CanAgentUse

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https://www.sumologic.com/

SCANNED

Jun 8, 2026, 4:33 PM

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https://www.sumologic.com/

SCANNED

Jun 8, 2026, 4:33:29 PMJun 8, 2026, 4:33 PM

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50/100

OVERALL SCORE

Level 3, Bot-Aware

Moderate readiness for AI agents

CAPTURED SCREENSHOT

What AI sees of your website

Cloud log management, monitoring, SIEM tools Sumo Logic

Sumo Logic provides best-in-class cloud monitoring, log management, Cloud SIEM tools, and real-time insights for web and SaaS based apps.

Next step

Turn this report into a fix workflow

23 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	53	Needs work	11	12	1	View details
Discoverability	83	Mostly ready	6	3	0	View details
Content Readiness	63	Needs work	5	5	1	View details
Bot Access Control	0	Priority fix	0	4	0	View details
Agent Ease of Use	4	Priority fix	4	24	2	View details
API	0	Priority fix	0	6	0	View details
Auth	Not Applicable	Not Applicable	0	4	0	View details
MCP	13	Priority fix	0	6	2	View details
Skill Discovery	0	Priority fix	0	8	0	View details
Agent Commerce	Not Applicable	Not Applicable	4	0	0
GEO, AIO and AEO	79	Mostly ready	8	0	10
GEO Readiness	Not Applicable	Not Applicable	4	0	0
AIO Readiness	77	Mostly ready	2	0	5
AEO Readiness	69	Needs work	2	0	5
SEO	92	Strong	10	1	0	View details
SEO	92	Strong	10	1	0	View details
Security & Trust	20	Priority fix	5	4	0	View details
Security & Trust	20	Priority fix	1	4	0	View details
AI Training Exposure	Not Applicable	Not Applicable	4	0	0
Performance and Accessibility	59	Needs work	21	6	2	View details
Performance	39	Priority fix	11	6	2	View details
Accessibility	97	Strong	10	0	0

Prioritized recommendations

Issues ranked by score impact

43 items need attention

AI DiscoverabilityDiscoverabilityEstablished

Link headers

Link headers failed at "Find useful Link headers".

100 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": [
          {
            "url": "https://www.sumologic.com/wp-json/",
            "rel": "https://api.w.org/",
            "type": "application/json"
          }
        ]
      },
      "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."
    }
  ]
}

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>\n<html lang=\"en-US\" prefix=\"og: https://ogp.me/ns#\">\n<head>\n\t<meta charset=\"UTF-8\" />\n\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1\" />\n\n<!-- Search Engine Optimization by Rank Math PRO - https://rankmath.com/ -->\n<meta name=\"robots\" content=\"follow, noindex\"/>\n<meta property=\"og:locale\" content=\"en_US\" />\n<meta property=\"og:type\" content=\"article\" />\n<meta property=\"og:title\" content=\"Page Not Found\" />\n<meta property=\"og:site_name\" content=\"Sumo Logic\" />\n<meta property=\"article:publisher\" content=\"https://www.facebook.com/Sumo.Logic\" />\n<meta property=\"og:image\" content=\"https://www.sumologic.com/wp-content/uploads/sumo-logic-mobot-og_image.webp\" />\n<meta property=\"og:image:secure_url\" content=\"https://www.sumologic.com/wp-content/uploads/sumo-logic-"
      },
      "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."
    }
  ]
}

