

WebMCP

WebMCP has a validation warning at "Validate WebMCP declarative annotation quality".

13 Warning

Needs attention

WebMCP

Warning

Issue

WebMCP declarative annotations need fixes.

Details

Why it matters

WebMCP can expose page context and actions directly through the browser, giving agents safer structured hooks than screen scraping alone.

Check name

WebMCP

Score

50/100

Status

warning

Category

MCP

Maturity

Informational

Goal

Support WebMCP to expose site tools to AI agents via the browser.

Result

WebMCP has a validation warning at "Validate WebMCP declarative annotation quality".

Validation steps

Detect data-mcp-tool annotations
No data-mcp-tool attributes were found on interactive elements.
Detect WebMCP declarative tags
No elements found with tool-name or tool-description attributes.
Validate WebMCP declarative annotation quality
WebMCP declarative annotations need fixes.
WebMCP declarative annotation issues
<input name="?"> is missing tool-param-description.
<select> is missing a name attribute.
<select> is missing tool-param-description.
<input> is missing a name attribute.
<input> is missing tool-param-description.
<select> is missing a name attribute.
<select> is missing tool-param-description.
Detect WebMCP imperative API usage
navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.
Detect WebMCP browser navigator injection
navigator.modelContext was not detected in the rendered browser page.
Interactive surface coverage
Only 0% of interactive surfaces are annotated.

Evidence

{
  "failedStep": "declarative-annotation-quality",
  "steps": [
    {
      "id": "data-mcp-tool-attributes",
      "title": "Detect data-mcp-tool annotations",
      "status": "informational",
      "evidence": {
        "dataMcpToolCount": 0,
        "dataMcpTools": []
      },
      "issue": "No data-mcp-tool attributes were found on interactive elements.",
      "howToFix": "Add data-mcp-tool attributes to high-value forms, buttons, and links so generic MCP-aware tooling can identify intended actions."
    },
    {
      "id": "declarative-tags",
      "title": "Detect WebMCP declarative tags",
      "status": "informational",
      "evidence": {
        "totalForms": 1,
        "formsWithTags": 0,
        "totalInteractive": 305,
        "interactiveWithTags": 0,
        "totalCount": 306,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<input name=\"?\"> is missing tool-param-description.",
          "<select> is missing a name attribute.",
          "<select> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<select> is missing a name attribute.",
          "<select> is missing tool-param-description."
        ]
      },
      "issue": "No elements found with tool-name or tool-description attributes.",
      "howToFix": "Add tool-name and tool-description attributes to forms and interactive elements."
    },
    {
      "id": "declarative-annotation-quality",
      "title": "Validate WebMCP declarative annotation quality",
      "status": "warning",
      "evidence": {
        "issueCount": 7,
        "issues": [
          "<input name=\"?\"> is missing tool-param-description.",
          "<select> is missing a name attribute.",
          "<select> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<select> is missing a name attribute.",
          "<select> is missing tool-param-description."
        ]
      },
      "issue": "WebMCP declarative annotations need fixes.",
      "issueDetails": [
        {
          "title": "WebMCP declarative annotation issues",
          "items": [
            {
              "type": "code",
              "value": "<input name=\"?\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<select> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<select> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<select> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<select> is missing tool-param-description."
            }
          ]
        }
      ],
      "howToFix": "Use snake_case tool-name values, descriptive tool-description values, named and labeled fields, and tool-param-description on inputs."
    },
    {
      "id": "imperative-api",
      "title": "Detect WebMCP imperative API usage",
      "status": "informational",
      "evidence": {
        "staticSignals": {
          "detected": false,
          "matched": []
        },
        "browser": {
          "checked": true,
          "detected": false,
          "hasNavigatorModelContext": false,
          "modelContextType": "undefined",
          "hasProvideContext": false,
          "hasRegisterTool": false
        }
      },
      "issue": "navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.",
      "howToFix": "Use navigator.modelContext.provideContext() to register tools programmatically."
    },
    {
      "id": "browser-navigator-injection",
      "title": "Detect WebMCP browser navigator injection",
      "status": "informational",
      "evidence": {
        "browser": {
          "checked": true,
          "detected": false,
          "hasNavigatorModelContext": false,
          "modelContextType": "undefined",
          "hasProvideContext": false,
          "hasRegisterTool": false
        }
      },
      "issue": "navigator.modelContext was not detected in the rendered browser page.",
      "howToFix": "Expose WebMCP through navigator.modelContext in the browser runtime when the page is intended to provide in-page tools."
    },
    {
      "id": "surface-coverage",
      "title": "Interactive surface coverage",
      "status": "informational",
      "evidence": {
        "totalForms": 1,
        "formsWithTags": 0,
        "totalInteractive": 305,
        "interactiveWithTags": 0,
        "totalCount": 306,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<input name=\"?\"> is missing tool-param-description.",
          "<select> is missing a name attribute.",
          "<select> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<select> is missing a name attribute.",
          "<select> is missing tool-param-description."
        ]
      },
      "issue": "Only 0% of interactive surfaces are annotated.",
      "howToFix": "Add WebMCP annotations to all forms and interactive elements to increase agent coverage."
    }
  ],
  "staticSignals": {
    "detected": false,
    "matched": []
  },
  "coverage": {
    "totalForms": 1,
    "formsWithTags": 0,
    "totalInteractive": 305,
    "interactiveWithTags": 0,
    "totalCount": 306,
    "taggedCount": 0,
    "dataMcpToolCount": 0,
    "dataMcpTools": [],
    "coverage": 0,
    "annotationIssues": [
      "<input name=\"?\"> is missing tool-param-description.",
      "<select> is missing a name attribute.",
      "<select> is missing tool-param-description.",
      "<input> is missing a name attribute.",
      "<input> is missing tool-param-description.",
      "<select> is missing a name attribute.",
      "<select> is missing tool-param-description."
    ]
  },
  "browserWebMcp": {
    "checked": true,
    "detected": false,
    "hasNavigatorModelContext": false,
    "modelContextType": "undefined",
    "hasProvideContext": false,
    "hasRegisterTool": false
  }
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Visible structured data match

AIO: Visible structured data match scored 0/100 and needs a fix.

10 Fail

Needs attention

AIO: Visible structured data match

Failed check

Issue

No JSON-LD structured data was detected.

Details

Why it matters

AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.

Check name

AIO: Visible structured data match

Score

0/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content eligible and useful for Google AI Overviews and AI Mode extraction.

Result

AIO: Visible structured data match scored 0/100 and needs a fix.

Evidence

{
  "schemaCount": 0,
  "mismatches": [],
  "score": 0,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Source and trust signals

AIO: Source and trust signals scored 40/100 and needs a fix.

6 Fail

Needs attention

AIO: Source and trust signals

Failed check

Issue

Missing AIO trust signals: author, publisher, freshnessDate.

Details

Why it matters

AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.

Check name

AIO: Source and trust signals

Score

40/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content eligible and useful for Google AI Overviews and AI Mode extraction.

Result

AIO: Source and trust signals scored 40/100 and needs a fix.

Evidence

{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": false,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "author",
    "publisher",
    "freshnessDate"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "https://docs.openshift.com/lightspeed/1.0tp1/about/ols-about-openshift-lightspeed.html",
      "text": "Red Hat OpenShift Lightspeed",
      "html": "<a href=\"https://docs.openshift.com/lightspeed/1.0tp1/about/ols-about-openshift-lightspeed.html\" data-analytics-text=\"Red Hat OpenShift Lightspeed\" data-analytics-category=\"OpenShift nav|Documentation|Additional cloud services\">Red&#xa0;Hat OpenShift Lightspeed</a>"
    },
    {
      "href": "/en/about/red-hat-summit-newsroom",
      "text": "Visit the Summit Newsroom",
      "html": "<a class=\"rh-cta-link\" href=\"/en/about/red-hat-summit-newsroom\" title=\"Summit newsroom\" target=\"_self\" data-analytics-linktype=\"cta\" data-analytics-text=\"Visit the summit newsroom\" data-analytics-category=\"Summit newsroom promo\" aria-describedby=\"rh-ygizu\">Visit the Summit Newsroom</a>"
    },
    {
      "href": "/en/about/press-releases/red-hat-launches-new-developer-tools-agentic-ai",
      "text": "Red Hat Launches New Developer Tools for Agentic AI",
      "html": "<a href=\"/en/about/press-releases/red-hat-launches-new-developer-tools-agentic-ai\" data-entity-type=\"node\" data-entity-uuid=\"6879fbca-7979-434d-9313-3afc7277fe2d\" data-entity-substitution=\"canonical\" title=\"Red Hat Launches New Developer Tools for Agentic AI\">Red Hat Launches New Developer Tools for Agentic AI</a>"
    },
    {
      "href": "/en/about/press-releases/nasa-jet-propulsion-laboratory-advances-deep-space-mission-operations-red-hat-openshift-virtualization",
      "text": "NASA's Jet Propulsion Laboratory Advances Deep Space Mission Operations with Red Hat OpenShift Virtualization",
      "html": "<a href=\"/en/about/press-releases/nasa-jet-propulsion-laboratory-advances-deep-space-mission-operations-red-hat-openshift-virtualization\" data-entity-type=\"node\" data-entity-uuid=\"baa06fa2-3a49-4379-9ddb-c7f8d7743c4a\" data-entity-substitution=\"canonical\" title=\"NASA&apos;s Jet Propulsion Laboratory Advances Deep Space Mission Operations with Red Hat OpenShift Virtualization\">NASA&apos;s Jet Propulsion Laboratory Advances Deep Space Mission Operations with Red Hat OpenShift Virtualization</a>"
    },
    {
      "href": "/en/about/reviews",
      "text": "Explore Red Hat's rankings and reviews",
      "html": "<a class=\"rh-cta-link\" href=\"/en/about/reviews\" title=\"Red Hat reviews page\" target=\"_self\" data-analytics-linktype=\"cta\" data-analytics-text=\"Explore Red Hat&apos;s rankings and reviews\" data-analytics-category=\"Analyst promo|Red Hat reviews\" aria-describedby=\"rh-klsum\">Explore Red Hat&apos;s rankings and reviews</a>"
    },
    {
      "href": "/en/about/press-releases/red-hat-and-orange-collaborate-accelerate-telco-cloud-transformation-and-services-softwarization",
      "text": "Read the press release",
      "html": "<a class=\"rh-cta-link\" href=\"/en/about/press-releases/red-hat-and-orange-collaborate-accelerate-telco-cloud-transformation-and-services-softwarization\" title=\"Red Hat and Orange Collaborate to Accelerate Telco Cloud Transformation and Services Softwarization\" target=\"_self\" data-analytics-linktype=\"cta\" data-analytics-text=\"Read the press release\" data-analytics-category=\"Use cases|Virtualization|Asset\">Read the press release</a>"
    },
    {
      "href": "/en/technologies/cloud-computing/openshift/cloud-native",
      "text": "Learn about cloud-native application development",
      "html": "<a class=\"rh-cta-link\" href=\"/en/technologies/cloud-computing/openshift/cloud-native\" title=\"Learn about cloud-native application development\" target=\"_self\" data-analytics-linktype=\"cta\" data-analytics-text=\"How to use Red Hat OpenShift as a modern app platform\" data-analytics-category=\"Use cases|App dev and delivery\" aria-describedby=\"rh-mwa21\">Learn about cloud-native application development</a>"
    },
    {
      "href": "https://www.linkedin.com/company/red-hat",
      "text": "LinkedIn",
      "html": "<a href=\"https://www.linkedin.com/company/red-hat\" data-analytics-category=\"Footer|social-links\" data-analytics-text=\"LinkedIn\" data-analytics-region=\"social-links-exit\">LinkedIn</a>"
    },
    {
      "href": "https://www.redhat.com/en/about/japan-buy",
      "text": "Buy online (Japan)",
      "html": "<a href=\"https://www.redhat.com/en/about/japan-buy\" data-analytics-category=\"Footer|Try buy &amp; sell\" data-analytics-text=\"Buy online (Japan)\">Buy online (Japan)</a>"
    },
    {
      "href": "/en/about/social",
      "text": "Social",
      "html": "<a href=\"/en/about/social\" data-analytics-category=\"Footer|Communicate\" data-analytics-text=\"Social\">Social</a>"
    },
    {
      "href": "/en/about",
      "text": "trusted adviser to the Fortune 500",
      "html": "<a href=\"/en/about\" data-entity-type=\"node\" data-entity-uuid=\"07fec3eb-1b14-4c01-b2db-392d09662e5f\" data-entity-substitution=\"canonical\" data-analytics-category=\"Footer|About Red Hat\" data-analytics-text=\"trusted adviser to the Fortune 500\">trusted adviser to the Fortune 500</a>"
    },
    {
      "href": "/en/about",
      "text": "Our company",
      "html": "<a class=\"dx-no-underline dx-transition-none hover:dx-underline\" href=\"/en/about\" data-entity-type=\"node\" data-entity-uuid=\"07fec3eb-1b14-4c01-b2db-392d09662e5f\" data-entity-substitution=\"canonical\" data-analytics-category=\"Footer|About Red Hat\" data-analytics-text=\"Our company\">Our company</a>"
    },
    {
      "href": "/en/about/our-culture",
      "text": "How we work",
      "html": "<a class=\"dx-no-underline dx-transition-none hover:dx-underline\" href=\"/en/about/our-culture\" data-entity-type=\"node\" data-entity-uuid=\"34e8cc4e-0503-4672-a1b6-04829e503039\" data-entity-substitution=\"canonical\" data-analytics-category=\"Footer|About Red Hat\" data-analytics-text=\"How we work\">How we work</a>"
    },
    {
      "href": "/en/about/analysts",
      "text": "Analyst relations",
      "html": "<a class=\"dx-no-underline dx-transition-none hover:dx-underline\" href=\"/en/about/analysts\" data-entity-type=\"node\" data-entity-uuid=\"56a51548-11b6-492d-be7d-a79c35362085\" data-entity-substitution=\"canonical\" data-analytics-category=\"Footer|About Red Hat\" data-analytics-text=\"Analyst relations\">Analyst relations</a>"
    },
    {
      "href": "/en/about/newsroom",
      "text": "Newsroom",
      "html": "<a class=\"dx-no-underline dx-transition-none hover:dx-underline\" href=\"/en/about/newsroom\" data-entity-type=\"node\" data-entity-uuid=\"0c7fd037-4ed4-455e-89a6-40cb32e80d43\" data-entity-substitution=\"canonical\" data-analytics-category=\"Footer|About Red Hat\" data-analytics-text=\"Newsroom\">Newsroom</a>"
    },
    {
      "href": "/en/about/open-source",
      "text": "Open source commitments",
      "html": "<a class=\"dx-no-underline dx-transition-none hover:dx-underline\" href=\"/en/about/open-source\" data-entity-type=\"node\" data-entity-uuid=\"0c4ce8cc-26a8-40ed-aaa6-d14390185e63\" data-entity-substitution=\"canonical\" data-analytics-category=\"Footer|About Red Hat\" data-analytics-text=\"Open source commitments\">Open source commitments</a>"
    },
    {
      "href": "/en/about/community-social-responsibility",
      "text": "Our social impact",
      "html": "<a class=\"dx-no-underline dx-transition-none hover:dx-underline\" href=\"/en/about/community-social-responsibility\" data-entity-type=\"node\" data-entity-uuid=\"7db21662-7407-4d0d-85db-2bbf3b64347e\" data-entity-substitution=\"canonical\" data-analytics-category=\"Footer|About Red Hat\" data-analytics-text=\"Our social impact\">Our social impact</a>"
    },
    {
      "href": "/en/about",
      "text": "About Red Hat",
      "html": "<a href=\"/en/about\" data-analytics-category=\"Footer|Red Hat legal and privacy links\" data-analytics-text=\"About Red Hat\">About Red Hat</a>"
    },
    {
      "href": "/en/about/office-locations",
      "text": "Locations",
      "html": "<a href=\"/en/about/office-locations\" data-analytics-category=\"Footer|Red Hat legal and privacy links\" data-analytics-text=\"Locations\">Locations</a>"
    },
    {
      "href": "/en/about/our-culture/inclusion",
      "text": "Inclusion at Red Hat",
      "html": "<a href=\"/en/about/our-culture/inclusion\" data-analytics-category=\"Footer|Red Hat legal and privacy links\" data-analytics-text=\"Inclusion at Red Hat\">Inclusion at Red Hat</a>"
    },
    {
      "href": "/en/about/privacy-policy",
      "text": "Privacy statement",
      "html": "<a href=\"/en/about/privacy-policy\" data-analytics-category=\"Footer|Red Hat legal and privacy links\" data-analytics-text=\"Privacy statement\">Privacy statement</a>"
    },
    {
      "href": "/en/about/terms-use",
      "text": "Terms of use",
      "html": "<a href=\"/en/about/terms-use\" data-analytics-category=\"Footer|Red Hat legal and privacy links\" data-analytics-text=\"Terms of use\">Terms of use</a>"
    },
    {
      "href": "/en/about/all-policies-guidelines",
      "text": "All policies and guidelines",
      "html": "<a href=\"/en/about/all-policies-guidelines\" data-analytics-category=\"Footer|Red Hat legal and privacy links\" data-analytics-text=\"All policies and guidelines\">All policies and guidelines</a>"
    },
    {
      "href": "/en/about/digital-accessibility",
      "text": "Digital accessibility",
      "html": "<a href=\"/en/about/digital-accessibility\" data-analytics-category=\"Footer|Red Hat legal and privacy links\" data-analytics-text=\"Digital accessibility\">Digital accessibility</a>"
    },
    {
      "href": "http://www.redhat.com/en/about/privacy-policy#cookies",
      "text": "Privacy Statement",
      "html": "<a href=\"http://www.redhat.com/en/about/privacy-policy#cookies\" target=\"_blank\" class=\"truste-cookie-link\">Privacy Statement</a>"
    }
  ],
  "contactLinks": [
    {
      "href": "/en/services/support",
      "text": "Product support",
      "html": "<a href=\"/en/services/support\" data-analytics-text=\"Product support\" data-analytics-category=\"Products|Services &amp; support\" class=\"zh-tw\"> Product support </a>"
    },
    {
      "href": "/en/services/support/technical-account-management",
      "text": "Technical Account Management",
      "html": "<a href=\"/en/services/support/technical-account-management\" data-analytics-text=\"Technical Account Management\" data-analytics-category=\"Products|Services &amp; support\"> Technical Account Management </a>"
    },
    {
      "href": "/en/services/support",
      "text": "Product support",
      "html": "<a href=\"/en/services/support\" data-analytics-text=\"Product support\" data-analytics-category=\"Training|Services\"> Product support </a>"
    },
    {
      "href": "/en/services/support/technical-account-management",
      "text": "Technical Account Management",
      "html": "<a href=\"/en/services/support/technical-account-management\" data-analytics-text=\"Technical Account Management\" data-analytics-category=\"Training|Services\"> Technical Account Management </a>"
    },
    {
      "href": "https://connect.redhat.com/en/support",
      "text": "Support",
      "html": "<a href=\"https://connect.redhat.com/en/support\" data-analytics-text=\"Support\" data-analytics-category=\"Partners|For partners\"> Support </a>"
    },
    {
      "href": "https://access.redhat.com/",
      "text": "Support",
      "html": "<a href=\"https://access.redhat.com/\" data-analytics-text=\"Support\" data-analytics-category=\"Featured Links\">Support</a>"
    },
    {
      "href": "/en/contact",
      "text": "Contact sales",
      "html": "<a href=\"/en/contact\" data-analytics-text=\"Contact sales\" data-analytics-category=\"I&apos;d like to:\">Contact sales</a>"
    },
    {
      "href": "/en/contact/customer-service",
      "text": "Contact customer service",
      "html": "<a href=\"/en/contact/customer-service\" data-analytics-text=\"Contact customer service\" data-analytics-category=\"I&apos;d like to:\">Contact customer service</a>"
    },
    {
      "href": "https://access.redhat.com/support",
      "text": "Customer support",
      "html": "<a href=\"https://access.redhat.com/support\" data-analytics-text=\"Customer support\" data-analytics-category=\"Help me find:\">Customer support</a>"
    },
    {
      "href": "https://www.redhat.com/en/contact",
      "text": "Contact us",
      "html": "<a href=\"https://www.redhat.com/en/contact\">Contact us</a>"
    },
    {
      "href": "/en/technologies/cloud-computing/openshift/self-managed#cloud-providers",
      "text": "supported infrastructure",
      "html": "<a href=\"/en/technologies/cloud-computing/openshift/self-managed#cloud-providers\">supported infrastructure</a>"
    },
    {
      "href": "https://access.redhat.com",
      "text": "Customer support",
      "html": "<a href=\"https://access.redhat.com\" data-analytics-category=\"Footer|Tools\" data-analytics-text=\"Customer support\">Customer support</a>"
    },
    {
      "href": "/en/contact/sales",
      "text": "Contact sales",
      "html": "<a href=\"/en/contact/sales\" data-analytics-category=\"Footer|Communicate\" data-analytics-text=\"Contact sales\">Contact sales</a>"
    },
    {
      "href": "/en/contact/customer-service",
      "text": "Contact customer service",
      "html": "<a href=\"/en/contact/customer-service\" data-analytics-category=\"Footer|Communicate\" data-analytics-text=\"Contact customer service\">Contact customer service</a>"
    },
    {
      "href": "/en/services/training-and-certification/contact-us",
      "text": "Contact training",
      "html": "<a href=\"/en/services/training-and-certification/contact-us\" data-analytics-category=\"Footer|Communicate\" data-analytics-text=\"Contact training\">Contact training</a>"
    },
    {
      "href": "/en/contact",
      "text": "Contact Red Hat",
      "html": "<a href=\"/en/contact\" data-analytics-category=\"Footer|Red Hat legal and privacy links\" data-analytics-text=\"Contact Red Hat\">Contact Red Hat</a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "/en/about/privacy-policy",
      "text": "Privacy statement",
      "html": "<a href=\"/en/about/privacy-policy\" data-analytics-category=\"Footer|Red Hat legal and privacy links\" data-analytics-text=\"Privacy statement\">Privacy statement</a>"
    },
    {
      "href": "/en/about/terms-use",
      "text": "Terms of use",
      "html": "<a href=\"/en/about/terms-use\" data-analytics-category=\"Footer|Red Hat legal and privacy links\" data-analytics-text=\"Terms of use\">Terms of use</a>"
    },
    {
      "href": "http://www.redhat.com/en/about/privacy-policy#cookies",
      "text": "Privacy Statement",
      "html": "<a href=\"http://www.redhat.com/en/about/privacy-policy#cookies\" target=\"_blank\" class=\"truste-cookie-link\">Privacy Statement</a>"
    }
  ],
  "score": 40,
  "weight": 20
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer evidence and trust

AEO: Answer evidence and trust scored 40/100 and needs a fix.

5 Fail

Needs attention

AEO: Answer evidence and trust

Failed check

Issue

Missing AIO trust signals: author, publisher, freshnessDate.

Details

Why it matters

Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.

Check name

AEO: Answer evidence and trust

Score

40/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content easy for answer engines and assistants to answer from directly.

Result

AEO: Answer evidence and trust scored 40/100 and needs a fix.

Evidence

{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": false,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "author",
    "publisher",
    "freshnessDate"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "https://docs.openshift.com/lightspeed/1.0tp1/about/ols-about-openshift-lightspeed.html",
      "text": "Red Hat OpenShift Lightspeed",
      "html": "<a href=\"https://docs.openshift.com/lightspeed/1.0tp1/about/ols-about-openshift-lightspeed.html\" data-analytics-text=\"Red Hat OpenShift Lightspeed\" data-analytics-category=\"OpenShift nav|Documentation|Additional cloud services\">Red&#xa0;Hat OpenShift Lightspeed</a>"
    },
    {
      "href": "/en/about/red-hat-summit-newsroom",
      "text": "Visit the Summit Newsroom",
      "html": "<a class=\"rh-cta-link\" href=\"/en/about/red-hat-summit-newsroom\" title=\"Summit newsroom\" target=\"_self\" data-analytics-linktype=\"cta\" data-analytics-text=\"Visit the summit newsroom\" data-analytics-category=\"Summit newsroom promo\" aria-describedby=\"rh-ygizu\">Visit the Summit Newsroom</a>"
    },
    {
      "href": "/en/about/press-releases/red-hat-launches-new-developer-tools-agentic-ai",
      "text": "Red Hat Launches New Developer Tools for Agentic AI",
      "html": "<a href=\"/en/about/press-releases/red-hat-launches-new-developer-tools-agentic-ai\" data-entity-type=\"node\" data-entity-uuid=\"6879fbca-7979-434d-9313-3afc7277fe2d\" data-entity-substitution=\"canonical\" title=\"Red Hat Launches New Developer Tools for Agentic AI\">Red Hat Launches New Developer Tools for Agentic AI</a>"
    },
    {
      "href": "/en/about/press-releases/nasa-jet-propulsion-laboratory-advances-deep-space-mission-operations-red-hat-openshift-virtualization",
      "text": "NASA's Jet Propulsion Laboratory Advances Deep Space Mission Operations with Red Hat OpenShift Virtualization",
      "html": "<a href=\"/en/about/press-releases/nasa-jet-propulsion-laboratory-advances-deep-space-mission-operations-red-hat-openshift-virtualization\" data-entity-type=\"node\" data-entity-uuid=\"baa06fa2-3a49-4379-9ddb-c7f8d7743c4a\" data-entity-substitution=\"canonical\" title=\"NASA&apos;s Jet Propulsion Laboratory Advances Deep Space Mission Operations with Red Hat OpenShift Virtualization\">NASA&apos;s Jet Propulsion Laboratory Advances Deep Space Mission Operations with Red Hat OpenShift Virtualization</a>"
    },
    {
      "href": "/en/about/reviews",
      "text": "Explore Red Hat's rankings and reviews",
      "html": "<a class=\"rh-cta-link\" href=\"/en/about/reviews\" title=\"Red Hat reviews page\" target=\"_self\" data-analytics-linktype=\"cta\" data-analytics-text=\"Explore Red Hat&apos;s rankings and reviews\" data-analytics-category=\"Analyst promo|Red Hat reviews\" aria-describedby=\"rh-klsum\">Explore Red Hat&apos;s rankings and reviews</a>"
    },
    {
      "href": "/en/about/press-releases/red-hat-and-orange-collaborate-accelerate-telco-cloud-transformation-and-services-softwarization",
      "text": "Read the press release",
      "html": "<a class=\"rh-cta-link\" href=\"/en/about/press-releases/red-hat-and-orange-collaborate-accelerate-telco-cloud-transformation-and-services-softwarization\" title=\"Red Hat and Orange Collaborate to Accelerate Telco Cloud Transformation and Services Softwarization\" target=\"_self\" data-analytics-linktype=\"cta\" data-analytics-text=\"Read the press release\" data-analytics-category=\"Use cases|Virtualization|Asset\">Read the press release</a>"
    },
    {
      "href": "/en/technologies/cloud-computing/openshift/cloud-native",
      "text": "Learn about cloud-native application development",
      "html": "<a class=\"rh-cta-link\" href=\"/en/technologies/cloud-computing/openshift/cloud-native\" title=\"Learn about cloud-native application development\" target=\"_self\" data-analytics-linktype=\"cta\" data-analytics-text=\"How to use Red Hat OpenShift as a modern app platform\" data-analytics-category=\"Use cases|App dev and delivery\" aria-describedby=\"rh-mwa21\">Learn about cloud-native application development</a>"
    },
    {
      "href": "https://www.linkedin.com/company/red-hat",
      "text": "LinkedIn",
      "html": "<a href=\"https://www.linkedin.com/company/red-hat\" data-analytics-category=\"Footer|social-links\" data-analytics-text=\"LinkedIn\" data-analytics-region=\"social-links-exit\">LinkedIn</a>"
    },
    {
      "href": "https://www.redhat.com/en/about/japan-buy",
      "text": "Buy online (Japan)",
      "html": "<a href=\"https://www.redhat.com/en/about/japan-buy\" data-analytics-category=\"Footer|Try buy &amp; sell\" data-analytics-text=\"Buy online (Japan)\">Buy online (Japan)</a>"
    },
    {
      "href": "/en/about/social",
      "text": "Social",
      "html": "<a href=\"/en/about/social\" data-analytics-category=\"Footer|Communicate\" data-analytics-text=\"Social\">Social</a>"
    },
    {
      "href": "/en/about",
      "text": "trusted adviser to the Fortune 500",
      "html": "<a href=\"/en/about\" data-entity-type=\"node\" data-entity-uuid=\"07fec3eb-1b14-4c01-b2db-392d09662e5f\" data-entity-substitution=\"canonical\" data-analytics-category=\"Footer|About Red Hat\" data-analytics-text=\"trusted adviser to the Fortune 500\">trusted adviser to the Fortune 500</a>"
    },
    {
      "href": "/en/about",
      "text": "Our company",
      "html": "<a class=\"dx-no-underline dx-transition-none hover:dx-underline\" href=\"/en/about\" data-entity-type=\"node\" data-entity-uuid=\"07fec3eb-1b14-4c01-b2db-392d09662e5f\" data-entity-substitution=\"canonical\" data-analytics-category=\"Footer|About Red Hat\" data-analytics-text=\"Our company\">Our company</a>"
    },
    {
      "href": "/en/about/our-culture",
      "text": "How we work",
      "html": "<a class=\"dx-no-underline dx-transition-none hover:dx-underline\" href=\"/en/about/our-culture\" data-entity-type=\"node\" data-entity-uuid=\"34e8cc4e-0503-4672-a1b6-04829e503039\" data-entity-substitution=\"canonical\" data-analytics-category=\"Footer|About Red Hat\" data-analytics-text=\"How we work\">How we work</a>"
    },
    {
      "href": "/en/about/analysts",
      "text": "Analyst relations",
      "html": "<a class=\"dx-no-underline dx-transition-none hover:dx-underline\" href=\"/en/about/analysts\" data-entity-type=\"node\" data-entity-uuid=\"56a51548-11b6-492d-be7d-a79c35362085\" data-entity-substitution=\"canonical\" data-analytics-category=\"Footer|About Red Hat\" data-analytics-text=\"Analyst relations\">Analyst relations</a>"
    },
    {
      "href": "/en/about/newsroom",
      "text": "Newsroom",
      "html": "<a class=\"dx-no-underline dx-transition-none hover:dx-underline\" href=\"/en/about/newsroom\" data-entity-type=\"node\" data-entity-uuid=\"0c7fd037-4ed4-455e-89a6-40cb32e80d43\" data-entity-substitution=\"canonical\" data-analytics-category=\"Footer|About Red Hat\" data-analytics-text=\"Newsroom\">Newsroom</a>"
    },
    {
      "href": "/en/about/open-source",
      "text": "Open source commitments",
      "html": "<a class=\"dx-no-underline dx-transition-none hover:dx-underline\" href=\"/en/about/open-source\" data-entity-type=\"node\" data-entity-uuid=\"0c4ce8cc-26a8-40ed-aaa6-d14390185e63\" data-entity-substitution=\"canonical\" data-analytics-category=\"Footer|About Red Hat\" data-analytics-text=\"Open source commitments\">Open source commitments</a>"
    },
    {
      "href": "/en/about/community-social-responsibility",
      "text": "Our social impact",
      "html": "<a class=\"dx-no-underline dx-transition-none hover:dx-underline\" href=\"/en/about/community-social-responsibility\" data-entity-type=\"node\" data-entity-uuid=\"7db21662-7407-4d0d-85db-2bbf3b64347e\" data-entity-substitution=\"canonical\" data-analytics-category=\"Footer|About Red Hat\" data-analytics-text=\"Our social impact\">Our social impact</a>"
    },
    {
      "href": "/en/about",
      "text": "About Red Hat",
      "html": "<a href=\"/en/about\" data-analytics-category=\"Footer|Red Hat legal and privacy links\" data-analytics-text=\"About Red Hat\">About Red Hat</a>"
    },
    {
      "href": "/en/about/office-locations",
      "text": "Locations",
      "html": "<a href=\"/en/about/office-locations\" data-analytics-category=\"Footer|Red Hat legal and privacy links\" data-analytics-text=\"Locations\">Locations</a>"
    },
    {
      "href": "/en/about/our-culture/inclusion",
      "text": "Inclusion at Red Hat",
      "html": "<a href=\"/en/about/our-culture/inclusion\" data-analytics-category=\"Footer|Red Hat legal and privacy links\" data-analytics-text=\"Inclusion at Red Hat\">Inclusion at Red Hat</a>"
    },
    {
      "href": "/en/about/privacy-policy",
      "text": "Privacy statement",
      "html": "<a href=\"/en/about/privacy-policy\" data-analytics-category=\"Footer|Red Hat legal and privacy links\" data-analytics-text=\"Privacy statement\">Privacy statement</a>"
    },
    {
      "href": "/en/about/terms-use",
      "text": "Terms of use",
      "html": "<a href=\"/en/about/terms-use\" data-analytics-category=\"Footer|Red Hat legal and privacy links\" data-analytics-text=\"Terms of use\">Terms of use</a>"
    },
    {
      "href": "/en/about/all-policies-guidelines",
      "text": "All policies and guidelines",
      "html": "<a href=\"/en/about/all-policies-guidelines\" data-analytics-category=\"Footer|Red Hat legal and privacy links\" data-analytics-text=\"All policies and guidelines\">All policies and guidelines</a>"
    },
    {
      "href": "/en/about/digital-accessibility",
      "text": "Digital accessibility",
      "html": "<a href=\"/en/about/digital-accessibility\" data-analytics-category=\"Footer|Red Hat legal and privacy links\" data-analytics-text=\"Digital accessibility\">Digital accessibility</a>"
    },
    {
      "href": "http://www.redhat.com/en/about/privacy-policy#cookies",
      "text": "Privacy Statement",
      "html": "<a href=\"http://www.redhat.com/en/about/privacy-policy#cookies\" target=\"_blank\" class=\"truste-cookie-link\">Privacy Statement</a>"
    }
  ],
  "contactLinks": [
    {
      "href": "/en/services/support",
      "text": "Product support",
      "html": "<a href=\"/en/services/support\" data-analytics-text=\"Product support\" data-analytics-category=\"Products|Services &amp; support\" class=\"zh-tw\"> Product support </a>"
    },
    {
      "href": "/en/services/support/technical-account-management",
      "text": "Technical Account Management",
      "html": "<a href=\"/en/services/support/technical-account-management\" data-analytics-text=\"Technical Account Management\" data-analytics-category=\"Products|Services &amp; support\"> Technical Account Management </a>"
    },
    {
      "href": "/en/services/support",
      "text": "Product support",
      "html": "<a href=\"/en/services/support\" data-analytics-text=\"Product support\" data-analytics-category=\"Training|Services\"> Product support </a>"
    },
    {
      "href": "/en/services/support/technical-account-management",
      "text": "Technical Account Management",
      "html": "<a href=\"/en/services/support/technical-account-management\" data-analytics-text=\"Technical Account Management\" data-analytics-category=\"Training|Services\"> Technical Account Management </a>"
    },
    {
      "href": "https://connect.redhat.com/en/support",
      "text": "Support",
      "html": "<a href=\"https://connect.redhat.com/en/support\" data-analytics-text=\"Support\" data-analytics-category=\"Partners|For partners\"> Support </a>"
    },
    {
      "href": "https://access.redhat.com/",
      "text": "Support",
      "html": "<a href=\"https://access.redhat.com/\" data-analytics-text=\"Support\" data-analytics-category=\"Featured Links\">Support</a>"
    },
    {
      "href": "/en/contact",
      "text": "Contact sales",
      "html": "<a href=\"/en/contact\" data-analytics-text=\"Contact sales\" data-analytics-category=\"I&apos;d like to:\">Contact sales</a>"
    },
    {
      "href": "/en/contact/customer-service",
      "text": "Contact customer service",
      "html": "<a href=\"/en/contact/customer-service\" data-analytics-text=\"Contact customer service\" data-analytics-category=\"I&apos;d like to:\">Contact customer service</a>"
    },
    {
      "href": "https://access.redhat.com/support",
      "text": "Customer support",
      "html": "<a href=\"https://access.redhat.com/support\" data-analytics-text=\"Customer support\" data-analytics-category=\"Help me find:\">Customer support</a>"
    },
    {
      "href": "https://www.redhat.com/en/contact",
      "text": "Contact us",
      "html": "<a href=\"https://www.redhat.com/en/contact\">Contact us</a>"
    },
    {
      "href": "/en/technologies/cloud-computing/openshift/self-managed#cloud-providers",
      "text": "supported infrastructure",
      "html": "<a href=\"/en/technologies/cloud-computing/openshift/self-managed#cloud-providers\">supported infrastructure</a>"
    },
    {
      "href": "https://access.redhat.com",
      "text": "Customer support",
      "html": "<a href=\"https://access.redhat.com\" data-analytics-category=\"Footer|Tools\" data-analytics-text=\"Customer support\">Customer support</a>"
    },
    {
      "href": "/en/contact/sales",
      "text": "Contact sales",
      "html": "<a href=\"/en/contact/sales\" data-analytics-category=\"Footer|Communicate\" data-analytics-text=\"Contact sales\">Contact sales</a>"
    },
    {
      "href": "/en/contact/customer-service",
      "text": "Contact customer service",
      "html": "<a href=\"/en/contact/customer-service\" data-analytics-category=\"Footer|Communicate\" data-analytics-text=\"Contact customer service\">Contact customer service</a>"
    },
    {
      "href": "/en/services/training-and-certification/contact-us",
      "text": "Contact training",
      "html": "<a href=\"/en/services/training-and-certification/contact-us\" data-analytics-category=\"Footer|Communicate\" data-analytics-text=\"Contact training\">Contact training</a>"
    },
    {
      "href": "/en/contact",
      "text": "Contact Red Hat",
      "html": "<a href=\"/en/contact\" data-analytics-category=\"Footer|Red Hat legal and privacy links\" data-analytics-text=\"Contact Red Hat\">Contact Red Hat</a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "/en/about/privacy-policy",
      "text": "Privacy statement",
      "html": "<a href=\"/en/about/privacy-policy\" data-analytics-category=\"Footer|Red Hat legal and privacy links\" data-analytics-text=\"Privacy statement\">Privacy statement</a>"
    },
    {
      "href": "/en/about/terms-use",
      "text": "Terms of use",
      "html": "<a href=\"/en/about/terms-use\" data-analytics-category=\"Footer|Red Hat legal and privacy links\" data-analytics-text=\"Terms of use\">Terms of use</a>"
    },
    {
      "href": "http://www.redhat.com/en/about/privacy-policy#cookies",
      "text": "Privacy Statement",
      "html": "<a href=\"http://www.redhat.com/en/about/privacy-policy#cookies\" target=\"_blank\" class=\"truste-cookie-link\">Privacy Statement</a>"
    }
  ],
  "score": 40,
  "weight": 22
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Extraction-friendly structure