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>\n<html lang=\"en-US\" prefix=\"og: https://ogp.me/ns#\">\n<head>\n\t<meta charset=\"UTF-8\" />\n\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1\" />\n\n<!-- Search Engine Optimization by Rank Math PRO - https://rankmath.com/ -->\n<meta name=\"robots\" content=\"follow, noindex\"/>\n<meta property=\"og:locale\" content=\"en_US\" />\n<meta property=\"og:type\" content=\"article\" />\n<meta property=\"og:title\" content=\"Page Not Found\" />\n<meta property=\"og:site_name\" content=\"Sumo Logic\" />\n<meta property=\"article:publisher\" content=\"https://www.facebook.com/Sumo.Logic\" />\n<meta property=\"og:image\" content=\"https://www.sumologic.com/wp-content/uploads/sumo-logic-mobot-og_image.webp\" />\n<meta property=\"og:image:secure_url\" content=\"https://www.sumologic.com/wp-content/uploads/sumo-logic-"
          },
          {
            "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-US\" prefix=\"og: https://ogp.me/ns#\">\n<head>\n\t<meta charset=\"UTF-8\" />\n\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1\" />\n\n<!-- Search Engine Optimization by Rank Math PRO - https://rankmath.com/ -->\n<meta name=\"robots\" content=\"follow, noindex\"/>\n<meta property=\"og:locale\" content=\"en_US\" />\n<meta property=\"og:type\" content=\"article\" />\n<meta property=\"og:title\" content=\"Page Not Found\" />\n<meta property=\"og:site_name\" content=\"Sumo Logic\" />\n<meta property=\"article:publisher\" content=\"https://www.facebook.com/Sumo.Logic\" />\n<meta property=\"og:image\" content=\"https://www.sumologic.com/wp-content/uploads/sumo-logic-mobot-og_image.webp\" />\n<meta property=\"og:image:secure_url\" content=\"https://www.sumologic.com/wp-content/uploads/sumo-logic-"
          },
          {
            "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>\n<html lang=\"en-US\" prefix=\"og: https://ogp.me/ns#\">\n<head>\n\t<meta charset=\"UTF-8\" />\n\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1\" />\n\n<!-- Search Engine Optimization by Rank Math PRO - https://rankmath.com/ -->\n<meta name=\"robots\" content=\"follow, noindex\"/>\n<meta property=\"og:locale\" content=\"en_US\" />\n<meta property=\"og:type\" content=\"article\" />\n<meta property=\"og:title\" content=\"Page Not Found\" />\n<meta property=\"og:site_name\" content=\"Sumo Logic\" />\n<meta property=\"article:publisher\" content=\"https://www.facebook.com/Sumo.Logic\" />\n<meta property=\"og:image\" content=\"https://www.sumologic.com/wp-content/uploads/sumo-logic-mobot-og_image.webp\" />\n<meta property=\"og:image:secure_url\" content=\"https://www.sumologic.com/wp-content/uploads/sumo-logic-"
          },
          {
            "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-US\" prefix=\"og: https://ogp.me/ns#\">\n<head>\n\t<meta charset=\"UTF-8\" />\n\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1\" />\n\n<!-- Search Engine Optimization by Rank Math PRO - https://rankmath.com/ -->\n<meta name=\"robots\" content=\"follow, noindex\"/>\n<meta property=\"og:locale\" content=\"en_US\" />\n<meta property=\"og:type\" content=\"article\" />\n<meta property=\"og:title\" content=\"Page Not Found\" />\n<meta property=\"og:site_name\" content=\"Sumo Logic\" />\n<meta property=\"article:publisher\" content=\"https://www.facebook.com/Sumo.Logic\" />\n<meta property=\"og:image\" content=\"https://www.sumologic.com/wp-content/uploads/sumo-logic-mobot-og_image.webp\" />\n<meta property=\"og:image:secure_url\" content=\"https://www.sumologic.com/wp-content/uploads/sumo-logic-"
          },
          {
            "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>\n<html lang=\"en-US\" prefix=\"og: https://ogp.me/ns#\">\n<head>\n\t<meta charset=\"UTF-8\" />\n\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1\" />\n\n<!-- Search Engine Optimization by Rank Math PRO - https://rankmath.com/ -->\n<meta name=\"robots\" content=\"follow, noindex\"/>\n<meta property=\"og:locale\" content=\"en_US\" />\n<meta property=\"og:type\" content=\"article\" />\n<meta property=\"og:title\" content=\"Page Not Found\" />\n<meta property=\"og:site_name\" content=\"Sumo Logic\" />\n<meta property=\"article:publisher\" content=\"https://www.facebook.com/Sumo.Logic\" />\n<meta property=\"og:image\" content=\"https://www.sumologic.com/wp-content/uploads/sumo-logic-mobot-og_image.webp\" />\n<meta property=\"og:image:secure_url\" content=\"https://www.sumologic.com/wp-content/uploads/sumo-logic-"
          },
          {
            "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>\n<html lang=\"en-US\" prefix=\"og: https://ogp.me/ns#\">\n<head>\n\t<meta charset=\"UTF-8\" />\n\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1\" />\n\n<!-- Search Engine Optimization by Rank Math PRO - https://rankmath.com/ -->\n<meta name=\"robots\" content=\"follow, noindex\"/>\n<meta property=\"og:locale\" content=\"en_US\" />\n<meta property=\"og:type\" content=\"article\" />\n<meta property=\"og:title\" content=\"Page Not Found\" />\n<meta property=\"og:site_name\" content=\"Sumo Logic\" />\n<meta property=\"article:publisher\" content=\"https://www.facebook.com/Sumo.Logic\" />\n<meta property=\"og:image\" content=\"https://www.sumologic.com/wp-content/uploads/sumo-logic-mobot-og_image.webp\" />\n<meta property=\"og:image:secure_url\" content=\"https://www.sumologic.com/wp-content/uploads/sumo-logic-"
          },
          {
            "path": "/docs/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>\n<html lang=\"en-US\" prefix=\"og: https://ogp.me/ns#\">\n<head>\n\t<meta charset=\"UTF-8\" />\n\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1\" />\n\n<!-- Search Engine Optimization by Rank Math PRO - https://rankmath.com/ -->\n<meta name=\"robots\" content=\"follow, noindex\"/>\n<meta property=\"og:locale\" content=\"en_US\" />\n<meta property=\"og:type\" content=\"article\" />\n<meta property=\"og:title\" content=\"Page Not Found\" />\n<meta property=\"og:site_name\" content=\"Sumo Logic\" />\n<meta property=\"article:publisher\" content=\"https://www.facebook.com/Sumo.Logic\" />\n<meta property=\"og:image\" content=\"https://www.sumologic.com/wp-content/uploads/sumo-logic-mobot-og_image.webp\" />\n<meta property=\"og:image:secure_url\" content=\"https://www.sumologic.com/wp-content/uploads/sumo-logic-"
          }
        ]
      },
      "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."
    }
  ]
}

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, Cookie, Cookie".
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, Cookie, Cookie"
      },
      "issue": "Markdown negotiation is missing Vary: Accept; current Vary header is \"Accept-Encoding, Cookie, Cookie\".",
      "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": 29561,
        "excerpt": "<!DOCTYPE html>\n<html lang=\"en-US\" prefix=\"og: https://ogp.me/ns#\">\n<head>\n\t<meta charset=\"UTF-8\" />\n\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1\" />\n\n<!-- Search Engine Optimization by Rank Math PRO - https://rankmat",
        "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: 2 buttons missing accessible names; 0/1 applicable form inputs have autocomplete attributes (1 missing).

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": true,
  "nav": true,
  "footer": true,
  "meaningfulH1": true,
  "headingOrder": true,
  "accessibleLinks": true,
  "accessibleButtons": false,
  "imageAltCoverage": true,
  "formAutocompleteCoverage": false,
  "details": {
    "inaccessibleLinks": [],
    "inaccessibleButtons": [
      "<button ot-accordion=\"true\" aria-expanded=\"false\" aria-controls=\"ot-desc-id-C0001\" aria-labelledby=\"ot-header-id-C0001 ot-status-id-C0001\"></button>",
      "<button ot-accordion=\"true\" aria-expanded=\"false\" aria-controls=\"ot-desc-id-BG23\" aria-labelledby=\"ot-header-id-BG23\"></button>"
    ],
    "missingAutocompleteInputs": [
      "<input id=\"vendor-search-handler\" type=\"text\" name=\"vendor-search-handler\" placeholder=\"Search&#x2026;\" aria-label=\"Cookie list search\">"
    ],
    "imagesMissingAlt": [
      "<img src=\"https://www.googleadservices.com/pagead/conversion/372034475/?label=E-EvCM2VrqkaEKuXs7EB&amp;guid=ON&amp;script=0\" height=\"1\" width=\"1\" style=\"border-style: none; display: none;\">",
      "<img height=\"1\" width=\"1\" style=\"display:none\" src=\"https://www.facebook.com/tr?id=583867903978802&amp;ev=PageView&amp;noscript=1\">",
      "<img src=\"https://t.co/1/i/adsct?bci=4&amp;dv=Asia%2FCalcutta%26en-US%2Cen%26Google%20Inc.%26Linux%20x86_64%26255%26800%26600%261%2624%26800%26600%260%26na&amp;eci=3&amp;event=%7B%7D&amp;event_id=16d163ee-2be2-4629-896f-686823aba487&amp;integration=advertiser&amp;p_id=Twitter&amp;p_user_id=0&amp;pl_id=be24b2d0-ca79-44d4-b712-81124274a64c&amp;pt=Cloud%20log%20management%2C%20monitoring%2C%20SIEM%20tools%20Sumo%20Logic&amp;tw_document_href=https%3A%2F%2Fwww.sumologic.com%2F&amp;tw_iframe_status=0&",
      "<img src=\"https://analytics.twitter.com/1/i/adsct?bci=4&amp;dv=Asia%2FCalcutta%26en-US%2Cen%26Google%20Inc.%26Linux%20x86_64%26255%26800%26600%261%2624%26800%26600%260%26na&amp;eci=3&amp;event=%7B%7D&amp;event_id=16d163ee-2be2-4629-896f-686823aba487&amp;integration=advertiser&amp;p_id=Twitter&amp;p_user_id=0&amp;pl_id=be24b2d0-ca79-44d4-b712-81124274a64c&amp;pt=Cloud%20log%20management%2C%20monitoring%2C%20SIEM%20tools%20Sumo%20Logic&amp;tw_document_href=https%3A%2F%2Fwww.sumologic.com%2F&amp;tw"
    ],
    "skippedHeadingLevels": []
  },
  "counts": {
    "h1": 1,
    "headings": 47,
    "links": 291,
    "inaccessibleLinks": 0,
    "buttons": 30,
    "inaccessibleButtons": 2,
    "images": 77,
    "imagesWithAlt": 73,
    "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": 216752
          }
        ]
      },
      "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 UseSkill DiscoveryEmerging recommendation