GEO: Extraction-friendly structure scored 60/100 and needs improvement.

5 Warning

Needs attention

GEO: Extraction-friendly structure

Warning

Issue

Missing extraction signals: optional top summary / TL;DR / key takeaways block, table with <thead> only if the page already has tabular/comparative data, ordered list only if the page explains a workflow/process, optional visible FAQ or FAQPage schema, JSON-LD structured data.

Details

Why it matters

Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.

Check name

GEO: Extraction-friendly structure

Score

60/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content easy for AI answer engines to extract, cite, and attribute.

Result

GEO: Extraction-friendly structure scored 60/100 and needs improvement.

Evidence

{
  "hasSummary": false,
  "tableCount": 0,
  "tablesWithHead": 0,
  "tablesMissingThead": [],
  "orderedLists": 0,
  "hasFaq": false,
  "definitionPatterns": 5,
  "schemaBlocks": 0,
  "missingSignals": [
    "optional top summary / TL;DR / key takeaways block",
    "table with <thead> only if the page already has tabular/comparative data",
    "ordered list only if the page explains a workflow/process",
    "optional visible FAQ or FAQPage schema",
    "JSON-LD structured data"
  ],
  "score": 60,
  "weight": 24
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Entity clarity

GEO: Entity clarity scored 70/100 and needs improvement.

4 Warning

Needs attention

GEO: Entity clarity

Warning

Issue

Title/H1 terms missing from description: red, hat, openshift.

Details

Why it matters

Check name

GEO: Entity clarity

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content easy for AI answer engines to extract, cite, and attribute.

Result

GEO: Entity clarity scored 70/100 and needs improvement.

Evidence

{
  "title": "Red Hat OpenShift",
  "h1": "Red Hat OpenShift",
  "description": "A unified application development platform that lets you build, modernize, and deploy applications at scale on your choice of hybrid cloud infrastructure.",
  "topicOverlap": 0,
  "topicTerms": [
    "red",
    "hat",
    "openshift"
  ],
  "descriptionTerms": [
    "unified",
    "application",
    "development",
    "platform",
    "lets",
    "build",
    "modernize",
    "deploy",
    "applications",
    "scale",
    "choice",
    "hybrid",
    "cloud",
    "infrastructure"
  ],
  "missingFromDescription": [
    "red",
    "hat",
    "openshift"
  ],
  "score": 70,
  "weight": 28
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer-first sections

AEO: Answer-first sections scored 65/100 and needs improvement.

4 Warning

Needs attention

AEO: Answer-first sections

Warning

Issue

80 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.

Details

Why it matters

Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.

Check name

AEO: Answer-first sections

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content easy for answer engines and assistants to answer from directly.

Result

AEO: Answer-first sections scored 65/100 and needs improvement.

Evidence

{
  "sectionCount": 84,
  "passing": 4,
  "failing": [
    {
      "heading": "Overview",
      "headingHtml": "<h3>Overview</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Products",
      "headingHtml": "<h3>Products</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Engage & learn",
      "headingHtml": "<h3>Engage &amp; learn</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Platform solutions",
      "headingHtml": "<h3>Platform solutions</h3>",
      "firstParagraph": "Build, deploy, and monitor AI models and apps.",
      "paragraphHtml": "<p>Build, deploy, and monitor AI models and apps.</p>",
      "words": 8,
      "direct": false,
      "issue": "First paragraph is 8 words and does not look like a concise direct answer."
    },
    {
      "heading": "Use cases",
      "headingHtml": "<h3>Use cases</h3>",
      "firstParagraph": "Modernize operations for virtualized and containerized workloads.",
      "paragraphHtml": "<p>Modernize operations for virtualized and containerized workloads.</p>",
      "words": 7,
      "direct": false,
      "issue": "First paragraph is 7 words and does not look like a concise direct answer."
    },
    {
      "heading": "Solutions by industry",
      "headingHtml": "<h3>Solutions by industry</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Discover cloud technologies",
      "headingHtml": "<h3 slot=\"headline\"><a href=\"/en/hybrid-cloud-console\" data-analytics-text=\"Discover cloud technologies\" data-analytics-category=\"Hybrid cloud\">Discover cloud technologies</a></h3>",
      "firstParagraph": "Learn how to use our cloud products and solutions at your own pace in the Red Hat® Hybrid Cloud Console.",
      "paragraphHtml": "<p>Learn how to use our cloud products and solutions at your own pace in the Red&#xa0;Hat&#xae; Hybrid Cloud Console. </p>",
      "words": 20,
      "direct": false,
      "issue": "First paragraph is 20 words and does not look like a concise direct answer."
    },
    {
      "heading": "Platforms",
      "headingHtml": "<h3>Platforms</h3>",
      "firstParagraph": "Develop and deploy AI solutions across the hybrid cloud.",
      "paragraphHtml": "<p>Develop and deploy AI solutions across the hybrid cloud.</p>",
      "words": 9,
      "direct": false,
      "issue": "First paragraph is 9 words and does not look like a concise direct answer."
    },
    {
      "heading": "Featured",
      "headingHtml": "<h3>Featured</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Try & buy",
      "headingHtml": "<h3>Try &amp; buy</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Services & support",
      "headingHtml": "<h3>Services &amp; support</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Training & certification",
      "headingHtml": "<h3>Training &amp; certification</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Featured",
      "headingHtml": "<h3>Featured</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Services",
      "headingHtml": "<h3>Services</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Build your skills",
      "headingHtml": "<h3>Build your skills</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "More ways to learn",
      "headingHtml": "<h3>More ways to learn</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "For developers",
      "headingHtml": "<h3 slot=\"headline\"><a href=\"https://developers.redhat.com/\" data-analytics-text=\"For developers\" data-analytics-category=\"Learn\" id=\"primary\">For developers</a></h3>",
      "firstParagraph": "Discover resources and tools to help you build, deliver, and manage cloud-native applications and services.",
      "paragraphHtml": "<p>Discover resources and tools to help you build, deliver, and manage cloud-native applications and services.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "For customers",
      "headingHtml": "<h3>For customers</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "For partners",
      "headingHtml": "<h3>For partners</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Build solutions powered by trusted partners",
      "headingHtml": "<h3 slot=\"headline\"><a href=\"https://catalog.redhat.com/en/solutions\" data-analytics-text=\"Build solutions powered by trusted partners\" data-analytics-category=\"Partners\">Build solutions powered by trusted partners</a></h3>",
      "firstParagraph": "Find solutions from our collaborative community of experts and technologies in the Red Hat® Ecosystem Catalog.",
      "paragraphHtml": "<p>Find solutions from our collaborative community of experts and technologies in the Red&#xa0;Hat&#xae; Ecosystem Catalog.</p>",
      "words": 16,
      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
    },
    {
      "heading": "I'd like to:",
      "headingHtml": "<h3 class=\"nav-search-heading\">I&apos;d like to:</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Help me find:",
      "headingHtml": "<h3 class=\"nav-search-heading\">Help me find:</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "I want to learn more about:",
      "headingHtml": "<h3 class=\"nav-search-heading\">I want to learn more about:</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Recommended",
      "headingHtml": "<h3>Recommended</h3>",
      "firstParagraph": "We'll recommend resources you may like as you browse. Try these suggestions for now.",
      "paragraphHtml": "<p><em>We&apos;ll recommend resources you may like as you browse. Try these suggestions for now.</em></p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Get more with a Red Hat account",
      "headingHtml": "<h3 class=\"rh-account__title\">Get more with a Red Hat account</h3>",
      "firstParagraph": "A subscription may be required for some services.",
      "paragraphHtml": "<p class=\"rh-account__disclaimer\">A subscription may be required for some services.</p>",
      "words": 8,
      "direct": false,
      "issue": "First paragraph is 8 words and does not look like a concise direct answer."
    },
    {
      "heading": "[[name]]",
      "headingHtml": "<h3 id=\"rh-account-logged-in-name\" class=\"logged-in-name\" data-pii>[[name]]</h3>",
      "firstParagraph": "Edit avatar",
      "paragraphHtml": "<p class=\"edit-avatar\"><a href=\"https://access.redhat.com/user/edit\"><svg width=\"16\" height=\"17\" viewBox=\"0 0 16 17\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M14.0245 6.37889L15.4556 4.93825C16.0392 4.35076 16.0392 3.40078 15.4556 2.8164L13.5899 0.938262C13.0063 0.353913 12.0625 0.353913 11.4821 0.938262L10.051 2.3789C9.90506 2.52578 9.90506 2.76327 10.051 2.91015L13.4967 6.37889C13.6426 6.52577 13.8786 6.52577 14.0245 6.37889ZM0.874673 1...",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
    },
    {
      "heading": "Cloud services editions",
      "headingHtml": "<h3 class=\"dx-text-18 dx-font-display dx-font-normal dx-mb-0 dx-border-b dx-border-b-2 dx-inline-block dx-mb-2\">Cloud services editions</h3>",
      "firstParagraph": "Fully managed in the public cloud of your choice",
      "paragraphHtml": "<p class=\"dx-mb-0 dx-text-gray-50 dx-text-14\">Fully managed in the public cloud of your choice</p>",
      "words": 9,
      "direct": false,
      "issue": "First paragraph is 9 words and does not look like a concise direct answer."
    },
    {
      "heading": "Self-managed editions",
      "headingHtml": "<h3 class=\"dx-text-18 dx-font-display dx-font-normal dx-mb-0 dx-border-b dx-border-b-2 dx-inline-block dx-mb-2\">Self-managed editions</h3>",
      "firstParagraph": "Granular control on your own infrastructure",
      "paragraphHtml": "<p class=\"dx-mb-0 dx-text-gray-50 dx-text-14\">Granular control on your own infrastructure</p>",
      "words": 6,
      "direct": false,
      "issue": "First paragraph is 6 words and does not look like a concise direct answer."
    },
    {
      "heading": "Services & add-ons",
      "headingHtml": "<h3 class=\"dx-text-18 dx-font-display dx-font-normal dx-mb-0 dx-mb-2\">Services &amp; add-ons</h3>",
      "firstParagraph": "A portfolio of managed cloud services and tools for Red Hat OpenShift",
      "paragraphHtml": "<p class=\"dx-mb-0 dx-text-gray-50 dx-text-14\">A portfolio of managed cloud services and tools for Red&#xa0;Hat OpenShift</p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "Cloud services editions",
      "headingHtml": "<h3 class=\"dx-text-18 dx-font-display dx-font-normal dx-inline-block dx-mb-1\">Cloud services editions</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Self-managed editions",
      "headingHtml": "<h3 class=\"dx-text-18 dx-font-display dx-font-normal dx-inline-block dx-mb-1\">Self-managed editions</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Services & add-ons",
      "headingHtml": "<h3 class=\"dx-text-18 dx-font-display dx-font-normal dx-inline-block dx-mb-1\">Services &amp; add-ons</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Why Red Hat OpenShift?",
      "headingHtml": "<h3 class=\"dx-text-18 dx-font-display dx-font-normal dx-inline-block dx-mb-1\">Why Red&#xa0;Hat OpenShift?</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Use cases",
      "headingHtml": "<h3 class=\"dx-text-18 dx-font-display dx-font-normal dx-inline-block dx-mb-1\">Use cases</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Guided offerings",
      "headingHtml": "<h3 class=\"dx-text-18 dx-font-display dx-font-normal dx-inline-block dx-mb-1\">Guided offerings</h3>",
      "firstParagraph": "Hands-on training and experiences to develop knowledge and skills for using OpenShift",
      "paragraphHtml": "<p class=\"dx-text-gray-50 dx-text-14\">Hands-on training and experiences to develop knowledge and skills for using OpenShift</p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "Learning hubs",
      "headingHtml": "<h3 class=\"dx-text-18 dx-font-display dx-font-normal dx-inline-block dx-mb-1\">Learning hubs</h3>",
      "firstParagraph": "Learning materials and tools organized by top tasks for key OpenShift services",
      "paragraphHtml": "<p class=\"dx-text-gray-50 dx-text-14\">Learning materials and tools organized by top tasks for key OpenShift services</p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "On-demand",
      "headingHtml": "<h3 class=\"dx-text-18 dx-font-display dx-font-normal dx-inline-block dx-mb-1\">On-demand</h3>",
      "firstParagraph": "Scenario-based, preconfigured OpenShift environments in your web browser",
      "paragraphHtml": "<p class=\"dx-mb-0 dx-mt-1 dx-text-gray-50 dx-text-14\">Scenario-based, preconfigured OpenShift environments in your web browser</p>",
      "words": 8,
      "direct": false,
      "issue": "First paragraph is 8 words and does not look like a concise direct answer."
    },
    {
      "heading": "Try Red Hat OpenShift",
      "headingHtml": "<h3 class=\"dx-text-18 dx-font-display dx-font-normal dx-inline-block dx-mb-1\">Try Red&#xa0;Hat OpenShift</h3>",
      "firstParagraph": "Get access to a free 8 hour hands-on experience of ROSA in a Red Hat owned demo environment",
      "paragraphHtml": "<p class=\"dx-mb-0 dx-mt-1 dx-text-gray-50 dx-text-14\">Get access to a free 8 hour hands-on experience of ROSA in a Red&#xa0;Hat owned demo environment</p>",
      "words": 18,
      "direct": false,
      "issue": "First paragraph is 18 words and does not look like a concise direct answer."
    },
    {
      "heading": "Red Hat OpenShift news from Red Hat Summit",
      "headingHtml": "<h2 class=\"rh-band-header-subsection-headline\" id=\"rh-ygizu\">Red Hat OpenShift news from Red&#xa0;Hat Summit</h2>",
      "firstParagraph": "OpenShift: Consistent integration for the hybrid enterprise",
      "paragraphHtml": "<p><a href=\"/en/blog/openshift-consistent-integration-hybrid-enterprise\" data-entity-type=\"node\" data-entity-uuid=\"5f63247b-99e0-4499-813c-6b013637b7bf\" data-entity-substitution=\"canonical\" title=\"OpenShift: Consistent integration for the hybrid enterprise\">OpenShift: Consistent integration for the hybrid enterprise</a></p>",
      "words": 7,
      "direct": false,
      "issue": "First paragraph is 7 words and does not look like a concise direct answer."
    },
    {
      "heading": "Why choose Red Hat OpenShift as your application platform?",
      "headingHtml": "<h2 class=\"rh-band-header-headline\">Why choose Red&#xa0;Hat OpenShift as your application platform?</h2>",
      "firstParagraph": "This video can't play due to privacy settings",
      "paragraphHtml": "<p>This video can&apos;t play due to privacy settings</p>",
      "words": 8,
      "direct": false,
      "issue": "First paragraph is 8 words and does not look like a concise direct answer."
    },
    {
      "heading": "Power the entire application lifecycle",
      "headingHtml": "<h2 class=\"rh-band-header-nested-section-headline\">Power the entire application lifecycle</h2>",
      "firstParagraph": "Build modern, cloud-native applications on a single, centralized platform with Kubernetes at its core.",
      "paragraphHtml": "<p dir=\"ltr dx-text-gray-10\">Build modern, cloud-native applications on a single, centralized platform with Kubernetes at its core.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "A consistent experience, anywhere",
      "headingHtml": "<h2 class=\"rh-band-header-nested-section-headline\">A consistent experience, anywhere</h2>",
      "firstParagraph": "Use familiar tools and frameworks on your choice of self-managed editions or managed cloud services.",
      "paragraphHtml": "<p class=\"dx-text-gray-10\">Use familiar tools and frameworks on your choice of self-managed editions or managed cloud services.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "Trusted by industry leaders",
      "headingHtml": "<h2 class=\"rh-band-header-nested-section-headline\">Trusted by industry leaders</h2>",
      "firstParagraph": "Built-in security features and dedicated support free your teams to focus on innovative work.",
      "paragraphHtml": "<p class=\"dx-text-gray-10\">Built-in security features and dedicated support free your teams to focus on innovative work.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Here’s what analysts have to say about Red Hat OpenShift",
      "headingHtml": "<h2 class=\"rh-band-header-headline\" id=\"rh-klsum\">Here&#x2019;s what analysts have to say about Red&#xa0;Hat OpenShift</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Red Hat is a Leader for the 3rd year in a row in the 2025 Gartner® Magic Quadrant™ for Container Management",
      "headingHtml": "<h3 class=\"rh-band-header-xs-headline\" id=\"rh-6ta2m\">Red Hat is a Leader for the 3rd year in a row in the 2025 Gartner&#xae; Magic Quadrant&#x2122; for Container Management</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Red Hat is a Leader in the 2025 Gartner® Magic Quadrant™ for Cloud-native Application Platforms",
      "headingHtml": "<h3 class=\"rh-band-header-xs-headline\" id=\"rh-5v3pg\">Red Hat is a Leader in the 2025 Gartner&#xae; Magic Quadrant&#x2122; for Cloud-native Application Platforms</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "One platform. Any workload. Any infrastructure.",
      "headingHtml": "<h2 class=\"rh-band-header-headline\">One platform. Any workload. Any infrastructure.</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Build and run AI",
      "headingHtml": "<h2 class=\"rh-band-header-nested-section-headline\" id=\"rh-zh2a7\">Build and run AI</h2>",
      "firstParagraph": "Manage the lifecycle of predictive and generative AI models at scale, across hybrid cloud environments.",
      "paragraphHtml": "<p>Manage the lifecycle of predictive and generative AI models at scale, across hybrid cloud environments.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "Migrate your VMs",
      "headingHtml": "<h2 class=\"rh-band-header-nested-section-headline\" id=\"rh-rdqje\">Migrate your VMs</h2>",
      "firstParagraph": "Migrate and manage traditional virtual machines (VMs) onto a trusted, consistent, and comprehensive hybrid cloud application platform.",
      "paragraphHtml": "<p>Migrate and manage traditional virtual machines (VMs) onto a trusted, consistent, and comprehensive hybrid cloud application platform.</p>",
      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "Build your apps—your way",
      "headingHtml": "<h2 class=\"rh-band-header-nested-section-headline\" id=\"rh-mwa21\">Build your apps&#x2014;your way</h2>",
      "firstParagraph": "Simplify the entire lifecycle of application development—from building and deploying to running and managing.",
      "paragraphHtml": "<p>Simplify the entire lifecycle of application development&#x2014;from building and deploying to running and managing.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "Modernize your apps",
      "headingHtml": "<h2 class=\"rh-band-header-nested-section-headline\" id=\"rh-01upc\">Modernize your apps</h2>",
      "firstParagraph": "Maintain, rehost, re-platform, or refactor existing apps at your own pace—and develop new cloud-native apps—with a single platform.",
      "paragraphHtml": "<p>Maintain, rehost, re-platform, or refactor existing apps at your own pace&#x2014;and develop new cloud-native apps&#x2014;with a single platform.</p>",
      "words": 20,
      "direct": false,
      "issue": "First paragraph is 20 words and does not look like a concise direct answer."
    },
    {
      "heading": "Choose how and where you build",
      "headingHtml": "<h2 class=\"rh-band-header-headline\">Choose how and where you build</h2>",
      "firstParagraph": "Manage your environment on any supported infrastructure or cloud—or let Red Hat manage it for you on one of our partner cloud platforms. However you want to run, there’s a Red Hat OpenShift edition to meet your needs.",
      "paragraphHtml": "<p>Manage your environment on any <a href=\"/en/technologies/cloud-computing/openshift/self-managed#cloud-providers\">supported infrastructure</a> or cloud&#x2014;or let Red&#xa0;Hat manage it for you on one of our partner cloud platforms. However you want to run, there&#x2019;s a Red&#xa0;Hat OpenShift edition to meet your needs.</p>",
      "words": 40,
      "direct": false,
      "issue": "First paragraph is 40 words and does not look like a concise direct answer."
    },
    {
      "heading": "Self-managed editions",
      "headingHtml": "<h2 class=\"rh-band-header-nested-section-headline\">Self-managed editions</h2>",
      "firstParagraph": "Red Hat OpenShift’s self-managed editions build upon each other, giving you the flexibility to choose the features that matter most to you.",
      "paragraphHtml": "<p>Red Hat OpenShift&#x2019;s self-managed editions build upon each other, giving you the flexibility to choose the features that matter most to you.</p>",
      "words": 23,
      "direct": false,
      "issue": "First paragraph is 23 words and does not look like a concise direct answer."
    },
    {
      "heading": "Advanced",
      "headingHtml": "<h3 class=\"rh-card-header-title\">Advanced</h3>",
      "firstParagraph": "A suite of solutions with advanced multicluster security and management to build and scale applications across environments.",
      "paragraphHtml": "<p>A suite of solutions with advanced multicluster security and management to build and scale applications across environments.&#xa0;</p>",
      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "Standard",
      "headingHtml": "<h3 class=\"rh-card-header-title\">Standard</h3>",
      "firstParagraph": "A complete platform with services and tools to develop, operate, and modernize applications.",
      "paragraphHtml": "<p>A complete platform with services and tools to develop, operate, and modernize applications.&#xa0;</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "Entry-level",
      "headingHtml": "<h3 class=\"rh-card-header-title\">Entry-level</h3>",
      "firstParagraph": "An enterprise Kubernetes runtime for container orchestration and management.",
      "paragraphHtml": "<p>An enterprise Kubernetes runtime for container orchestration and management.</p>",
      "words": 9,
      "direct": false,
      "issue": "First paragraph is 9 words and does not look like a concise direct answer."
    },
    {
      "heading": "Just for VMs",
      "headingHtml": "<h3 class=\"rh-card-header-title\">Just for VMs</h3>",
      "firstParagraph": "A cost-effective solution to migrate, deploy, manage, and scale virtual machines exclusively.",
      "paragraphHtml": "<p>A cost-effective solution to migrate, deploy, manage, and scale virtual machines exclusively.</p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "Make your app platform work for you",
      "headingHtml": "<h2 class=\"rh-band-header-headline\">Make your app platform work for you</h2>",
      "firstParagraph": "Extend Red Hat OpenShift from a single console with Red Hat OpenShift operators, built-in tools with automated management capabilities.",
      "paragraphHtml": "<p>Extend Red&#xa0;Hat OpenShift from a single console with Red&#xa0;Hat OpenShift operators, built-in tools with automated management capabilities.</p>",
      "words": 19,
      "direct": false,
      "issue": "First paragraph is 19 words and does not look like a concise direct answer."
    },
    {
      "heading": "Enhanced CI/CD workflows",
      "headingHtml": "<h3 class=\"rh-band-header-nested-section-headline\">Enhanced CI/CD workflows</h3>",
      "firstParagraph": "Create advanced CI/CD workflows for your applications with OpenShift GitOps and OpenShift Pipelines.",
      "paragraphHtml": "<p>Create advanced CI/CD workflows for your applications with&#xa0;<a href=\"/en/technologies/cloud-computing/openshift/gitops\" data-entity-type=\"node\" data-entity-uuid=\"3cd82a7c-c50a-4447-bedd-9f6668fd6b18\" data-entity-substitution=\"canonical\" title=\"OpenShift GitOps\">OpenShift GitOps</a> and&#xa0;<a href=\"/en/technologies/cloud-computing/openshift/pipelines\" data-entity-type=\"node\" data-entity-uuid=\"bceea991-03a0-4329-bc3a-61a0ebfaac86\" data-entity-substitution=\"canonical\" title=\"OpenShift P...",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Infrastructure management",
      "headingHtml": "<h3 class=\"rh-band-header-nested-section-headline\">Infrastructure management</h3>",
      "firstParagraph": "Simplify the development, management, and scaling of cloud-native and microservice-based applications with OpenShift Serverless and OpenShift Service Mesh.",
      "paragraphHtml": "<p>Simplify the development, management, and scaling of cloud-native and microservice-based applications with&#xa0;<a href=\"/en/technologies/cloud-computing/openshift/serverless\" data-entity-type=\"node\" data-entity-uuid=\"0675a15f-fe5c-4ed8-9226-a2841efa0c1d\" data-entity-substitution=\"canonical\" title=\"Red Hat OpenShift Serverless\">OpenShift Serverless</a> and&#xa0;<a href=\"/en/technologies/cloud-computing/openshift/what-is-openshift-service-mesh\" data-entity-type=\"node\" data-entity-uuid=\"4f4f...",
      "words": 18,
      "direct": false,
      "issue": "First paragraph is 18 words and does not look like a concise direct answer."
    },
    {
      "heading": "Real-time monitoring",
      "headingHtml": "<h3 class=\"rh-band-header-nested-section-headline\">Real-time monitoring</h3>",
      "firstParagraph": "Analyze your systems and troubleshoot issues before they impact your applications or end users with Red Hat OpenShift Observability.",
      "paragraphHtml": "<p>Analyze your systems and troubleshoot issues before they impact your applications or end users with&#xa0;<a href=\"/en/technologies/cloud-computing/openshift/observability\" data-entity-type=\"node\" data-entity-uuid=\"7ca02084-93f6-48ab-8311-eb407ce43a73\" data-entity-substitution=\"canonical\" title=\"OpenShift Observability\">Red Hat OpenShift Observability</a>.</p>",
      "words": 19,
      "direct": false,
      "issue": "First paragraph is 19 words and does not look like a concise direct answer."
    },
    {
      "heading": "Start learning",
      "headingHtml": "<h2 class=\"rh-band-header-headline\">Start learning</h2>",
      "firstParagraph": "Explore resources about Red Hat OpenShift based on your goals, expertise, and learning style.",
      "paragraphHtml": "<p>Explore resources about Red&#xa0;Hat OpenShift based on your goals, expertise, and learning style.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "OpenShift essentials",
      "headingHtml": "<h3><a href=\"https://docs.redhat.com/en/essentials/openshift\">OpenShift essentials</a></h3>",
      "firstParagraph": "Access the tools and guidance you need to get the most out of Red Hat OpenShift, organized by environment and role.",
      "paragraphHtml": "<p>Access the tools and guidance you need to get the most out of Red Hat OpenShift, organized by environment and role.</p>",
      "words": 21,
      "direct": false,
      "issue": "First paragraph is 21 words and does not look like a concise direct answer."
    },
    {
      "heading": "Training",
      "headingHtml": "<h3><a href=\"/en/resources/openshift-skill-paths-datasheet\" data-entity-type=\"node\" data-entity-uuid=\"71cb0828-b229-43c0-9808-f1c850466ea1\" data-entity-substitution=\"canonical\" title=\"Red Hat OpenShift skills paths\">Training</a></h3>",
      "firstParagraph": "Validate your Red Hat OpenShift skills with training tailored to administrator or developer roles.",
      "paragraphHtml": "<p>Validate your Red&#xa0;Hat OpenShift skills with training tailored to administrator or developer roles.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Livestream",
      "headingHtml": "<h3><a href=\"https://youtube.com/playlist?list=PLaR6Rq6Z4IqdsG6b09q4QIv_Yq5fNL7zh&amp;si=r3ixwVr1U0vRobDR\">Livestream</a></h3>",
      "firstParagraph": "Explore the tools that containers need to run in a cloud-native environment in the Ask an OpenShift Admin livestream.",
      "paragraphHtml": "<p>Explore the tools that containers need to run in a cloud-native environment in the Ask an OpenShift Admin livestream.</p>",
      "words": 19,
      "direct": false,
      "issue": "First paragraph is 19 words and does not look like a concise direct answer."
    },
    {
      "heading": "Build on a reliable foundation",
      "headingHtml": "<h2 class=\"dx-font-light\">Build on a reliable foundation</h2>",
      "firstParagraph": "Enterprises around the world trust our broad portfolio of hybrid cloud infrastructure, application services, cloud-native application development, and automation solutions to deliver IT services on any infrastructure quickly and cost effectively.",
      "paragraphHtml": "<p class=\"dx-mb-4\">Enterprises around the world trust our broad portfolio of hybrid cloud infrastructure, application services, cloud-native application development, and automation solutions to deliver IT services on any infrastructure quickly and cost effectively.</p>",
      "words": 31,
      "direct": false,
      "issue": "First paragraph is 31 words and does not look like a concise direct answer."
    },
    {
      "heading": "What's next?",
      "headingHtml": "<h2 class=\"rh-band-header-headline\">What&apos;s next?</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Try it",
      "headingHtml": "<h3 class=\"rh-band-header-nested-section-headline\" id=\"rh-gtovc\">Try it</h3>",
      "firstParagraph": "Whether you want to try our no-cost trials or get started with a pay-as-you-go option, we’ve got you covered.",
      "paragraphHtml": "<p>Whether you want to try our no-cost trials or get started with a pay-as-you-go option, we&#x2019;ve got you covered.</p>",
      "words": 20,
      "direct": false,
      "issue": "First paragraph is 20 words and does not look like a concise direct answer."
    },
    {
      "heading": "Get started",
      "headingHtml": "<h3 class=\"rh-band-header-nested-section-headline\" id=\"rh-0onzz\">Get started</h3>",
      "firstParagraph": "We offer multiple ways to use Red Hat OpenShift. Buy it in the cloud, from our partners, or work with sales.",
      "paragraphHtml": "<p>We offer multiple ways to use Red&#xa0;Hat OpenShift. Buy it in the cloud, from our partners, or work with sales.</p>",
      "words": 21,
      "direct": false,
      "issue": "First paragraph is 21 words and does not look like a concise direct answer."
    },
    {
      "heading": "Get documentation",
      "headingHtml": "<h3 class=\"rh-band-header-nested-section-headline\" id=\"rh-zsclj\">Get documentation</h3>",
      "firstParagraph": "Find answers, get step-by-step guidance, and learn how to use Red Hat products.",
      "paragraphHtml": "<p>Find answers, get step-by-step guidance, and learn how to use Red&#xa0;Hat products.</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "Plan your next update",
      "headingHtml": "<h3 class=\"rh-band-header-nested-section-headline\" id=\"rh-aki5i\">Plan your next update</h3>",
      "firstParagraph": "Get the documentation and tools you need to update your Red Hat OpenShift clusters.",
      "paragraphHtml": "<p>Get the documentation and tools you need to update your Red&#xa0;Hat OpenShift clusters.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Talk to a Red Hatter",
      "headingHtml": "<h3 class=\"rh-band-header-nested-section-headline\">Talk to a Red Hatter</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Platforms",
      "headingHtml": "<h3 slot=\"links\" data-analytics-text=\"Platforms\">Platforms</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Tools",
      "headingHtml": "<h3 slot=\"links\" data-analytics-text=\"Tools\">Tools</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Try, buy, & sell",
      "headingHtml": "<h3 slot=\"links\" data-analytics-text=\"Try buy &amp; sell\">Try, buy, &amp; sell</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Communicate",
      "headingHtml": "<h3 slot=\"links\" data-analytics-text=\"Communicate\">Communicate</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Change page language",
      "headingHtml": "<h3 slot=\"header\" id=\"footer-language-switcher\">Change page language</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Red Hat legal and privacy links",
      "headingHtml": "<h3 slot=\"links-primary\" hidden data-analytics-text=\"Red Hat legal and privacy links\">Red Hat legal and privacy links</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Red Hat legal and privacy links",
      "headingHtml": "<h3 slot=\"links-secondary\" hidden data-analytics-text=\"Red Hat legal and privacy links\">Red Hat legal and privacy links</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "How we use cookies",
      "headingHtml": "<h2 class=\"truste-title\">How we use cookies</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    }
  ],
  "score": 65,
  "weight": 28
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Explanatory content depth

GEO: Explanatory content depth scored 75/100 and needs improvement.

2 Warning

Needs attention

GEO: Explanatory content depth

Warning

Issue

2 explanatory paragraph(s) could be stronger for citation or AI extraction.

Details

Why it matters

Check name

GEO: Explanatory content depth

Score

75/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content easy for AI answer engines to extract, cite, and attribute.

Result

GEO: Explanatory content depth scored 75/100 and needs improvement.

Evidence

{
  "candidatePassages": 2,
  "citablePassages": 0,
  "failingCandidateParagraphs": [
    {
      "index": 70,
      "heading": "H2: Choose how and where you build",
      "text": "Manage your environment on any supported infrastructure or cloud—or let Red Hat manage it for you on one of our partner cloud platforms. However you want to run, there’s a Red Hat OpenShift edition to meet your needs.",
      "words": 40,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (40 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p>Manage your environment on any <a href=\"/en/technologies/cloud-computing/openshift/self-managed#cloud-providers\">supported infrastructure</a> or cloud&#x2014;or let Red&#xa0;Hat manage it for you on one of our partner cloud platforms. However you want to run, there&#x2019;s a Red&#xa0;Hat OpenShift edition to meet your needs.</p>"
    },
    {
      "index": 105,
      "heading": "H3: About Red Hat",
      "text": "Red Hat is an open hybrid cloud technology leader, delivering a consistent, comprehensive foundation for transformative IT and artificial intelligence (AI) applications in the enterprise. As a trusted adviser to the Fortune 500, Red Hat offers cloud, developer, Linux, automation, and application platform technologies, as well as award-winning services.",
      "words": 49,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (49 words; target 80-220)."
      ],
      "html": "<p> Red Hat is an open hybrid cloud technology leader, delivering a consistent, comprehensive foundation for transformative IT and artificial intelligence (AI) applications in the enterprise. As a <a href=\"/en/about\" data-entity-type=\"node\" data-entity-uuid=\"07fec3eb-1b14-4c01-b2db-392d09662e5f\" data-entity-substitution=\"canonical\" data-analytics-category=\"Footer|About Red Hat\" data-analytics-text=\"trusted adviser to the Fortune 500\">trusted adviser to the Fortune 500</a>, Red Hat offers clou..."
    }
  ],
  "citableParagraphs": [],
  "score": 75,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Question-led structure

AEO: Question-led structure scored 70/100 and needs improvement.