A2A Agent Card

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

25 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": 216644
          },
          {
            "path": "/.well-known/a2a/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 216668
          },
          {
            "path": "/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 216572
          }
        ]
      },
      "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".

25 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": 216692
          },
          {
            "path": "/.well-known/skills/index.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 216656
          }
        ]
      },
      "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".

25 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": 216614
          },
          {
            "path": "/agent.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 216542
          }
        ]
      },
      "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".

25 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": 216620
          },
          {
            "path": "/agents.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 216548
          }
        ]
      },
      "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."
    }
  ]
}

Security & TrustSecurity & TrustEstablished

Content-Security-Policy

Content-Security-Policy is missing or incomplete.

25 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": null
}

Security & TrustSecurity & TrustEstablished

Frame protection

Frame protection is missing or incomplete.

25 Fail

Needs attention

Frame protection

Failed check

Issue

Frame protection is missing or incomplete.

Why it matters

Frame protection blocks hostile sites from embedding pages in deceptive frames, reducing clickjacking risk.

Check name

Frame protection

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

Prevent unwanted framing with X-Frame-Options or CSP frame-ancestors.

Result

Frame protection is missing or incomplete.

Evidence

{
  "xFrameOptions": null,
  "validXFrame": false,
  "contentSecurityPolicy": null,
  "cspFrameAncestors": false
}

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": 216674
          },
          {
            "path": "/.well-known/mcp/server-cards.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 216680
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 216602
          }
        ]
      },
      "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": 216530
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 216602
          },
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 216674
          }
        ]
      },
      "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."
    }
  ]
}

Security & TrustSecurity & TrustEstablished

Referrer-Policy

Referrer-Policy is missing or incomplete.

25 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
}

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": 216620
          },
          {
            "path": "/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 216548
          },
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 216530
          }
        ]
      },
      "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."
    }
  ]
}

Security & TrustSecurity & TrustEstablished

X-Content-Type-Options

X-Content-Type-Options is missing or incomplete.

25 Fail

Needs attention

X-Content-Type-Options

Failed check

Issue

X-Content-Type-Options is missing or incomplete.

Why it matters

X-Content-Type-Options prevents browsers from treating mislabeled files as executable content, reducing content-sniffing attacks.

Check name

X-Content-Type-Options

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

Prevent MIME sniffing for browser-loaded resources.

Result

X-Content-Type-Options is missing or incomplete.

Evidence

{
  "header": "x-content-type-options",
  "value": null
}

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="ot-group-id-BG23"> is missing tool-param-description.
<input name="switch"> is missing tool-param-description.
<input name="switch"> is missing tool-param-description.
<input name="switch"> is missing tool-param-description.
<input name="vendor-search-handler"> is missing tool-param-description.
<input> is missing a name attribute.
<input> is missing tool-param-description.
<input> is missing a name attribute.
<input> is missing tool-param-description.
<input> is missing a name attribute.
<input> is missing tool-param-description.
<input> is missing a name attribute.
<input> 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": 0,
        "formsWithTags": 0,
        "totalInteractive": 330,
        "interactiveWithTags": 0,
        "totalCount": 330,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<input name=\"ot-group-id-BG23\"> is missing tool-param-description.",
          "<input name=\"switch\"> is missing tool-param-description.",
          "<input name=\"switch\"> is missing tool-param-description.",
          "<input name=\"switch\"> is missing tool-param-description.",
          "<input name=\"vendor-search-handler\"> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> 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": 13,
        "issues": [
          "<input name=\"ot-group-id-BG23\"> is missing tool-param-description.",
          "<input name=\"switch\"> is missing tool-param-description.",
          "<input name=\"switch\"> is missing tool-param-description.",
          "<input name=\"switch\"> is missing tool-param-description.",
          "<input name=\"vendor-search-handler\"> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description."
        ]
      },
      "issue": "WebMCP declarative annotations need fixes.",
      "issueDetails": [
        {
          "title": "WebMCP declarative annotation issues",
          "items": [
            {
              "type": "code",
              "value": "<input name=\"ot-group-id-BG23\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input name=\"switch\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input name=\"switch\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input name=\"switch\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input name=\"vendor-search-handler\"> 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": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> 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": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> 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": 0,
        "formsWithTags": 0,
        "totalInteractive": 330,
        "interactiveWithTags": 0,
        "totalCount": 330,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<input name=\"ot-group-id-BG23\"> is missing tool-param-description.",
          "<input name=\"switch\"> is missing tool-param-description.",
          "<input name=\"switch\"> is missing tool-param-description.",
          "<input name=\"switch\"> is missing tool-param-description.",
          "<input name=\"vendor-search-handler\"> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> 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": 0,
    "formsWithTags": 0,
    "totalInteractive": 330,
    "interactiveWithTags": 0,
    "totalCount": 330,
    "taggedCount": 0,
    "dataMcpToolCount": 0,
    "dataMcpTools": [],
    "coverage": 0,
    "annotationIssues": [
      "<input name=\"ot-group-id-BG23\"> is missing tool-param-description.",
      "<input name=\"switch\"> is missing tool-param-description.",
      "<input name=\"switch\"> is missing tool-param-description.",
      "<input name=\"switch\"> is missing tool-param-description.",
      "<input name=\"vendor-search-handler\"> is missing tool-param-description.",
      "<input> is missing a name attribute.",
      "<input> is missing tool-param-description.",
      "<input> is missing a name attribute.",
      "<input> is missing tool-param-description.",
      "<input> is missing a name attribute.",
      "<input> is missing tool-param-description.",
      "<input> is missing a name attribute.",
      "<input> is missing tool-param-description."
    ]
  },
  "browserWebMcp": {
    "checked": true,
    "detected": false,
    "hasNavigatorModelContext": false,
    "modelContextType": "undefined",
    "hasProvideContext": false,
    "hasRegisterTool": false
  }
}

AI DiscoverabilityContent ReadinessEstablished

Content freshness signals

Content freshness signals is partially implemented.

8 Warning

Needs attention

Content freshness signals

Warning

Issue

Content freshness signals are incomplete: missing Last-Modified HTTP header.

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

75/100

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": [
    "2025-12-16T22:27:51.000Z",
    "2024-12-05T01:49:29.000Z",
    "2024-12-05T01:49:29.000Z",
    "2025-05-02T18:38:22.000Z",
    "2025-05-02T18:38:22.000Z",
    "2024-12-06T05:42:59.000Z",
    "2024-12-06T05:42:59.000Z",
    "2024-12-06T18:57:14.000Z",
    "2024-12-06T18:57:14.000Z",
    "2025-01-01T02:02:29.000Z",
    "2024-12-31T20:46:26.000Z",
    "2026-06-04T06:12:34-08:00",
    "2024-10-14T11:03:36-08:00"
  ],
  "metaDateCount": 1,
  "timeDateCount": 0
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer-first sections

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

5 Warning

Needs attention

AEO: Answer-first sections

Warning

Issue

38 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": 41,
  "passing": 3,
  "failing": [
    {
      "heading": "BY SECURITY USE CASE",
      "headingHtml": "<h3 class=\"megamenu-links-block__heading\">BY SECURITY USE CASE</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "BY OBSERVABILITY USE CASE",
      "headingHtml": "<h3 class=\"megamenu-links-block__heading\">BY OBSERVABILITY USE CASE</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "BY INDUSTRY",
      "headingHtml": "<h3 class=\"megamenu-links-block__heading\">BY INDUSTRY</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "BY COMPETITION",
      "headingHtml": "<h3 class=\"megamenu-links-block__heading\">BY COMPETITION</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "LEARN",
      "headingHtml": "<h3 class=\"megamenu-links-block__heading\">LEARN</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "ENGAGE",
      "headingHtml": "<h3 class=\"megamenu-links-block__heading\">ENGAGE</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "TRAIN",
      "headingHtml": "<h3 class=\"megamenu-links-block__heading\">TRAIN</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "COMMUNITY",
      "headingHtml": "<h3 class=\"megamenu-links-block__heading\">COMMUNITY</h3>",
      "firstParagraph": "Schedule",
      "paragraphHtml": "<p class=\"megamenu-gs-link-block__type-text\">Schedule</p>",
      "words": 1,
      "direct": false,
      "issue": "First paragraph is 1 words and does not look like a concise direct answer."
    },
    {
      "heading": "BY SECURITY USE CASE",
      "headingHtml": "<h3 class=\"megamenu-links-block__heading\">BY SECURITY USE CASE</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "BY OBSERVABILITY USE CASE",
      "headingHtml": "<h3 class=\"megamenu-links-block__heading\">BY OBSERVABILITY USE CASE</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "BY INDUSTRY",
      "headingHtml": "<h3 class=\"megamenu-links-block__heading\">BY INDUSTRY</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "BY COMPETITION",
      "headingHtml": "<h3 class=\"megamenu-links-block__heading\">BY COMPETITION</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "LEARN",
      "headingHtml": "<h3 class=\"megamenu-links-block__heading\">LEARN</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "ENGAGE",
      "headingHtml": "<h3 class=\"megamenu-links-block__heading\">ENGAGE</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "TRAIN",
      "headingHtml": "<h3 class=\"megamenu-links-block__heading\">TRAIN</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "COMMUNITY",
      "headingHtml": "<h3 class=\"megamenu-links-block__heading\">COMMUNITY</h3>",
      "firstParagraph": "Schedule",
      "paragraphHtml": "<p class=\"megamenu-gs-link-block__type-text\">Schedule</p>",
      "words": 1,
      "direct": false,
      "issue": "First paragraph is 1 words and does not look like a concise direct answer."
    },
    {
      "heading": "Monitor, troubleshoot, automate, and defend.",
      "headingHtml": "<h2 class=\"home-demo-section__heading\">Monitor, troubleshoot, automate, and defend.</h2>",
      "firstParagraph": "AI insights fueled by the atomic level of logs. Powering MTTR to zero.",
      "paragraphHtml": "<p class=\"home-demo-section__text mb-0 mb-lg-4\">AI insights fueled by the atomic level of logs.&#x2028;Powering MTTR to zero.</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "Cloud SIEM",
      "headingHtml": "<h3 class=\"wp-block-heading\" id=\"cloud-siem-1\">Cloud SIEM</h3>",
      "firstParagraph": "Speed up incident investigations by automatically triaging alerts and correlating threats through log analytics.",
      "paragraphHtml": "<p>Speed up incident investigations by automatically triaging alerts and correlating threats through log analytics.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Monitoring and Troubleshooting",
      "headingHtml": "<h3 class=\"wp-block-heading\" id=\"monitoring-and-troubleshooting-1\">Monitoring and Troubleshooting</h3>",
      "firstParagraph": "Collect log data from cloud and on-premises systems to proactively analyze and resolve issues before they affect your applications and system.",
      "paragraphHtml": "<p>Collect log data from cloud and on-premises systems to proactively analyze and resolve issues before they affect your applications and system.</p>",
      "words": 21,
      "direct": false,
      "issue": "First paragraph is 21 words and does not look like a concise direct answer."
    },
    {
      "heading": "Dojo AI",
      "headingHtml": "<h3 class=\"wp-block-heading\" id=\"monitoring-and-troubleshooting\">Dojo AI</h3>",
      "firstParagraph": "Identify, triage, and resolve issues faster with Dojo AI, powered by specialized agents that cut through the noise and drive clarity.",
      "paragraphHtml": "<p>Identify, triage, and resolve issues faster with Dojo AI, powered by specialized agents that cut through the noise and drive clarity.</p>",