2 Warning

Needs attention

AEO: Question-led structure

Warning

Issue

80 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.

Why it matters

Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.

Check name

AEO: Question-led structure

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content easy for answer engines and assistants to answer from directly.

Result

AEO: Question-led structure scored 70/100 and needs improvement.

Evidence

{
  "h2Count": 20,
  "questionH2s": [
    {
      "index": 2,
      "text": "Why choose Red Hat OpenShift as your application platform?",
      "isQuestion": true,
      "html": "<h2 class=\"rh-band-header-headline\">Why choose Red&#xa0;Hat OpenShift as your application platform?</h2>"
    },
    {
      "index": 19,
      "text": "What's next?",
      "isQuestion": true,
      "html": "<h2 class=\"rh-band-header-headline\">What&apos;s next?</h2>"
    },
    {
      "index": 20,
      "text": "How we use cookies",
      "isQuestion": true,
      "html": "<h2 class=\"truste-title\">How we use cookies</h2>"
    }
  ],
  "hasFaq": false,
  "score": 70,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Entity and definition clarity

AEO: Entity and definition clarity scored 75/100 and needs improvement.

2 Warning

Needs attention

AEO: Entity and definition clarity

Warning

Issue

Entity or definition gaps: red, hat, openshift.

Details

Why it matters

Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.

Check name

AEO: Entity and definition clarity

Score

75/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content easy for answer engines and assistants to answer from directly.

Result

AEO: Entity and definition clarity scored 75/100 and needs improvement.

Evidence

{
  "title": "Red Hat OpenShift",
  "h1": "Red Hat OpenShift",
  "description": "A unified application development platform that lets you build, modernize, and deploy applications at scale on your choice of hybrid cloud infrastructure.",
  "topicOverlap": 0,
  "definitionCount": 5,
  "topicTerms": [
    "red",
    "hat",
    "openshift"
  ],
  "descriptionTerms": [
    "unified",
    "application",
    "development",
    "platform",
    "lets",
    "build",
    "modernize",
    "deploy",
    "applications",
    "scale",
    "choice",
    "hybrid",
    "cloud",
    "infrastructure"
  ],
  "missingFromDescription": [
    "red",
    "hat",
    "openshift"
  ],
  "score": 75,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Answer block readiness

AIO: Answer block readiness scored 65/100 and needs improvement.

2 Warning

Needs attention

AIO: Answer block readiness

Warning

Issue

80 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.

Details

Why it matters

AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.

Check name

AIO: Answer block readiness

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content eligible and useful for Google AI Overviews and AI Mode extraction.

Result

AIO: Answer block readiness scored 65/100 and needs improvement.

Evidence

{
  "sectionCount": 84,
  "passing": 4,
  "failing": [
    {
      "heading": "Overview",
      "headingHtml": "<h3>Overview</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Products",
      "headingHtml": "<h3>Products</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Engage & learn",
      "headingHtml": "<h3>Engage &amp; learn</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Platform solutions",
      "headingHtml": "<h3>Platform solutions</h3>",
      "firstParagraph": "Build, deploy, and monitor AI models and apps.",
      "paragraphHtml": "<p>Build, deploy, and monitor AI models and apps.</p>",
      "words": 8,
      "direct": false,
      "issue": "First paragraph is 8 words and does not look like a concise direct answer."
    },
    {
      "heading": "Use cases",
      "headingHtml": "<h3>Use cases</h3>",
      "firstParagraph": "Modernize operations for virtualized and containerized workloads.",
      "paragraphHtml": "<p>Modernize operations for virtualized and containerized workloads.</p>",
      "words": 7,
      "direct": false,
      "issue": "First paragraph is 7 words and does not look like a concise direct answer."
    },
    {
      "heading": "Solutions by industry",
      "headingHtml": "<h3>Solutions by industry</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Discover cloud technologies",
      "headingHtml": "<h3 slot=\"headline\"><a href=\"/en/hybrid-cloud-console\" data-analytics-text=\"Discover cloud technologies\" data-analytics-category=\"Hybrid cloud\">Discover cloud technologies</a></h3>",
      "firstParagraph": "Learn how to use our cloud products and solutions at your own pace in the Red Hat® Hybrid Cloud Console.",
      "paragraphHtml": "<p>Learn how to use our cloud products and solutions at your own pace in the Red&#xa0;Hat&#xae; Hybrid Cloud Console. </p>",
      "words": 20,
      "direct": false,
      "issue": "First paragraph is 20 words and does not look like a concise direct answer."
    },
    {
      "heading": "Platforms",
      "headingHtml": "<h3>Platforms</h3>",
      "firstParagraph": "Develop and deploy AI solutions across the hybrid cloud.",
      "paragraphHtml": "<p>Develop and deploy AI solutions across the hybrid cloud.</p>",
      "words": 9,
      "direct": false,
      "issue": "First paragraph is 9 words and does not look like a concise direct answer."
    },
    {
      "heading": "Featured",
      "headingHtml": "<h3>Featured</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Try & buy",
      "headingHtml": "<h3>Try &amp; buy</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Services & support",
      "headingHtml": "<h3>Services &amp; support</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Training & certification",
      "headingHtml": "<h3>Training &amp; certification</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Featured",
      "headingHtml": "<h3>Featured</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Services",
      "headingHtml": "<h3>Services</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Build your skills",
      "headingHtml": "<h3>Build your skills</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "More ways to learn",
      "headingHtml": "<h3>More ways to learn</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "For developers",
      "headingHtml": "<h3 slot=\"headline\"><a href=\"https://developers.redhat.com/\" data-analytics-text=\"For developers\" data-analytics-category=\"Learn\" id=\"primary\">For developers</a></h3>",
      "firstParagraph": "Discover resources and tools to help you build, deliver, and manage cloud-native applications and services.",
      "paragraphHtml": "<p>Discover resources and tools to help you build, deliver, and manage cloud-native applications and services.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "For customers",
      "headingHtml": "<h3>For customers</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "For partners",
      "headingHtml": "<h3>For partners</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Build solutions powered by trusted partners",
      "headingHtml": "<h3 slot=\"headline\"><a href=\"https://catalog.redhat.com/en/solutions\" data-analytics-text=\"Build solutions powered by trusted partners\" data-analytics-category=\"Partners\">Build solutions powered by trusted partners</a></h3>",
      "firstParagraph": "Find solutions from our collaborative community of experts and technologies in the Red Hat® Ecosystem Catalog.",
      "paragraphHtml": "<p>Find solutions from our collaborative community of experts and technologies in the Red&#xa0;Hat&#xae; Ecosystem Catalog.</p>",
      "words": 16,
      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
    },
    {
      "heading": "I'd like to:",
      "headingHtml": "<h3 class=\"nav-search-heading\">I&apos;d like to:</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Help me find:",
      "headingHtml": "<h3 class=\"nav-search-heading\">Help me find:</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "I want to learn more about:",
      "headingHtml": "<h3 class=\"nav-search-heading\">I want to learn more about:</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Recommended",
      "headingHtml": "<h3>Recommended</h3>",
      "firstParagraph": "We'll recommend resources you may like as you browse. Try these suggestions for now.",
      "paragraphHtml": "<p><em>We&apos;ll recommend resources you may like as you browse. Try these suggestions for now.</em></p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Get more with a Red Hat account",
      "headingHtml": "<h3 class=\"rh-account__title\">Get more with a Red Hat account</h3>",
      "firstParagraph": "A subscription may be required for some services.",
      "paragraphHtml": "<p class=\"rh-account__disclaimer\">A subscription may be required for some services.</p>",
      "words": 8,
      "direct": false,
      "issue": "First paragraph is 8 words and does not look like a concise direct answer."
    },
    {
      "heading": "[[name]]",
      "headingHtml": "<h3 id=\"rh-account-logged-in-name\" class=\"logged-in-name\" data-pii>[[name]]</h3>",
      "firstParagraph": "Edit avatar",
      "paragraphHtml": "<p class=\"edit-avatar\"><a href=\"https://access.redhat.com/user/edit\"><svg width=\"16\" height=\"17\" viewBox=\"0 0 16 17\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M14.0245 6.37889L15.4556 4.93825C16.0392 4.35076 16.0392 3.40078 15.4556 2.8164L13.5899 0.938262C13.0063 0.353913 12.0625 0.353913 11.4821 0.938262L10.051 2.3789C9.90506 2.52578 9.90506 2.76327 10.051 2.91015L13.4967 6.37889C13.6426 6.52577 13.8786 6.52577 14.0245 6.37889ZM0.874673 1...",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
    },
    {
      "heading": "Cloud services editions",
      "headingHtml": "<h3 class=\"dx-text-18 dx-font-display dx-font-normal dx-mb-0 dx-border-b dx-border-b-2 dx-inline-block dx-mb-2\">Cloud services editions</h3>",
      "firstParagraph": "Fully managed in the public cloud of your choice",
      "paragraphHtml": "<p class=\"dx-mb-0 dx-text-gray-50 dx-text-14\">Fully managed in the public cloud of your choice</p>",
      "words": 9,
      "direct": false,
      "issue": "First paragraph is 9 words and does not look like a concise direct answer."
    },
    {
      "heading": "Self-managed editions",
      "headingHtml": "<h3 class=\"dx-text-18 dx-font-display dx-font-normal dx-mb-0 dx-border-b dx-border-b-2 dx-inline-block dx-mb-2\">Self-managed editions</h3>",
      "firstParagraph": "Granular control on your own infrastructure",
      "paragraphHtml": "<p class=\"dx-mb-0 dx-text-gray-50 dx-text-14\">Granular control on your own infrastructure</p>",
      "words": 6,
      "direct": false,
      "issue": "First paragraph is 6 words and does not look like a concise direct answer."
    },
    {
      "heading": "Services & add-ons",
      "headingHtml": "<h3 class=\"dx-text-18 dx-font-display dx-font-normal dx-mb-0 dx-mb-2\">Services &amp; add-ons</h3>",
      "firstParagraph": "A portfolio of managed cloud services and tools for Red Hat OpenShift",
      "paragraphHtml": "<p class=\"dx-mb-0 dx-text-gray-50 dx-text-14\">A portfolio of managed cloud services and tools for Red&#xa0;Hat OpenShift</p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "Cloud services editions",
      "headingHtml": "<h3 class=\"dx-text-18 dx-font-display dx-font-normal dx-inline-block dx-mb-1\">Cloud services editions</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Self-managed editions",
      "headingHtml": "<h3 class=\"dx-text-18 dx-font-display dx-font-normal dx-inline-block dx-mb-1\">Self-managed editions</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Services & add-ons",
      "headingHtml": "<h3 class=\"dx-text-18 dx-font-display dx-font-normal dx-inline-block dx-mb-1\">Services &amp; add-ons</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Why Red Hat OpenShift?",
      "headingHtml": "<h3 class=\"dx-text-18 dx-font-display dx-font-normal dx-inline-block dx-mb-1\">Why Red&#xa0;Hat OpenShift?</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Use cases",
      "headingHtml": "<h3 class=\"dx-text-18 dx-font-display dx-font-normal dx-inline-block dx-mb-1\">Use cases</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Guided offerings",
      "headingHtml": "<h3 class=\"dx-text-18 dx-font-display dx-font-normal dx-inline-block dx-mb-1\">Guided offerings</h3>",
      "firstParagraph": "Hands-on training and experiences to develop knowledge and skills for using OpenShift",
      "paragraphHtml": "<p class=\"dx-text-gray-50 dx-text-14\">Hands-on training and experiences to develop knowledge and skills for using OpenShift</p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "Learning hubs",
      "headingHtml": "<h3 class=\"dx-text-18 dx-font-display dx-font-normal dx-inline-block dx-mb-1\">Learning hubs</h3>",
      "firstParagraph": "Learning materials and tools organized by top tasks for key OpenShift services",
      "paragraphHtml": "<p class=\"dx-text-gray-50 dx-text-14\">Learning materials and tools organized by top tasks for key OpenShift services</p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "On-demand",
      "headingHtml": "<h3 class=\"dx-text-18 dx-font-display dx-font-normal dx-inline-block dx-mb-1\">On-demand</h3>",
      "firstParagraph": "Scenario-based, preconfigured OpenShift environments in your web browser",
      "paragraphHtml": "<p class=\"dx-mb-0 dx-mt-1 dx-text-gray-50 dx-text-14\">Scenario-based, preconfigured OpenShift environments in your web browser</p>",
      "words": 8,
      "direct": false,
      "issue": "First paragraph is 8 words and does not look like a concise direct answer."
    },
    {
      "heading": "Try Red Hat OpenShift",
      "headingHtml": "<h3 class=\"dx-text-18 dx-font-display dx-font-normal dx-inline-block dx-mb-1\">Try Red&#xa0;Hat OpenShift</h3>",
      "firstParagraph": "Get access to a free 8 hour hands-on experience of ROSA in a Red Hat owned demo environment",
      "paragraphHtml": "<p class=\"dx-mb-0 dx-mt-1 dx-text-gray-50 dx-text-14\">Get access to a free 8 hour hands-on experience of ROSA in a Red&#xa0;Hat owned demo environment</p>",
      "words": 18,
      "direct": false,
      "issue": "First paragraph is 18 words and does not look like a concise direct answer."
    },
    {
      "heading": "Red Hat OpenShift news from Red Hat Summit",
      "headingHtml": "<h2 class=\"rh-band-header-subsection-headline\" id=\"rh-ygizu\">Red Hat OpenShift news from Red&#xa0;Hat Summit</h2>",
      "firstParagraph": "OpenShift: Consistent integration for the hybrid enterprise",
      "paragraphHtml": "<p><a href=\"/en/blog/openshift-consistent-integration-hybrid-enterprise\" data-entity-type=\"node\" data-entity-uuid=\"5f63247b-99e0-4499-813c-6b013637b7bf\" data-entity-substitution=\"canonical\" title=\"OpenShift: Consistent integration for the hybrid enterprise\">OpenShift: Consistent integration for the hybrid enterprise</a></p>",
      "words": 7,
      "direct": false,
      "issue": "First paragraph is 7 words and does not look like a concise direct answer."
    },
    {
      "heading": "Why choose Red Hat OpenShift as your application platform?",
      "headingHtml": "<h2 class=\"rh-band-header-headline\">Why choose Red&#xa0;Hat OpenShift as your application platform?</h2>",
      "firstParagraph": "This video can't play due to privacy settings",
      "paragraphHtml": "<p>This video can&apos;t play due to privacy settings</p>",
      "words": 8,
      "direct": false,
      "issue": "First paragraph is 8 words and does not look like a concise direct answer."
    },
    {
      "heading": "Power the entire application lifecycle",
      "headingHtml": "<h2 class=\"rh-band-header-nested-section-headline\">Power the entire application lifecycle</h2>",
      "firstParagraph": "Build modern, cloud-native applications on a single, centralized platform with Kubernetes at its core.",
      "paragraphHtml": "<p dir=\"ltr dx-text-gray-10\">Build modern, cloud-native applications on a single, centralized platform with Kubernetes at its core.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "A consistent experience, anywhere",
      "headingHtml": "<h2 class=\"rh-band-header-nested-section-headline\">A consistent experience, anywhere</h2>",
      "firstParagraph": "Use familiar tools and frameworks on your choice of self-managed editions or managed cloud services.",
      "paragraphHtml": "<p class=\"dx-text-gray-10\">Use familiar tools and frameworks on your choice of self-managed editions or managed cloud services.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "Trusted by industry leaders",
      "headingHtml": "<h2 class=\"rh-band-header-nested-section-headline\">Trusted by industry leaders</h2>",
      "firstParagraph": "Built-in security features and dedicated support free your teams to focus on innovative work.",