      "words": 21,
      "direct": false,
      "issue": "First paragraph is 21 words and does not look like a concise direct answer."
    },
    {
      "heading": "Flex Licensing",
      "headingHtml": "<h3 class=\"wp-block-heading\" id=\"monitoring-and-troubleshooting\">Flex Licensing</h3>",
      "firstParagraph": "Pay only for the data being used so you can ingest everything without budget waste.",
      "paragraphHtml": "<p>Pay only for the data being used so you can ingest everything without budget waste.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "450+ Powerful Integrations",
      "headingHtml": "<h3 class=\"home-anima-section__anima-txt\">450+<br> Powerful<br> Integrations</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Secure by design",
      "headingHtml": "<h3 class=\"home-anima-section__anima-txt\">Secure <br> by design</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Sumo Logic Dojo AI",
      "headingHtml": "<h2 class=\"home-pricing-sect__heading\">Sumo Logic Dojo AI</h2>",
      "firstParagraph": "Discover a multi-agent AI platform built to power intelligent security operations and incident response.",
      "paragraphHtml": "<p class=\"home-pricing-sect__txt\">Discover a multi-agent AI platform built to power intelligent security operations and incident response.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Transform complexity into insights",
      "headingHtml": "<h2 class=\"wp-block-heading has-text-align-center has-gunmetal-color has-text-color has-link-color wp-elements-3b5c8fa49b641277ee858e476413b862\" id=\"transform-complexity-into-insights\">Transform complexity into insights</h2>",
      "firstParagraph": "",
      "paragraphHtml": "<p class=\"has-text-align-center has-delft-blue-color has-text-color has-link-color wp-elements-a683d66e0bd3fbc35938f33c2a941c79\"></p>",
      "words": 0,
      "direct": false,
      "issue": "First paragraph is 0 words and does not look like a concise direct answer."
    },
    {
      "heading": "Cloud SIEM",
      "headingHtml": "<h3 class=\"wp-block-heading\" id=\"cloud-siem\">Cloud SIEM</h3>",
      "firstParagraph": "Speed up incident investigations by automatically triaging alerts and correlating threats through log analytics.",
      "paragraphHtml": "<p>Speed up incident investigations by automatically triaging alerts and correlating threats through log analytics.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Monitoring and Troubleshooting",
      "headingHtml": "<h3 class=\"wp-block-heading\" id=\"logs-for-security\">Monitoring and Troubleshooting</h3>",
      "firstParagraph": "Collect log data from cloud and on-premises systems to proactively analyze and resolve issues before they affect your applications and system.",
      "paragraphHtml": "<p>Collect log data from cloud and on-premises systems to proactively analyze and resolve issues before they affect your applications and system.</p>",
      "words": 21,
      "direct": false,
      "issue": "First paragraph is 21 words and does not look like a concise direct answer."
    },
    {
      "heading": "Dojo AI",
      "headingHtml": "<h3 class=\"wp-block-heading\" id=\"logs-for-security\">Dojo AI</h3>",
      "firstParagraph": "Identify, triage, and resolve issues faster with Dojo AI, powered by specialized agents that cut through the noise and drive clarity.",
      "paragraphHtml": "<p>Identify, triage, and resolve issues faster with Dojo AI, powered by specialized agents that cut through the noise and drive clarity.</p>",
      "words": 21,
      "direct": false,
      "issue": "First paragraph is 21 words and does not look like a concise direct answer."
    },
    {
      "heading": "Flex Licensing",
      "headingHtml": "<h3 class=\"wp-block-heading\" id=\"logs-for-security\">Flex Licensing</h3>",
      "firstParagraph": "Pay only for the data being used so you can ingest everything without budget waste.",
      "paragraphHtml": "<p>Pay only for the data being used so you can ingest everything without budget waste.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "Get started with Sumo Logic",
      "headingHtml": "<h3 class=\"footer-cta-sect__heading\">Get started with Sumo Logic</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Company",
      "headingHtml": "<h3 class=\"footer-sect__link-heading\">Company</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "RESOURCES",
      "headingHtml": "<h3 class=\"footer-sect__link-heading\">RESOURCES</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "PRODUCTS",
      "headingHtml": "<h3 class=\"footer-sect__link-heading\">PRODUCTS</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "SUPPORT & LEARN",
      "headingHtml": "<h3 class=\"footer-sect__link-heading\">SUPPORT &amp; LEARN</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "INTEGRATIONS",
      "headingHtml": "<h3 class=\"footer-sect__link-heading\">INTEGRATIONS</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "INITIATIVE",
      "headingHtml": "<h3 class=\"footer-sect__link-heading\">INITIATIVE</h3>",
      "firstParagraph": "©2026 Sumo Logic",
      "paragraphHtml": "<p>&#xa9;2026 Sumo Logic</p>",
      "words": 3,
      "direct": false,
      "issue": "First paragraph is 3 words and does not look like a concise direct answer."
    },
    {
      "heading": "Your Choices Regarding Cookies on this Site",
      "headingHtml": "<h2 id=\"ot-pc-title\">Your Choices Regarding Cookies on this Site</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Cookie List",
      "headingHtml": "<h3>Cookie List</h3>",
      "firstParagraph": "",
      "paragraphHtml": "<p role=\"status\" class=\"ot-scrn-rdr\"></p>",
      "words": 0,
      "direct": false,
      "issue": "First paragraph is 0 words and does not look like a concise direct answer."
    }
  ],
  "score": 65,
  "weight": 28
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Source and trust signals

AIO: Source and trust signals scored 60/100 and needs improvement.

4 Warning

Needs attention

AIO: Source and trust signals

Warning

Issue

Missing AIO trust signals: author, publisher.

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

60/100

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: Source and trust signals scored 60/100 and needs improvement.

Evidence

{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": true,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "author",
    "publisher"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [
    "2025-12-16T22:27:51.000Z",
    "2024-12-05T01:49:29.000Z",
    "2025-05-02T18:38:22.000Z",
    "2024-12-06T05:42:59.000Z",
    "2024-12-06T18:57:14.000Z",
    "2025-01-01T02:02:29.000Z",
    "2024-12-31T20:46:26.000Z",
    "2024-10-14T11:03:36-08:00",
    "2026-06-04T06:12:34-08:00"
  ],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "#",
      "text": "About",
      "html": "<a class=\"gs-top-level-item gs-nav-trigger megamenu__fly-menu-toggle\" href=\"#\">About</a>"
    },
    {
      "href": "https://www.sumologic.com/company",
      "text": "About us",
      "html": "<a class=\"gs-sub-level-item megamenu__fly-sub-menu-item\" href=\"https://www.sumologic.com/company\" title=\"About us\">About us</a>"
    },
    {
      "href": "https://www.sumologic.com/company/careers",
      "text": "Careers",
      "html": "<a class=\"gs-sub-level-item megamenu__fly-sub-menu-item\" href=\"https://www.sumologic.com/company/careers\" title=\"Careers\">Careers</a>"
    },
    {
      "href": "https://www.sumologic.com/company/leadership",
      "text": "Leadership",
      "html": "<a class=\"gs-sub-level-item megamenu__fly-sub-menu-item\" href=\"https://www.sumologic.com/company/leadership\" title=\"Leadership\">Leadership</a>"
    },
    {
      "href": "https://www.sumologic.com/company/newsroom",
      "text": "Newsroom",
      "html": "<a class=\"gs-sub-level-item megamenu__fly-sub-menu-item\" href=\"https://www.sumologic.com/company/newsroom\" title=\"Newsroom\">Newsroom</a>"
    },
    {
      "href": "https://www.sumologic.com/company",
      "text": "About Us",
      "html": "<a class=\"mobmenu__list-link-item\" href=\"https://www.sumologic.com/company\" title=\"About Us\">About Us</a>"
    },
    {
      "href": "https://www.sumologic.com/company/careers",
      "text": "Careers",
      "html": "<a class=\"mobmenu__list-link-item\" href=\"https://www.sumologic.com/company/careers\" title=\"Careers\">Careers</a>"
    },
    {
      "href": "https://www.sumologic.com/company/leadership",
      "text": "Leadership",
      "html": "<a class=\"mobmenu__list-link-item\" href=\"https://www.sumologic.com/company/leadership\" title=\"Leadership\">Leadership</a>"
    },
    {
      "href": "https://www.sumologic.com/company/newsroom",
      "text": "Newsroom",
      "html": "<a class=\"mobmenu__list-link-item\" href=\"https://www.sumologic.com/company/newsroom\" title=\"Newsroom\">Newsroom</a>"
    },
    {
      "href": "https://www.sumologic.com/company",
      "text": "About us",
      "html": "<a class=\"footer-sect__link\" href=\"https://www.sumologic.com/company\">About us</a>"
    },
    {
      "href": "https://www.sumologic.com/company/careers",
      "text": "Careers We’re hiring",
      "html": "<a class=\"footer-sect__link footer-sect__link-highlight-wrap\" href=\"https://www.sumologic.com/company/careers\"> <span>Careers</span> <span class=\"footer-sect__link-highlight\">We&#x2019;re hiring</span> </a>"
    },
    {
      "href": "https://www.sumologic.com/company/leadership",
      "text": "Leadership",
      "html": "<a class=\"footer-sect__link\" href=\"https://www.sumologic.com/company/leadership\">Leadership</a>"
    },
    {
      "href": "https://www.sumologic.com/company/newsroom",
      "text": "Newsroom",
      "html": "<a class=\"footer-sect__link\" href=\"https://www.sumologic.com/company/newsroom\">Newsroom</a>"
    },
    {
      "href": "https://www.linkedin.com/company/sumo-logic",
      "text": "",
      "html": "<a class=\"footer-sect__social\" href=\"https://www.linkedin.com/company/sumo-logic\" title=\"Linkedin\"> <svg fill=\"none\" viewBox=\"0 0 22 22\" width=\"22\" height=\"22\" class=\"footer-sect__social-svg\"> <g xmlns=\"http://www.w3.org/2000/svg\" clip-path=\"url(#clip0_81_871)\"> <path d=\"M4.80274 21.4707V7.45508H0.443359V21.4707H4.80274ZM2.59961 5.58008C4.00586 5.58008 5.13086 4.4082 5.13086 3.00195C5.13086 1.64258 4.00586 0.470703 2.59961 0.470703C1.24024 0.470703 0.115234 1.64258 0.115234 3.00195C0.115234 4..."
    }
  ],
  "contactLinks": [
    {
      "href": "https://www.sumologic.com/help/docs/api/",
      "text": "API",
      "html": "<a class=\"gs-sub-level-item megamenu__fly-sub-menu-item\" href=\"https://www.sumologic.com/help/docs/api/\" rel=\" nofollow\" title=\"API\">API</a>"
    },
    {
      "href": "https://support.sumologic.com/support/s/",
      "text": "Community",
      "html": "<a class=\"gs-sub-level-item megamenu__fly-sub-menu-item\" href=\"https://support.sumologic.com/support/s/\" title=\"Community\">Community</a>"
    },
    {
      "href": "https://www.sumologic.com/help/",
      "text": "Documentation",
      "html": "<a class=\"gs-sub-level-item megamenu__fly-sub-menu-item\" href=\"https://www.sumologic.com/help/\" title=\"Documentation\">Documentation</a>"
    },
    {
      "href": "https://www.sumologic.com/help/docs/get-started/onboarding/",
      "text": "Getting started",
      "html": "<a class=\"gs-sub-level-item megamenu__fly-sub-menu-item\" href=\"https://www.sumologic.com/help/docs/get-started/onboarding/\" title=\"Getting started\">Getting started</a>"
    },
    {
      "href": "https://www.sumologic.com/help/docs/release-notes/",
      "text": "Release notes",
      "html": "<a class=\"gs-sub-level-item megamenu__fly-sub-menu-item\" href=\"https://www.sumologic.com/help/docs/release-notes/\" title=\"Release notes\">Release notes</a>"
    },
    {
      "href": "https://support.sumologic.com/",
      "text": "Support",