      "paragraphHtml": "<p class=\"dx-text-gray-10\">Built-in security features and dedicated support free your teams to focus on innovative work.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Here’s what analysts have to say about Red Hat OpenShift",
      "headingHtml": "<h2 class=\"rh-band-header-headline\" id=\"rh-klsum\">Here&#x2019;s what analysts have to say about Red&#xa0;Hat OpenShift</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Red Hat is a Leader for the 3rd year in a row in the 2025 Gartner® Magic Quadrant™ for Container Management",
      "headingHtml": "<h3 class=\"rh-band-header-xs-headline\" id=\"rh-6ta2m\">Red Hat is a Leader for the 3rd year in a row in the 2025 Gartner&#xae; Magic Quadrant&#x2122; for Container Management</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Red Hat is a Leader in the 2025 Gartner® Magic Quadrant™ for Cloud-native Application Platforms",
      "headingHtml": "<h3 class=\"rh-band-header-xs-headline\" id=\"rh-5v3pg\">Red Hat is a Leader in the 2025 Gartner&#xae; Magic Quadrant&#x2122; for Cloud-native Application Platforms</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "One platform. Any workload. Any infrastructure.",
      "headingHtml": "<h2 class=\"rh-band-header-headline\">One platform. Any workload. Any infrastructure.</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Build and run AI",
      "headingHtml": "<h2 class=\"rh-band-header-nested-section-headline\" id=\"rh-zh2a7\">Build and run AI</h2>",
      "firstParagraph": "Manage the lifecycle of predictive and generative AI models at scale, across hybrid cloud environments.",
      "paragraphHtml": "<p>Manage the lifecycle of predictive and generative AI models at scale, across hybrid cloud environments.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "Migrate your VMs",
      "headingHtml": "<h2 class=\"rh-band-header-nested-section-headline\" id=\"rh-rdqje\">Migrate your VMs</h2>",
      "firstParagraph": "Migrate and manage traditional virtual machines (VMs) onto a trusted, consistent, and comprehensive hybrid cloud application platform.",
      "paragraphHtml": "<p>Migrate and manage traditional virtual machines (VMs) onto a trusted, consistent, and comprehensive hybrid cloud application platform.</p>",
      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "Build your apps—your way",
      "headingHtml": "<h2 class=\"rh-band-header-nested-section-headline\" id=\"rh-mwa21\">Build your apps&#x2014;your way</h2>",
      "firstParagraph": "Simplify the entire lifecycle of application development—from building and deploying to running and managing.",
      "paragraphHtml": "<p>Simplify the entire lifecycle of application development&#x2014;from building and deploying to running and managing.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "Modernize your apps",
      "headingHtml": "<h2 class=\"rh-band-header-nested-section-headline\" id=\"rh-01upc\">Modernize your apps</h2>",
      "firstParagraph": "Maintain, rehost, re-platform, or refactor existing apps at your own pace—and develop new cloud-native apps—with a single platform.",
      "paragraphHtml": "<p>Maintain, rehost, re-platform, or refactor existing apps at your own pace&#x2014;and develop new cloud-native apps&#x2014;with a single platform.</p>",
      "words": 20,
      "direct": false,
      "issue": "First paragraph is 20 words and does not look like a concise direct answer."
    },
    {
      "heading": "Choose how and where you build",
      "headingHtml": "<h2 class=\"rh-band-header-headline\">Choose how and where you build</h2>",
      "firstParagraph": "Manage your environment on any supported infrastructure or cloud—or let Red Hat manage it for you on one of our partner cloud platforms. However you want to run, there’s a Red Hat OpenShift edition to meet your needs.",
      "paragraphHtml": "<p>Manage your environment on any <a href=\"/en/technologies/cloud-computing/openshift/self-managed#cloud-providers\">supported infrastructure</a> or cloud&#x2014;or let Red&#xa0;Hat manage it for you on one of our partner cloud platforms. However you want to run, there&#x2019;s a Red&#xa0;Hat OpenShift edition to meet your needs.</p>",
      "words": 40,
      "direct": false,
      "issue": "First paragraph is 40 words and does not look like a concise direct answer."
    },
    {
      "heading": "Self-managed editions",
      "headingHtml": "<h2 class=\"rh-band-header-nested-section-headline\">Self-managed editions</h2>",
      "firstParagraph": "Red Hat OpenShift’s self-managed editions build upon each other, giving you the flexibility to choose the features that matter most to you.",
      "paragraphHtml": "<p>Red Hat OpenShift&#x2019;s self-managed editions build upon each other, giving you the flexibility to choose the features that matter most to you.</p>",
      "words": 23,
      "direct": false,
      "issue": "First paragraph is 23 words and does not look like a concise direct answer."
    },
    {
      "heading": "Advanced",
      "headingHtml": "<h3 class=\"rh-card-header-title\">Advanced</h3>",
      "firstParagraph": "A suite of solutions with advanced multicluster security and management to build and scale applications across environments.",
      "paragraphHtml": "<p>A suite of solutions with advanced multicluster security and management to build and scale applications across environments.&#xa0;</p>",
      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "Standard",
      "headingHtml": "<h3 class=\"rh-card-header-title\">Standard</h3>",
      "firstParagraph": "A complete platform with services and tools to develop, operate, and modernize applications.",
      "paragraphHtml": "<p>A complete platform with services and tools to develop, operate, and modernize applications.&#xa0;</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "Entry-level",
      "headingHtml": "<h3 class=\"rh-card-header-title\">Entry-level</h3>",
      "firstParagraph": "An enterprise Kubernetes runtime for container orchestration and management.",
      "paragraphHtml": "<p>An enterprise Kubernetes runtime for container orchestration and management.</p>",
      "words": 9,
      "direct": false,
      "issue": "First paragraph is 9 words and does not look like a concise direct answer."
    },
    {
      "heading": "Just for VMs",
      "headingHtml": "<h3 class=\"rh-card-header-title\">Just for VMs</h3>",
      "firstParagraph": "A cost-effective solution to migrate, deploy, manage, and scale virtual machines exclusively.",
      "paragraphHtml": "<p>A cost-effective solution to migrate, deploy, manage, and scale virtual machines exclusively.</p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "Make your app platform work for you",
      "headingHtml": "<h2 class=\"rh-band-header-headline\">Make your app platform work for you</h2>",
      "firstParagraph": "Extend Red Hat OpenShift from a single console with Red Hat OpenShift operators, built-in tools with automated management capabilities.",
      "paragraphHtml": "<p>Extend Red&#xa0;Hat OpenShift from a single console with Red&#xa0;Hat OpenShift operators, built-in tools with automated management capabilities.</p>",
      "words": 19,
      "direct": false,
      "issue": "First paragraph is 19 words and does not look like a concise direct answer."
    },
    {
      "heading": "Enhanced CI/CD workflows",
      "headingHtml": "<h3 class=\"rh-band-header-nested-section-headline\">Enhanced CI/CD workflows</h3>",
      "firstParagraph": "Create advanced CI/CD workflows for your applications with OpenShift GitOps and OpenShift Pipelines.",
      "paragraphHtml": "<p>Create advanced CI/CD workflows for your applications with&#xa0;<a href=\"/en/technologies/cloud-computing/openshift/gitops\" data-entity-type=\"node\" data-entity-uuid=\"3cd82a7c-c50a-4447-bedd-9f6668fd6b18\" data-entity-substitution=\"canonical\" title=\"OpenShift GitOps\">OpenShift GitOps</a> and&#xa0;<a href=\"/en/technologies/cloud-computing/openshift/pipelines\" data-entity-type=\"node\" data-entity-uuid=\"bceea991-03a0-4329-bc3a-61a0ebfaac86\" data-entity-substitution=\"canonical\" title=\"OpenShift P...",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Infrastructure management",
      "headingHtml": "<h3 class=\"rh-band-header-nested-section-headline\">Infrastructure management</h3>",
      "firstParagraph": "Simplify the development, management, and scaling of cloud-native and microservice-based applications with OpenShift Serverless and OpenShift Service Mesh.",
      "paragraphHtml": "<p>Simplify the development, management, and scaling of cloud-native and microservice-based applications with&#xa0;<a href=\"/en/technologies/cloud-computing/openshift/serverless\" data-entity-type=\"node\" data-entity-uuid=\"0675a15f-fe5c-4ed8-9226-a2841efa0c1d\" data-entity-substitution=\"canonical\" title=\"Red Hat OpenShift Serverless\">OpenShift Serverless</a> and&#xa0;<a href=\"/en/technologies/cloud-computing/openshift/what-is-openshift-service-mesh\" data-entity-type=\"node\" data-entity-uuid=\"4f4f...",
      "words": 18,
      "direct": false,
      "issue": "First paragraph is 18 words and does not look like a concise direct answer."
    },
    {
      "heading": "Real-time monitoring",
      "headingHtml": "<h3 class=\"rh-band-header-nested-section-headline\">Real-time monitoring</h3>",
      "firstParagraph": "Analyze your systems and troubleshoot issues before they impact your applications or end users with Red Hat OpenShift Observability.",
      "paragraphHtml": "<p>Analyze your systems and troubleshoot issues before they impact your applications or end users with&#xa0;<a href=\"/en/technologies/cloud-computing/openshift/observability\" data-entity-type=\"node\" data-entity-uuid=\"7ca02084-93f6-48ab-8311-eb407ce43a73\" data-entity-substitution=\"canonical\" title=\"OpenShift Observability\">Red Hat OpenShift Observability</a>.</p>",
      "words": 19,
      "direct": false,
      "issue": "First paragraph is 19 words and does not look like a concise direct answer."
    },
    {
      "heading": "Start learning",
      "headingHtml": "<h2 class=\"rh-band-header-headline\">Start learning</h2>",
      "firstParagraph": "Explore resources about Red Hat OpenShift based on your goals, expertise, and learning style.",
      "paragraphHtml": "<p>Explore resources about Red&#xa0;Hat OpenShift based on your goals, expertise, and learning style.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "OpenShift essentials",
      "headingHtml": "<h3><a href=\"https://docs.redhat.com/en/essentials/openshift\">OpenShift essentials</a></h3>",
      "firstParagraph": "Access the tools and guidance you need to get the most out of Red Hat OpenShift, organized by environment and role.",
      "paragraphHtml": "<p>Access the tools and guidance you need to get the most out of Red Hat OpenShift, organized by environment and role.</p>",
      "words": 21,
      "direct": false,
      "issue": "First paragraph is 21 words and does not look like a concise direct answer."
    },
    {
      "heading": "Training",
      "headingHtml": "<h3><a href=\"/en/resources/openshift-skill-paths-datasheet\" data-entity-type=\"node\" data-entity-uuid=\"71cb0828-b229-43c0-9808-f1c850466ea1\" data-entity-substitution=\"canonical\" title=\"Red Hat OpenShift skills paths\">Training</a></h3>",
      "firstParagraph": "Validate your Red Hat OpenShift skills with training tailored to administrator or developer roles.",
      "paragraphHtml": "<p>Validate your Red&#xa0;Hat OpenShift skills with training tailored to administrator or developer roles.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Livestream",
      "headingHtml": "<h3><a href=\"https://youtube.com/playlist?list=PLaR6Rq6Z4IqdsG6b09q4QIv_Yq5fNL7zh&amp;si=r3ixwVr1U0vRobDR\">Livestream</a></h3>",
      "firstParagraph": "Explore the tools that containers need to run in a cloud-native environment in the Ask an OpenShift Admin livestream.",
      "paragraphHtml": "<p>Explore the tools that containers need to run in a cloud-native environment in the Ask an OpenShift Admin livestream.</p>",
      "words": 19,
      "direct": false,
      "issue": "First paragraph is 19 words and does not look like a concise direct answer."
    },
    {
      "heading": "Build on a reliable foundation",
      "headingHtml": "<h2 class=\"dx-font-light\">Build on a reliable foundation</h2>",
      "firstParagraph": "Enterprises around the world trust our broad portfolio of hybrid cloud infrastructure, application services, cloud-native application development, and automation solutions to deliver IT services on any infrastructure quickly and cost effectively.",
      "paragraphHtml": "<p class=\"dx-mb-4\">Enterprises around the world trust our broad portfolio of hybrid cloud infrastructure, application services, cloud-native application development, and automation solutions to deliver IT services on any infrastructure quickly and cost effectively.</p>",
      "words": 31,
      "direct": false,
      "issue": "First paragraph is 31 words and does not look like a concise direct answer."
    },
    {
      "heading": "What's next?",
      "headingHtml": "<h2 class=\"rh-band-header-headline\">What&apos;s next?</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Try it",
      "headingHtml": "<h3 class=\"rh-band-header-nested-section-headline\" id=\"rh-gtovc\">Try it</h3>",
      "firstParagraph": "Whether you want to try our no-cost trials or get started with a pay-as-you-go option, we’ve got you covered.",
      "paragraphHtml": "<p>Whether you want to try our no-cost trials or get started with a pay-as-you-go option, we&#x2019;ve got you covered.</p>",
      "words": 20,
      "direct": false,
      "issue": "First paragraph is 20 words and does not look like a concise direct answer."
    },
    {
      "heading": "Get started",
      "headingHtml": "<h3 class=\"rh-band-header-nested-section-headline\" id=\"rh-0onzz\">Get started</h3>",
      "firstParagraph": "We offer multiple ways to use Red Hat OpenShift. Buy it in the cloud, from our partners, or work with sales.",
      "paragraphHtml": "<p>We offer multiple ways to use Red&#xa0;Hat OpenShift. Buy it in the cloud, from our partners, or work with sales.</p>",
      "words": 21,
      "direct": false,
      "issue": "First paragraph is 21 words and does not look like a concise direct answer."
    },
    {
      "heading": "Get documentation",
      "headingHtml": "<h3 class=\"rh-band-header-nested-section-headline\" id=\"rh-zsclj\">Get documentation</h3>",
      "firstParagraph": "Find answers, get step-by-step guidance, and learn how to use Red Hat products.",
      "paragraphHtml": "<p>Find answers, get step-by-step guidance, and learn how to use Red&#xa0;Hat products.</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "Plan your next update",
      "headingHtml": "<h3 class=\"rh-band-header-nested-section-headline\" id=\"rh-aki5i\">Plan your next update</h3>",
      "firstParagraph": "Get the documentation and tools you need to update your Red Hat OpenShift clusters.",
      "paragraphHtml": "<p>Get the documentation and tools you need to update your Red&#xa0;Hat OpenShift clusters.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Talk to a Red Hatter",
      "headingHtml": "<h3 class=\"rh-band-header-nested-section-headline\">Talk to a Red Hatter</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Platforms",
      "headingHtml": "<h3 slot=\"links\" data-analytics-text=\"Platforms\">Platforms</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Tools",
      "headingHtml": "<h3 slot=\"links\" data-analytics-text=\"Tools\">Tools</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Try, buy, & sell",
      "headingHtml": "<h3 slot=\"links\" data-analytics-text=\"Try buy &amp; sell\">Try, buy, &amp; sell</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Communicate",
      "headingHtml": "<h3 slot=\"links\" data-analytics-text=\"Communicate\">Communicate</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Change page language",
      "headingHtml": "<h3 slot=\"header\" id=\"footer-language-switcher\">Change page language</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Red Hat legal and privacy links",
      "headingHtml": "<h3 slot=\"links-primary\" hidden data-analytics-text=\"Red Hat legal and privacy links\">Red Hat legal and privacy links</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Red Hat legal and privacy links",
      "headingHtml": "<h3 slot=\"links-secondary\" hidden data-analytics-text=\"Red Hat legal and privacy links\">Red Hat legal and privacy links</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "How we use cookies",
      "headingHtml": "<h2 class=\"truste-title\">How we use cookies</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    }
  ],
  "score": 65,
  "weight": 8
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Page experience for AIO

AIO: Page experience for AIO scored 80/100 and needs improvement.

1 Warning

Needs attention

AIO: Page experience for AIO

Warning

Issue

35 image(s) are missing width/height attributes.

Details

Why it matters

AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.

Check name

AIO: Page experience for AIO

Score

80/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content eligible and useful for Google AI Overviews and AI Mode extraction.

Result

AIO: Page experience for AIO scored 80/100 and needs improvement.

Evidence

{
  "viewportContent": "width=device-width, initial-scale=1.0",
  "visibleWords": 2536,
  "htmlBytes": 515220,
  "imagesMissingDimensions": [
    {
      "src": "/rhdc/managed-files/openshift-page-AWS.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"dx-h-auto dx-max-w-full\" alt=\"AWS logo\" src=\"/rhdc/managed-files/openshift-page-AWS.svg\">"
    },
    {
      "src": "/rhdc/managed-files/Logo-Microsoft-Azure-words.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"dx-h-auto dx-max-w-full\" alt=\"Microsoft logo\" src=\"/rhdc/managed-files/Logo-Microsoft-Azure-words.svg\">"
    },
    {
      "src": "/rhdc/managed-files/Logo-Google-Cloud-words.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"dx-h-auto dx-max-w-full\" alt=\"Google cloud logo\" src=\"/rhdc/managed-files/Logo-Google-Cloud-words.svg\">"
    },
    {
      "src": "/rhdc/managed-files/Logo-IBM-Cloud-words.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"dx-h-auto dx-max-w-full\" alt=\"IBM cloud logo\" src=\"/rhdc/managed-files/Logo-IBM-Cloud-words.svg\">"
    },
    {
      "src": "/rhdc/managed-files/Red-Hat-Summit-logo_1.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img class=\"rh-image-embed-img\" src=\"/rhdc/managed-files/Red-Hat-Summit-logo_1.svg\" alt=\"Red Hat Summit red logo \" loading=\"lazy\">"
    },
    {
      "src": "https://static.redhat.com/libs/redhat/marketing/latest/trustarc/trustecm/images/Warning-Icon-sm.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"https://static.redhat.com/libs/redhat/marketing/latest/trustarc/trustecm/images/Warning-Icon-sm.svg\">"
    },
    {
      "src": "https://static.redhat.com/libs/redhat/marketing/latest/trustarc/trustecm/images/Warning-Icon-sm.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"https://static.redhat.com/libs/redhat/marketing/latest/trustarc/trustecm/images/Warning-Icon-sm.svg\">"
    },
    {
      "src": "/rhdc/managed-files/Logo-Orange-201701-Stacked-RGB-Standard_0.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img class=\"rh-image-embed-img\" src=\"/rhdc/managed-files/Logo-Orange-201701-Stacked-RGB-Standard_0.svg\" alt=\"Orange Logo\" loading=\"lazy\">"
    },
    {
      "src": "/rhdc/managed-files/rh-quote-open-med.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img alt=\"Quotemark open\" src=\"/rhdc/managed-files/rh-quote-open-med.svg\">"
    },
    {
      "src": "https://static.redhat.com/libs/redhat/marketing/latest/trustarc/trustecm/images/Warning-Icon-sm.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"https://static.redhat.com/libs/redhat/marketing/latest/trustarc/trustecm/images/Warning-Icon-sm.svg\">"
    },
    {
      "src": "/rhdc/managed-files/EIG.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img class=\"rh-image-embed-img\" src=\"/rhdc/managed-files/EIG.svg\" alt=\"Employers Insurance Group\" loading=\"lazy\">"
    },
    {
      "src": "/rhdc/managed-files/rh-quote-open-med.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img alt=\"Quotemark open\" src=\"/rhdc/managed-files/rh-quote-open-med.svg\">"
    },
    {
      "src": "https://www.redhat.com/rhdc/managed-files/Logo-Red_Hat-AWS-A-Standard-RGB.svg",
      "width": "140",
      "height": "",
      "loading": "",
      "html": "<img width=\"140\" alt=\"Learn more about Red Hat OpenShift Service on AWS\" src=\"https://www.redhat.com/rhdc/managed-files/Logo-Red_Hat-AWS-A-Standard-RGB.svg\">"
    },
    {
      "src": "https://www.redhat.com/rhdc/managed-files/rh-partner-logo-microsoft-azure.svg",
      "width": "170",
      "height": "",
      "loading": "",
      "html": "<img width=\"170\" alt=\"Learn more about Microsoft Azure Red Hat OpenShift\" src=\"https://www.redhat.com/rhdc/managed-files/rh-partner-logo-microsoft-azure.svg\">"
    },
    {
      "src": "https://www.redhat.com/rhdc/managed-files/Logo-Red_Hat-OpenShift_Dedicated-A-Standard-RGB.svg",
      "width": "170",
      "height": "",
      "loading": "",
      "html": "<img width=\"170\" alt=\"Learn more about Red Hat OpenShift Dedicated\" src=\"https://www.redhat.com/rhdc/managed-files/Logo-Red_Hat-OpenShift_Dedicated-A-Standard-RGB.svg\">"
    },
    {
      "src": "https://www.redhat.com/rhdc/managed-files/Logo-Red-Hat-IBM_Lockup.svg",
      "width": "150",
      "height": "",
      "loading": "",
      "html": "<img width=\"150\" alt=\"Learn more about Red Hat OpenShift on IBM Cloud\" src=\"https://www.redhat.com/rhdc/managed-files/Logo-Red-Hat-IBM_Lockup.svg\">"
    },
    {
      "src": "/rhdc/managed-files/Logo-Red_Hat-OpenShift_Platform_Plus.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img class=\"rh-image-embed-img\" src=\"/rhdc/managed-files/Logo-Red_Hat-OpenShift_Platform_Plus.svg\" alt=\"Red Hat OpenShift Platform Plus\" loading=\"lazy\">"
    },
    {
      "src": "/rhdc/managed-files/Logo-Red_Hat-OpenShift_Container_Platform-A-Standard-RGB_0.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img class=\"rh-image-embed-img\" src=\"/rhdc/managed-files/Logo-Red_Hat-OpenShift_Container_Platform-A-Standard-RGB_0.svg\" alt=\"Red Hat OpenShift Container Platform\" loading=\"lazy\">"
    },
    {
      "src": "/rhdc/managed-files/Logo-Red_Hat-Openshift_Kub_Engine-A-Standard-RGB.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img class=\"rh-image-embed-img\" src=\"/rhdc/managed-files/Logo-Red_Hat-Openshift_Kub_Engine-A-Standard-RGB.svg\" alt=\"Red Hat OpenShift Kubernetes Engine\" loading=\"lazy\">"
    },
    {
      "src": "/rhdc/managed-files/Logo-Red_Hat-OpenShift_Virtualization_Engine-A-Standard-RGB_1.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img class=\"rh-image-embed-img\" src=\"/rhdc/managed-files/Logo-Red_Hat-OpenShift_Virtualization_Engine-A-Standard-RGB_1.svg\" alt=\"Red Hat OpenShift Virtualization Engine\" loading=\"lazy\">"
    },
    {
      "src": "/rhdc/managed-files/Icon-Red_Hat-Orchestration-A-Red-RGB.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img class=\"rh-image-embed-img\" src=\"/rhdc/managed-files/Icon-Red_Hat-Orchestration-A-Red-RGB.svg\" loading=\"lazy\">"
    },
    {
      "src": "/rhdc/managed-files/Icon-Red_Hat-IT_Optimization-A-Red-RGB.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img class=\"rh-image-embed-img\" src=\"/rhdc/managed-files/Icon-Red_Hat-IT_Optimization-A-Red-RGB.svg\" loading=\"lazy\">"
    },
    {
      "src": "/rhdc/managed-files/Logo-Red_Hat-Advanced_Developer_Suite-A-Standard-RGB.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img class=\"rh-image-embed-img\" src=\"/rhdc/managed-files/Logo-Red_Hat-Advanced_Developer_Suite-A-Standard-RGB.svg\" alt=\"Red Hat Advanced Developer Suite\" loading=\"lazy\">"
    },
    {
      "src": "https://www.redhat.com/rhdc/managed-files/circles-red.png",
      "width": "100%",
      "height": "",
      "loading": "",
      "html": "<img class=\"tech-stack-circles\" src=\"https://www.redhat.com/rhdc/managed-files/circles-red.png\" alt=\"red circles\" width=\"100%\">"
    },
    {
      "src": "https://www.redhat.com/rhdc/managed-files/rhel-3d_2x.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"rhel-3d-obj dx-absolute\" src=\"https://www.redhat.com/rhdc/managed-files/rhel-3d_2x.png\" alt=\"icon of stacked servers\">"
    },
    {
      "src": "https://www.redhat.com/rhdc/managed-files/rhel-tech-icon-2x.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"rhel-logo-square\" src=\"https://www.redhat.com/rhdc/managed-files/rhel-tech-icon-2x.png\" alt=\"RHEL icon\">"
    },
    {
      "src": "https://www.redhat.com/rhdc/managed-files/os-3d_2x.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"openshift-3d-obj dx-absolute\" src=\"https://www.redhat.com/rhdc/managed-files/os-3d_2x.png\" alt=\"icon of pink cube next to cloud\">"
    },
    {
      "src": "https://www.redhat.com/rhdc/managed-files/os-tech-icon-2x.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"openshift-logo-square\" src=\"https://www.redhat.com/rhdc/managed-files/os-tech-icon-2x.png\" alt=\"OpenShift icon\">"
    },
    {
      "src": "https://www.redhat.com/rhdc/managed-files/ai-3d_2x.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"ai-3d-obj dx-absolute\" src=\"https://www.redhat.com/rhdc/managed-files/ai-3d_2x.png\" alt=\"icon of browser with with sparkles representing AI\">"
    },
    {
      "src": "https://www.redhat.com/rhdc/managed-files/ai-tech-icon-2x.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"ai-logo-square\" src=\"https://www.redhat.com/rhdc/managed-files/ai-tech-icon-2x.png\" alt=\"OpenShift icon\">"
    },
    {
      "src": "https://www.redhat.com/rhdc/managed-files/aap-3d_2x.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"ansible-automation-platform-3d-obj dx-absolute\" src=\"https://www.redhat.com/rhdc/managed-files/aap-3d_2x.png\" alt=\"icon of cog\">"
    },
    {
      "src": "https://www.redhat.com/rhdc/managed-files/aap-tech-icon-2x.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"ansible-automation-platform-logo-square\" src=\"https://www.redhat.com/rhdc/managed-files/aap-tech-icon-2x.png\" alt=\"OpenShift icon\">"
    },
    {
      "src": "https://consent.trustarc.com/get?name=info-circle-solid.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"truste-info-icon\" alt src=\"https://consent.trustarc.com/get?name=info-circle-solid.svg\">"
    },
    {
      "src": "https://consent.trustarc.com/get?name=redhat_close_small.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img alt=\"Close\" src=\"https://consent.trustarc.com/get?name=redhat_close_small.svg\">"
    },
    {
      "src": "https://www.redhat.com/akam/13/pixel_392e4692?a=dD03NzI3ZWEyOWQxOTc2ZWQzMmI0ZDdiZTk1NTY2NWE3OTg3NzVmMzQ1JmpzPW9mZg==",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"https://www.redhat.com/akam/13/pixel_392e4692?a=dD03NzI3ZWEyOWQxOTc2ZWQzMmI0ZDdiZTk1NTY2NWE3OTg3NzVmMzQ1JmpzPW9mZg==\" style=\"visibility: hidden; position: absolute; left: -999px; top: -999px;\">"
    }
  ],
  "possibleDialogs": [],
  "score": 80,
  "weight": 10
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer intent coverage

AEO: Answer intent coverage scored 70/100 and needs improvement.

1 Warning

Needs attention

AEO: Answer intent coverage

Warning

Issue

Missing likely AI Overview intent sections: cost, compare.

Details

Why it matters

Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.

Check name

AEO: Answer intent coverage

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content easy for answer engines and assistants to answer from directly.

Result

AEO: Answer intent coverage scored 70/100 and needs improvement.

Evidence

{
  "headings": [
    {
      "text": "Red Hat OpenShift news from Red Hat Summit",
      "html": "<h2 class=\"rh-band-header-subsection-headline\" id=\"rh-ygizu\">Red Hat OpenShift news from Red&#xa0;Hat Summit</h2>"
    },
    {
      "text": "Why choose Red Hat OpenShift as your application platform?",
      "html": "<h2 class=\"rh-band-header-headline\">Why choose Red&#xa0;Hat OpenShift as your application platform?</h2>"
    },
    {
      "text": "Power the entire application lifecycle",
      "html": "<h2 class=\"rh-band-header-nested-section-headline\">Power the entire application lifecycle</h2>"
    },
    {
      "text": "A consistent experience, anywhere",
      "html": "<h2 class=\"rh-band-header-nested-section-headline\">A consistent experience, anywhere</h2>"
    },
    {
      "text": "Trusted by industry leaders",
      "html": "<h2 class=\"rh-band-header-nested-section-headline\">Trusted by industry leaders</h2>"
    },
    {
      "text": "Here’s what analysts have to say about Red Hat OpenShift",
      "html": "<h2 class=\"rh-band-header-headline\" id=\"rh-klsum\">Here&#x2019;s what analysts have to say about Red&#xa0;Hat OpenShift</h2>"
    },
    {
      "text": "One platform. Any workload. Any infrastructure.",
      "html": "<h2 class=\"rh-band-header-headline\">One platform. Any workload. Any infrastructure.</h2>"
    },
    {
      "text": "Build and run AI",
      "html": "<h2 class=\"rh-band-header-nested-section-headline\" id=\"rh-zh2a7\">Build and run AI</h2>"
    },
    {
      "text": "Migrate your VMs",
      "html": "<h2 class=\"rh-band-header-nested-section-headline\" id=\"rh-rdqje\">Migrate your VMs</h2>"
    },
    {
      "text": "Build your apps—your way",
      "html": "<h2 class=\"rh-band-header-nested-section-headline\" id=\"rh-mwa21\">Build your apps&#x2014;your way</h2>"
    },
    {
      "text": "Modernize your apps",
      "html": "<h2 class=\"rh-band-header-nested-section-headline\" id=\"rh-01upc\">Modernize your apps</h2>"
    },
    {
      "text": "Choose how and where you build",
      "html": "<h2 class=\"rh-band-header-headline\">Choose how and where you build</h2>"
    },
    {
      "text": "Managed cloud services",
      "html": "<h2 class=\"rh-band-header-nested-section-headline\">Managed cloud services</h2>"
    },
    {
      "text": "Self-managed editions",
      "html": "<h2 class=\"rh-band-header-nested-section-headline\">Self-managed editions</h2>"
    },
    {
      "text": "Make your app platform work for you",
      "html": "<h2 class=\"rh-band-header-headline\">Make your app platform work for you</h2>"
    },
    {
      "text": "Develop applications with better results—and fewer risks",
      "html": "<h2 class=\"rh-band-header-headline\" id=\"rh-wi4vq\">Develop applications with better results&#x2014;and fewer risks</h2>"
    },
    {
      "text": "Start learning",
      "html": "<h2 class=\"rh-band-header-headline\">Start learning</h2>"
    },
    {
      "text": "Build on a reliable foundation",
      "html": "<h2 class=\"dx-font-light\">Build on a reliable foundation</h2>"
    },
    {
      "text": "What's next?",
      "html": "<h2 class=\"rh-band-header-headline\">What&apos;s next?</h2>"
    },
    {
      "text": "How we use cookies",
      "html": "<h2 class=\"truste-title\">How we use cookies</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Red Hat OpenShift?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Red Hat OpenShift work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Red Hat OpenShift?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Red Hat OpenShift free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Red Hat OpenShift compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "cost",
      "label": "Is Red Hat OpenShift free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Red Hat OpenShift compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 8
}

Agent Ease of UseAPIEmerging recommendation

AI context endpoint

AI context endpoint is informational for this page.

Informational

Needs attention

AI context endpoint

Informational

Issue

AI context endpoint is informational for this page.

Why it matters

A context endpoint gives agents a small, low-latency summary of product purpose, safe actions, and canonical machine-readable resources without scraping the whole site.

Check name

AI context endpoint

Score

100/100

Status

informational

Category

API

Maturity

Emerging recommendation

Goal

Expose a compact API context endpoint agents can fetch before deciding which public API or discovery resource to use.

Result

AI context endpoint is informational for this page.

Validation steps

Fetch to find resource
AI context endpoint was not found at the expected path.

Evidence

{
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "informational",
      "evidence": {
        "checked": [
          {
            "path": "/api/ai/context",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 351123
          },
          {
            "path": "/api/context",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 351110
          },
          {
            "path": "/context",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 351097
          }
        ]
      },
      "issue": "AI context endpoint was not found at the expected path.",
      "howToFix": "Publish a concise JSON or Markdown AI context endpoint describing the product, public actions, and machine-readable resources."
    }
  ]
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Query intent coverage

AIO: Query intent coverage is informational for this page.

Informational

Needs attention

AIO: Query intent coverage

Informational

Issue

Missing likely AI Overview intent sections: cost, compare.

Details

Why it matters

AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.

Check name

AIO: Query intent coverage

Score

70/100

Status

informational

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

Make page content eligible and useful for Google AI Overviews and AI Mode extraction.

Result

AIO: Query intent coverage is informational for this page.

Evidence

{
  "headings": [
    {
      "text": "Red Hat OpenShift news from Red Hat Summit",
      "html": "<h2 class=\"rh-band-header-subsection-headline\" id=\"rh-ygizu\">Red Hat OpenShift news from Red&#xa0;Hat Summit</h2>"
    },
    {
      "text": "Why choose Red Hat OpenShift as your application platform?",
      "html": "<h2 class=\"rh-band-header-headline\">Why choose Red&#xa0;Hat OpenShift as your application platform?</h2>"
    },
    {
      "text": "Power the entire application lifecycle",
      "html": "<h2 class=\"rh-band-header-nested-section-headline\">Power the entire application lifecycle</h2>"
    },
    {
      "text": "A consistent experience, anywhere",
      "html": "<h2 class=\"rh-band-header-nested-section-headline\">A consistent experience, anywhere</h2>"
    },
    {
      "text": "Trusted by industry leaders",
      "html": "<h2 class=\"rh-band-header-nested-section-headline\">Trusted by industry leaders</h2>"
    },
    {
      "text": "Here’s what analysts have to say about Red Hat OpenShift",
      "html": "<h2 class=\"rh-band-header-headline\" id=\"rh-klsum\">Here&#x2019;s what analysts have to say about Red&#xa0;Hat OpenShift</h2>"
    },
    {
      "text": "One platform. Any workload. Any infrastructure.",
      "html": "<h2 class=\"rh-band-header-headline\">One platform. Any workload. Any infrastructure.</h2>"
    },
    {
      "text": "Build and run AI",
      "html": "<h2 class=\"rh-band-header-nested-section-headline\" id=\"rh-zh2a7\">Build and run AI</h2>"
    },
    {
      "text": "Migrate your VMs",
      "html": "<h2 class=\"rh-band-header-nested-section-headline\" id=\"rh-rdqje\">Migrate your VMs</h2>"
    },
    {
      "text": "Build your apps—your way",
      "html": "<h2 class=\"rh-band-header-nested-section-headline\" id=\"rh-mwa21\">Build your apps&#x2014;your way</h2>"
    },
    {
      "text": "Modernize your apps",
      "html": "<h2 class=\"rh-band-header-nested-section-headline\" id=\"rh-01upc\">Modernize your apps</h2>"
    },
    {
      "text": "Choose how and where you build",
      "html": "<h2 class=\"rh-band-header-headline\">Choose how and where you build</h2>"
    },
    {
      "text": "Managed cloud services",
      "html": "<h2 class=\"rh-band-header-nested-section-headline\">Managed cloud services</h2>"
    },
    {
      "text": "Self-managed editions",
      "html": "<h2 class=\"rh-band-header-nested-section-headline\">Self-managed editions</h2>"
    },
    {
      "text": "Make your app platform work for you",
      "html": "<h2 class=\"rh-band-header-headline\">Make your app platform work for you</h2>"
    },
    {
      "text": "Develop applications with better results—and fewer risks",
      "html": "<h2 class=\"rh-band-header-headline\" id=\"rh-wi4vq\">Develop applications with better results&#x2014;and fewer risks</h2>"
    },
    {
      "text": "Start learning",
      "html": "<h2 class=\"rh-band-header-headline\">Start learning</h2>"
    },
    {
      "text": "Build on a reliable foundation",
      "html": "<h2 class=\"dx-font-light\">Build on a reliable foundation</h2>"
    },
    {
      "text": "What's next?",
      "html": "<h2 class=\"rh-band-header-headline\">What&apos;s next?</h2>"
    },
    {
      "text": "How we use cookies",
      "html": "<h2 class=\"truste-title\">How we use cookies</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Red Hat OpenShift?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Red Hat OpenShift work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Red Hat OpenShift?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Red Hat OpenShift free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Red Hat OpenShift compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "cost",
      "label": "Is Red Hat OpenShift free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Red Hat OpenShift compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 4
}

Agent Ease of UseAuthEmerging recommendation

Auth.md Agent Registration

Auth.md Agent Registration has an informational finding because the page appears to support authentication.

Informational

Needs attention

Auth.md Agent Registration

Informational

Issue

auth.md response did not match the expected agent registration shape. Content-Type "text/html; charset=UTF-8" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.

Why it matters

Agent registration metadata lets automated clients find the registration path, supported identity types, credential types, and related claim or revocation endpoints without scraping human docs.

Check name

Auth.md Agent Registration

Score

0/100

Status

informational

Category

Auth

Maturity

Emerging recommendation

Goal

Publish Auth.md and agent_auth metadata so agents can discover registration and credential requirements.

Result

Auth.md Agent Registration has an informational finding because the page appears to support authentication.

Validation steps

Fetch and validate /auth.md
auth.md response did not match the expected agent registration shape. Content-Type "text/html; charset=UTF-8" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.
Publish protected resource metadata
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
Validate agent_auth authorization metadata
OAuth authorization server metadata could not be fetched.