      "html": "<a class=\"megamenu-links-block__link\" href=\"https://support.sumologic.com/\">Support</a>"
    },
    {
      "href": "https://www.sumologic.com/help/",
      "text": "Docs",
      "html": "<a class=\"megamenu-links-block__link\" href=\"https://www.sumologic.com/help/\">Docs</a>"
    },
    {
      "href": "https://www.sumologic.com/help/docs/send-data/collect-from-other-data-sources/sumo-logic-open-source-projects/",
      "text": "Open Source",
      "html": "<a class=\"megamenu-links-block__link\" href=\"https://www.sumologic.com/help/docs/send-data/collect-from-other-data-sources/sumo-logic-open-source-projects/\">Open Source</a>"
    },
    {
      "href": "https://www.sumologic.com/contact",
      "text": "Contact us",
      "html": "<a class=\"gs-sub-level-item megamenu__fly-sub-menu-item\" href=\"https://www.sumologic.com/contact\" title=\"Contact us\">Contact us</a>"
    },
    {
      "href": "https://support.sumologic.com/",
      "text": "Support",
      "html": "<a class=\"megamenu__sec-link\" href=\"https://support.sumologic.com/\">Support</a>"
    },
    {
      "href": "/contact",
      "text": "Talk Contact sales Discuss how Sumo Logic fits your needs.",
      "html": "<a class=\"megamenu-gs-link-block\" href=\"/contact\"> <div class=\"megamenu-gs-link-block__type blue\"> <p class=\"megamenu-gs-link-block__type-text\">Talk</p> </div> <div class=\"megamenu-gs-link-block__heading btn-right-arrow\"> <span>Contact sales</span> </div> <p class=\"megamenu-gs-link-block__text\">Discuss how Sumo Logic fits your needs.</p> </a>"
    },
    {
      "href": "https://support.sumologic.com/",
      "text": "Support",
      "html": "<a class=\"mobmenu__menu-btn mobmenu__link-btn\" href=\"https://support.sumologic.com/\" title=\"Support\">Support</a>"
    },
    {
      "href": "https://www.sumologic.com/help/docs/api/",
      "text": "APIs",
      "html": "<a class=\"mobmenu__list-link-item\" href=\"https://www.sumologic.com/help/docs/api/\">APIs</a>"
    },
    {
      "href": "https://support.sumologic.com/support/s/",
      "text": "Community",
      "html": "<a class=\"mobmenu__list-link-item\" href=\"https://support.sumologic.com/support/s/\" title=\"Community\">Community</a>"
    },
    {
      "href": "https://www.sumologic.com/help/",
      "text": "Documentation",
      "html": "<a class=\"mobmenu__list-link-item\" href=\"https://www.sumologic.com/help/\" title=\"Documentation\">Documentation</a>"
    },
    {
      "href": "https://www.sumologic.com/help/docs/get-started/onboarding/",
      "text": "Getting started",
      "html": "<a class=\"mobmenu__list-link-item\" href=\"https://www.sumologic.com/help/docs/get-started/onboarding/\" title=\"Getting started\">Getting started</a>"
    },
    {
      "href": "https://www.sumologic.com/help/docs/release-notes/",
      "text": "Release notes",
      "html": "<a class=\"mobmenu__list-link-item\" href=\"https://www.sumologic.com/help/docs/release-notes/\" title=\"Release notes\">Release notes</a>"
    },
    {
      "href": "https://support.sumologic.com/",
      "text": "Support",
      "html": "<a class=\"megamenu-links-block__link\" href=\"https://support.sumologic.com/\">Support</a>"
    },
    {
      "href": "https://www.sumologic.com/help/",
      "text": "Docs",
      "html": "<a class=\"megamenu-links-block__link\" href=\"https://www.sumologic.com/help/\">Docs</a>"
    },
    {
      "href": "https://www.sumologic.com/help/docs/send-data/collect-from-other-data-sources/sumo-logic-open-source-projects/",
      "text": "Open Source",
      "html": "<a class=\"megamenu-links-block__link\" href=\"https://www.sumologic.com/help/docs/send-data/collect-from-other-data-sources/sumo-logic-open-source-projects/\">Open Source</a>"
    },
    {
      "href": "https://www.sumologic.com/contact",
      "text": "Contact us",
      "html": "<a class=\"mobmenu__list-link-item\" href=\"https://www.sumologic.com/contact\" title=\"Contact us\">Contact us</a>"
    },
    {
      "href": "/contact",
      "text": "Talk Contact sales Discuss how Sumo Logic fits your needs.",
      "html": "<a class=\"megamenu-gs-link-block\" href=\"/contact\"> <div class=\"megamenu-gs-link-block__type blue\"> <p class=\"megamenu-gs-link-block__type-text\">Talk</p> </div> <div class=\"megamenu-gs-link-block__heading btn-right-arrow\"> <span>Contact sales</span> </div> <p class=\"megamenu-gs-link-block__text\">Discuss how Sumo Logic fits your needs.</p> </a>"
    },
    {
      "href": "https://www.sumologic.com/contact",
      "text": "Contact Us",
      "html": "<a class=\"footer-sect__link\" href=\"https://www.sumologic.com/contact\">Contact Us</a>"
    },
    {
      "href": "https://www.sumologic.com/help/",
      "text": "Documentation",
      "html": "<a class=\"footer-sect__link\" href=\"https://www.sumologic.com/help/\">Documentation</a>"
    },
    {
      "href": "https://support.sumologic.com/support/s/",
      "text": "Community",
      "html": "<a class=\"footer-sect__link\" href=\"https://support.sumologic.com/support/s/\">Community</a>"
    },
    {
      "href": "https://support.sumologic.com/",
      "text": "Support",
      "html": "<a class=\"footer-sect__link\" href=\"https://support.sumologic.com/\">Support</a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "https://www.sumologic.com/legal/privacy-statement",
      "text": "Privacy statement",
      "html": "<a class=\"footer-sect__bottom-link\" href=\"https://www.sumologic.com/legal/privacy-statement\">Privacy statement</a>"
    },
    {
      "href": "https://www.sumologic.com/legal/terms-conditions",
      "text": "Terms of use",
      "html": "<a class=\"footer-sect__bottom-link\" href=\"https://www.sumologic.com/legal/terms-conditions\">Terms of use</a>"
    },
    {
      "href": "https://www.sumologic.com/legal/privacy-statement#ca_notice",
      "text": "CA Privacy Notice",
      "html": "<a class=\"footer-sect__bottom-link\" href=\"https://www.sumologic.com/legal/privacy-statement#ca_notice\">CA Privacy Notice</a>"
    }
  ],
  "score": 60,
  "weight": 20
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Question-led structure