Evidence

{
  "failedStep": "auth-md",
  "steps": [
    {
      "id": "auth-md",
      "title": "Fetch and validate /auth.md",
      "status": "fail",
      "evidence": {
        "path": "/auth.md",
        "ok": false,
        "statusCode": 404,
        "contentType": "text/html; charset=UTF-8",
        "length": 351096,
        "validation": {
          "valid": false,
          "issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html; charset=UTF-8\" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.",
          "compatibleContentType": false,
          "contentLength": 347500,
          "hasRegisterInstructions": false,
          "hasProtectedResourceLink": false,
          "hasAuthorizationServerLink": false,
          "mentionsIdentity": false,
          "mentionsCredential": false,
          "links": [
            "https://ogp.me/ns#\">",
            "/script",
            "/title",
            "https://static.redhat.com\">",
            "https://consent.trustarc.com\">",
            "/www.redhat.com",
            "/auth.md",
            "/en",
            "/script",
            "/script"
          ],
          "rawExcerpt": "<!DOCTYPE html>\n<html lang=\"en\" dir=\"ltr\" prefix=\"og: https://ogp.me/ns#\">\n    <head>\n        <script>performance.mark('HEAD Start');</script>\n        <meta charset=\"utf-8\" />\n<meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\" />\n\n        <title>404 - Red Hat</title>\n        <link rel=\"preconnect\" href=\"https://static.redhat.com\">\n    <link rel=\"preconnect\" href=\"https://consent.trustarc.com\">\n            <script id=\"rhdc_analytics_get_top_eddl_pagedata\">var pageData = {\"pageCategory\":\"404\",\"pageName\":\"rh|404|auth.md\",\"pageTitle\":\"Page Not Found | 404 - Red Hat\",\"pageType\":\"page\",\"pageSubType\":\"\",\"siteExperience\":\"\",\"siteLanguage\":\"en\",\"subsection\":\"\",\"subsection2\":\"\",\"subsection3\":\"\",\"cms\":\"RH CMS 1.0\",\"analyticsTitle\":\"\",\"contentID\":\"703901\",\"contentType\":\"\",\"destinati"
        }
      },
      "issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html; charset=UTF-8\" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.",
      "howToFix": "Serve /auth.md at the site root as Markdown with agent registration instructions and links to OAuth metadata."
    },
    {
      "id": "oauth-protected-resource",
      "title": "Publish protected resource metadata",
      "status": "fail",
      "evidence": {
        "path": "/.well-known/oauth-protected-resource",
        "ok": false,
        "statusCode": 404,
        "contentType": "text/html; charset=UTF-8",
        "length": 216,
        "text": "<!DOCTYPE html><html><head><title>404 Not Found</title></head><body><h1>Not Found</h1><p>The requested URL \"https://www.redhat.com/.well-known/oauth-protected-resource\" was not found on this server.</p></body></html>"
      },
      "issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/oauth-protected-resource with resource and authorization_servers fields."
    },
    {
      "id": "agent-auth-block",
      "title": "Validate agent_auth authorization metadata",
      "status": "fail",
      "evidence": {
        "valid": false,
        "issue": "OAuth authorization server metadata could not be fetched.",
        "fetch": {
          "ok": false,
          "statusCode": 404,
          "contentType": "text/html; charset=UTF-8",
          "length": 218,
          "text": "<!DOCTYPE html><html><head><title>404 Not Found</title></head><body><h1>Not Found</h1><p>The requested URL \"https://www.redhat.com/.well-known/oauth-authorization-server\" was not found on this server.</p></body></html>"
        }
      },
      "issue": "OAuth authorization server metadata could not be fetched.",
      "howToFix": "Add agent_auth to /.well-known/oauth-authorization-server with register_uri, supported identity types, credential types, and claim or revocation URLs where applicable."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 11,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "log in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "register"
      },
      {
        "source": "visible-text",
        "weight": 2,
        "match": "my account"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

AI DiscoverabilityDiscoverabilityEstablished

IndexNow key

IndexNow key is informational for this page.

Informational

Needs attention

IndexNow key

Informational

Issue

IndexNow key is informational for this page.

Why it matters

IndexNow lets sites notify participating search engines about changed URLs, but ownership verification requires a UTF-8 key file whose filename matches the key.

Check name

IndexNow key

Score

100/100

Status

informational

Category

Discoverability

Maturity

Established

Goal

Verify that IndexNow ownership key placement is detectable when the site advertises it.

Result

IndexNow key is informational for this page.

Validation steps

Find advertised IndexNow key location
No IndexNow key location was advertised in HTML, Link headers, or robots.txt.
Fetch and validate IndexNow key file
No discoverable IndexNow key file was found.

Evidence

{
  "steps": [
    {
      "id": "advertised-location",
      "title": "Find advertised IndexNow key location",
      "status": "informational",
      "evidence": {
        "advertised": []
      },
      "issue": "No IndexNow key location was advertised in HTML, Link headers, or robots.txt.",
      "howToFix": "Advertise the key location with robots.txt IndexNow-Key, rel=\"indexnow-key\", or meta name=\"indexnow-key-location\" if you want scanners to verify it."
    },
    {
      "id": "fetch-key",
      "title": "Fetch and validate IndexNow key file",
      "status": "informational",
      "evidence": {
        "advertised": [],
        "checked": []
      },
      "issue": "No discoverable IndexNow key file was found.",
      "howToFix": "Host a UTF-8 text file named {key}.txt using a 32-character hexadecimal key whose body exactly matches the key."
    }
  ]
}

Agent Ease of UseAuthEstablished

OAuth / OIDC discovery

OAuth / OIDC discovery has an informational finding because the page appears to support authentication.

Informational

Needs attention

OAuth / OIDC discovery

Informational

Issue

OAuth / OIDC discovery was not found at the expected path.

Why it matters

OAuth and OIDC discovery let agents find authorization, token, and key endpoints programmatically instead of relying on human documentation.

Check name

OAuth / OIDC discovery

Score

0/100

Status

informational

Category

Auth

Maturity

Established

Goal

Publish OAuth/OIDC discovery metadata so agents can authenticate with your APIs.

Result

OAuth / OIDC discovery has an informational finding because the page appears to support authentication.

Validation steps

Fetch to find resource
OAuth / OIDC discovery was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/openid-configuration",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 212
          },
          {
            "path": "/.well-known/oauth-authorization-server",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 218
          }
        ]
      },
      "issue": "OAuth / OIDC discovery was not found at the expected path.",
      "howToFix": "Publish valid OAuth/OIDC metadata only when the site actually supports OAuth/OIDC. Otherwise omit provider discovery and document any unauthenticated public APIs separately."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 11,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "log in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "register"
      },
      {
        "source": "visible-text",
        "weight": 2,
        "match": "my account"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

Agent Ease of UseAuthEmerging recommendation

OAuth Protected Resource

OAuth Protected Resource has an informational finding because the page appears to support authentication.

Informational

Needs attention

OAuth Protected Resource

Informational

Issue

The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.

Why it matters

Protected Resource metadata tells agents which authorization servers protect an API and how to connect authentication challenges to the right resource.

Check name

OAuth Protected Resource

Score

0/100

Status

informational

Category

Auth

Maturity

Emerging recommendation

Goal

Publish OAuth Protected Resource Metadata so agents can discover how to authenticate.

Result

OAuth Protected Resource has an informational finding because the page appears to support authentication.

Validation steps

Fetch protected resource metadata
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
Validate protected resource metadata
Response is not valid JSON.
Validate protected resource identity
Protected resource metadata `resource` did not match the resource identifier used to retrieve it.
Probe protected API Bearer challenge
No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch protected resource metadata",
      "status": "fail",
      "evidence": {
        "path": "/.well-known/oauth-protected-resource",
        "statusCode": 404,
        "contentType": "text/html; charset=UTF-8"
      },
      "issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/oauth-protected-resource JSON."
    },
    {
      "id": "metadata",
      "title": "Validate protected resource metadata",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Response is not valid JSON.",
        "rawExcerpt": "<!DOCTYPE html><html><head><title>404 Not Found</title></head><body><h1>Not Found</h1><p>The requested URL \"https://www.redhat.com/.well-known/oauth-protected-resource\" was not found on this server.</p></body></html>"
      },
      "issue": "Response is not valid JSON.",
      "howToFix": "Publish resource and authorization_servers as absolute URLs."
    },
    {
      "id": "resource-identity",
      "title": "Validate protected resource identity",
      "status": "fail",
      "evidence": {
        "expectedResource": "https://www.redhat.com"
      },
      "issue": "Protected resource metadata `resource` did not match the resource identifier used to retrieve it.",
      "howToFix": "Set `resource` to the origin/resource identifier represented by /.well-known/oauth-protected-resource."
    },
    {
      "id": "protected-route-challenge",
      "title": "Probe protected API Bearer challenge",
      "status": "informational",
      "evidence": {
        "checked": [
          {
            "path": "/api/admin/scans",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://www.redhat.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/admin/summary",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://www.redhat.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/scans",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://www.redhat.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          }
        ]
      },
      "issue": "No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.",
      "howToFix": "When this site exposes bearer-protected APIs, return 401 with WWW-Authenticate: Bearer and link resource_metadata."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 11,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "log in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "register"
      },
      {
        "source": "visible-text",
        "weight": 2,
        "match": "my account"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

Performance and AccessibilityAccessibilityBrowser audit

Heading elements are not in a sequentially-descending order

100 Fail

Check name

Heading elements are not in a sequentially-descending order

Score

0/100

Status

fail

Device

desktop

Category

Accessibility

Fix guidance

Properly ordered headings that do not skip levels convey the semantic structure of the page, making it easier to navigate and understand when using assistive technologies. [Learn more about heading order](https://dequeuniversity.com/rules/axe/4.11/heading-order).

References

https://web.dev/learn/accessibility/

Evidence

{
  "description": "Properly ordered headings that do not skip levels convey the semantic structure of the page, making it easier to navigate and understand when using assistive technologies. [Learn more about heading order](https://dequeuniversity.com/rules/axe/4.11/heading-order)."
}

SEOSEOBrowser audit

Links do not have descriptive text

100 Fail

Check name

Links do not have descriptive text

Score

0/100

Status

fail

Device

desktop

Category

SEO

Estimated savings

5 links found

Fix guidance

Descriptive link text helps search engines understand your content. [Learn how to make links more accessible](https://developer.chrome.com/docs/lighthouse/seo/link-text/).

References

https://developer.chrome.com/docs/lighthouse/seo/

Evidence

{
  "displayValue": "5 links found",
  "description": "Descriptive link text helps search engines understand your content. [Learn how to make links more accessible](https://developer.chrome.com/docs/lighthouse/seo/link-text/)."
}

Performance and AccessibilityBest PracticesBrowser audit

Browser errors were logged to the console

50 Fail

Check name

Browser errors were logged to the console

Score

0/100

Status

fail

Device

desktop

Category

Best Practices

Fix guidance

Errors logged to the console indicate unresolved problems. They can come from network request failures and other browser concerns. [Learn more about this errors in console diagnostic audit](https://developer.chrome.com/docs/lighthouse/best-practices/errors-in-console/)

References

https://developer.chrome.com/docs/lighthouse/best-practices/

Evidence

{
  "description": "Errors logged to the console indicate unresolved problems. They can come from network request failures and other browser concerns. [Learn more about this errors in console diagnostic audit](https://developer.chrome.com/docs/lighthouse/best-practices/errors-in-console/)"
}

Performance and AccessibilityBest PracticesBrowser audit

Uses deprecated APIs

50 Fail

Check name

Uses deprecated APIs

Score

0/100

Status

fail

Device

desktop

Category

Best Practices

Estimated savings

1 warning found

Fix guidance

Deprecated APIs will eventually be removed from the browser. [Learn more about deprecated APIs](https://developer.chrome.com/docs/lighthouse/best-practices/deprecations/).

References

https://developer.chrome.com/docs/lighthouse/best-practices/

Evidence

{
  "displayValue": "1 warning found",
  "description": "Deprecated APIs will eventually be removed from the browser. [Learn more about deprecated APIs](https://developer.chrome.com/docs/lighthouse/best-practices/deprecations/)."
}

Performance and AccessibilityPerformanceBrowser audit

Font display

17 Fail

Check name

Font display

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

Est savings of 30 ms

Fix guidance

Consider setting [font-display](https://developer.chrome.com/docs/performance/insights/font-display) to swap or optional to ensure text is consistently visible. swap can be further optimized to mitigate layout shifts with [font metric overrides](https://developer.chrome.com/blog/font-fallbacks).

References

https://web.dev/learn/performance/

Evidence

{
  "displayValue": "Est savings of 30 ms",
  "description": "Consider setting [font-display](https://developer.chrome.com/docs/performance/insights/font-display) to swap or optional to ensure text is consistently visible. swap can be further optimized to mitigate layout shifts with [font metric overrides](https://developer.chrome.com/blog/font-fallbacks)."
}

Performance and AccessibilityPerformanceBrowser audit

Reduce JavaScript execution time

17 Fail

Check name

Reduce JavaScript execution time

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

1.6 s

Fix guidance

Consider reducing the time spent parsing, compiling, and executing JS. You may find delivering smaller JS payloads helps with this. [Learn how to reduce Javascript execution time](https://developer.chrome.com/docs/lighthouse/performance/bootup-time/).

References

https://web.dev/learn/performance/

Evidence

{
  "displayValue": "1.6 s",
  "description": "Consider reducing the time spent parsing, compiling, and executing JS. You may find delivering smaller JS payloads helps with this. [Learn how to reduce Javascript execution time](https://developer.chrome.com/docs/lighthouse/performance/bootup-time/).",
  "numericValue": 1586.346999999997
}

Performance and AccessibilityPerformanceBrowser audit

Reduce unused CSS

17 Fail

Check name

Reduce unused CSS

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

Est savings of 19 KiB

Fix guidance

Reduce unused rules from stylesheets and defer CSS not used for above-the-fold content to decrease bytes consumed by network activity. [Learn how to reduce unused CSS](https://developer.chrome.com/docs/lighthouse/performance/unused-css-rules/).

References

https://web.dev/learn/performance/

Evidence

{
  "displayValue": "Est savings of 19 KiB",
  "description": "Reduce unused rules from stylesheets and defer CSS not used for above-the-fold content to decrease bytes consumed by network activity. [Learn how to reduce unused CSS](https://developer.chrome.com/docs/lighthouse/performance/unused-css-rules/).",
  "numericValue": 0
}

Performance and AccessibilityPerformanceBrowser audit

Reduce unused JavaScript

17 Fail

Check name

Reduce unused JavaScript

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

Est savings of 409 KiB

Fix guidance

Reduce unused JavaScript and defer loading scripts until they are required to decrease bytes consumed by network activity. [Learn how to reduce unused JavaScript](https://developer.chrome.com/docs/lighthouse/performance/unused-javascript/).

References

https://web.dev/learn/performance/

Evidence

{
  "displayValue": "Est savings of 409 KiB",
  "description": "Reduce unused JavaScript and defer loading scripts until they are required to decrease bytes consumed by network activity. [Learn how to reduce unused JavaScript](https://developer.chrome.com/docs/lighthouse/performance/unused-javascript/).",
  "numericValue": 0
}

Performance and AccessibilityPerformanceBrowser audit

Use efficient cache lifetimes

17 Fail

Check name

Use efficient cache lifetimes

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

Est savings of 530 KiB

Fix guidance

A long cache lifetime can speed up repeat visits to your page. [Learn more about caching](https://developer.chrome.com/docs/performance/insights/cache).

References

https://web.dev/learn/performance/

Evidence

{
  "displayValue": "Est savings of 530 KiB",
  "description": "A long cache lifetime can speed up repeat visits to your page. [Learn more about caching](https://developer.chrome.com/docs/performance/insights/cache)."
}

Performance and AccessibilityPerformanceBrowser audit

Loading performance

5 Fail

Check name

Loading performance

Score

71/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

Review the grouped loading performance checks and improve the failing sub-checks listed in evidence.

References

https://web.dev/learn/performance/

Evidence

{
  "checks": [
    {
      "id": "largest-contentful-paint",
      "title": "Largest Contentful Paint",
      "score": 82,
      "displayValue": "1.5 s",
      "numericValue": 1454.5054790164688
    },
    {
      "id": "total-blocking-time",
      "title": "Total Blocking Time",
      "score": 31,
      "displayValue": "480 ms",
      "numericValue": 483.0000000000009
    },
    {
      "id": "network-rtt",
      "title": "Network Round Trip Times",
      "score": 100,
      "displayValue": "130 ms",
      "numericValue": 131.00616
    },
    {
      "id": "speed-index",
      "title": "Speed Index",
      "score": 76,
      "displayValue": "1.7 s",
      "numericValue": 1670.7610561030226
    },
    {
      "id": "max-potential-fid",
      "title": "Max Potential First Input Delay",
      "score": 47,
      "displayValue": "260 ms",
      "numericValue": 257
    },
    {
      "id": "interactive",
      "title": "Time to Interactive",
      "score": 37,
      "displayValue": "5.2 s",
      "numericValue": 5200.670276055396
    },
    {
      "id": "first-contentful-paint",
      "title": "First Contentful Paint",
      "score": 96,
      "displayValue": "0.8 s",
      "numericValue": 769.0034497511105
    },
    {
      "id": "server-response-time",
      "title": "Initial server response time was short",
      "score": 100,
      "displayValue": "Root document took 10 ms",
      "numericValue": 14
    }
  ]
}

Fix with MCP or CLI

Use this report as the handoff into remediation. Generate a coding-agent prompt with the failing checks attached, or jump to the MCP and CLI setup docs before your next rescan.

Score history

Public scan score over time

Public reports for this website origin. Select any point or report link to open that canonical report.

2 reports

Public score history report links
Scan date	Score	Readiness	Report
Jun 10, 2026	52/100	Level 3, Bot-Aware	View report
Jun 10, 2026	54/100	Level 3, Bot-Aware	Current report