AEO: Question-led structure scored 50/100 and needs improvement.

4 Warning

Needs attention

AEO: Question-led structure

Warning

Issue

38 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

50/100

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 50/100 and needs improvement.

Evidence

{
  "h2Count": 4,
  "questionH2s": [],
  "hasFaq": true,
  "score": 50,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer evidence and trust

AEO: Answer evidence and trust scored 60/100 and needs improvement.

4 Warning

Needs attention

AEO: Answer evidence and trust

Warning

Issue

Missing AIO trust signals: author, publisher.

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

60/100

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 evidence and trust scored 60/100 and needs improvement.

Evidence

{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": true,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "author",
    "publisher"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [
    "2025-12-16T22:27:51.000Z",
    "2024-12-05T01:49:29.000Z",
    "2025-05-02T18:38:22.000Z",
    "2024-12-06T05:42:59.000Z",
    "2024-12-06T18:57:14.000Z",
    "2025-01-01T02:02:29.000Z",
    "2024-12-31T20:46:26.000Z",
    "2024-10-14T11:03:36-08:00",
    "2026-06-04T06:12:34-08:00"
  ],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "#",
      "text": "About",
      "html": "<a class=\"gs-top-level-item gs-nav-trigger megamenu__fly-menu-toggle\" href=\"#\">About</a>"
    },
    {
      "href": "https://www.sumologic.com/company",
      "text": "About us",
      "html": "<a class=\"gs-sub-level-item megamenu__fly-sub-menu-item\" href=\"https://www.sumologic.com/company\" title=\"About us\">About us</a>"
    },
    {
      "href": "https://www.sumologic.com/company/careers",
      "text": "Careers",
      "html": "<a class=\"gs-sub-level-item megamenu__fly-sub-menu-item\" href=\"https://www.sumologic.com/company/careers\" title=\"Careers\">Careers</a>"
    },
    {
      "href": "https://www.sumologic.com/company/leadership",
      "text": "Leadership",
      "html": "<a class=\"gs-sub-level-item megamenu__fly-sub-menu-item\" href=\"https://www.sumologic.com/company/leadership\" title=\"Leadership\">Leadership</a>"
    },
    {
      "href": "https://www.sumologic.com/company/newsroom",
      "text": "Newsroom",
      "html": "<a class=\"gs-sub-level-item megamenu__fly-sub-menu-item\" href=\"https://www.sumologic.com/company/newsroom\" title=\"Newsroom\">Newsroom</a>"
    },
    {
      "href": "https://www.sumologic.com/company",
      "text": "About Us",
      "html": "<a class=\"mobmenu__list-link-item\" href=\"https://www.sumologic.com/company\" title=\"About Us\">About Us</a>"
    },
    {
      "href": "https://www.sumologic.com/company/careers",
      "text": "Careers",
      "html": "<a class=\"mobmenu__list-link-item\" href=\"https://www.sumologic.com/company/careers\" title=\"Careers\">Careers</a>"
    },
    {
      "href": "https://www.sumologic.com/company/leadership",
      "text": "Leadership",
      "html": "<a class=\"mobmenu__list-link-item\" href=\"https://www.sumologic.com/company/leadership\" title=\"Leadership\">Leadership</a>"
    },
    {
      "href": "https://www.sumologic.com/company/newsroom",
      "text": "Newsroom",
      "html": "<a class=\"mobmenu__list-link-item\" href=\"https://www.sumologic.com/company/newsroom\" title=\"Newsroom\">Newsroom</a>"
    },
    {
      "href": "https://www.sumologic.com/company",
      "text": "About us",
      "html": "<a class=\"footer-sect__link\" href=\"https://www.sumologic.com/company\">About us</a>"
    },
    {
      "href": "https://www.sumologic.com/company/careers",
      "text": "Careers We’re hiring",
      "html": "<a class=\"footer-sect__link footer-sect__link-highlight-wrap\" href=\"https://www.sumologic.com/company/careers\"> <span>Careers</span> <span class=\"footer-sect__link-highlight\">We&#x2019;re hiring</span> </a>"
    },
    {
      "href": "https://www.sumologic.com/company/leadership",
      "text": "Leadership",
      "html": "<a class=\"footer-sect__link\" href=\"https://www.sumologic.com/company/leadership\">Leadership</a>"
    },
    {
      "href": "https://www.sumologic.com/company/newsroom",
      "text": "Newsroom",
      "html": "<a class=\"footer-sect__link\" href=\"https://www.sumologic.com/company/newsroom\">Newsroom</a>"
    },
    {
      "href": "https://www.linkedin.com/company/sumo-logic",
      "text": "",
      "html": "<a class=\"footer-sect__social\" href=\"https://www.linkedin.com/company/sumo-logic\" title=\"Linkedin\"> <svg fill=\"none\" viewBox=\"0 0 22 22\" width=\"22\" height=\"22\" class=\"footer-sect__social-svg\"> <g xmlns=\"http://www.w3.org/2000/svg\" clip-path=\"url(#clip0_81_871)\"> <path d=\"M4.80274 21.4707V7.45508H0.443359V21.4707H4.80274ZM2.59961 5.58008C4.00586 5.58008 5.13086 4.4082 5.13086 3.00195C5.13086 1.64258 4.00586 0.470703 2.59961 0.470703C1.24024 0.470703 0.115234 1.64258 0.115234 3.00195C0.115234 4..."
    }
  ],
  "contactLinks": [
    {
      "href": "https://www.sumologic.com/help/docs/api/",
      "text": "API",
      "html": "<a class=\"gs-sub-level-item megamenu__fly-sub-menu-item\" href=\"https://www.sumologic.com/help/docs/api/\" rel=\" nofollow\" title=\"API\">API</a>"
    },
    {
      "href": "https://support.sumologic.com/support/s/",
      "text": "Community",
      "html": "<a class=\"gs-sub-level-item megamenu__fly-sub-menu-item\" href=\"https://support.sumologic.com/support/s/\" title=\"Community\">Community</a>"
    },
    {
      "href": "https://www.sumologic.com/help/",
      "text": "Documentation",
      "html": "<a class=\"gs-sub-level-item megamenu__fly-sub-menu-item\" href=\"https://www.sumologic.com/help/\" title=\"Documentation\">Documentation</a>"
    },
    {
      "href": "https://www.sumologic.com/help/docs/get-started/onboarding/",
      "text": "Getting started",
      "html": "<a class=\"gs-sub-level-item megamenu__fly-sub-menu-item\" href=\"https://www.sumologic.com/help/docs/get-started/onboarding/\" title=\"Getting started\">Getting started</a>"
    },
    {
      "href": "https://www.sumologic.com/help/docs/release-notes/",
      "text": "Release notes",
      "html": "<a class=\"gs-sub-level-item megamenu__fly-sub-menu-item\" href=\"https://www.sumologic.com/help/docs/release-notes/\" title=\"Release notes\">Release notes</a>"
    },
    {
      "href": "https://support.sumologic.com/",
      "text": "Support",
      "html": "<a class=\"megamenu-links-block__link\" href=\"https://support.sumologic.com/\">Support</a>"
    },
    {
      "href": "https://www.sumologic.com/help/",
      "text": "Docs",
      "html": "<a class=\"megamenu-links-block__link\" href=\"https://www.sumologic.com/help/\">Docs</a>"
    },
    {
      "href": "https://www.sumologic.com/help/docs/send-data/collect-from-other-data-sources/sumo-logic-open-source-projects/",
      "text": "Open Source",
      "html": "<a class=\"megamenu-links-block__link\" href=\"https://www.sumologic.com/help/docs/send-data/collect-from-other-data-sources/sumo-logic-open-source-projects/\">Open Source</a>"
    },
    {
      "href": "https://www.sumologic.com/contact",
      "text": "Contact us",
      "html": "<a class=\"gs-sub-level-item megamenu__fly-sub-menu-item\" href=\"https://www.sumologic.com/contact\" title=\"Contact us\">Contact us</a>"
    },
    {
      "href": "https://support.sumologic.com/",
      "text": "Support",
      "html": "<a class=\"megamenu__sec-link\" href=\"https://support.sumologic.com/\">Support</a>"
    },
    {
      "href": "/contact",
      "text": "Talk Contact sales Discuss how Sumo Logic fits your needs.",
      "html": "<a class=\"megamenu-gs-link-block\" href=\"/contact\"> <div class=\"megamenu-gs-link-block__type blue\"> <p class=\"megamenu-gs-link-block__type-text\">Talk</p> </div> <div class=\"megamenu-gs-link-block__heading btn-right-arrow\"> <span>Contact sales</span> </div> <p class=\"megamenu-gs-link-block__text\">Discuss how Sumo Logic fits your needs.</p> </a>"
    },
    {
      "href": "https://support.sumologic.com/",
      "text": "Support",
      "html": "<a class=\"mobmenu__menu-btn mobmenu__link-btn\" href=\"https://support.sumologic.com/\" title=\"Support\">Support</a>"
    },
    {
      "href": "https://www.sumologic.com/help/docs/api/",
      "text": "APIs",
      "html": "<a class=\"mobmenu__list-link-item\" href=\"https://www.sumologic.com/help/docs/api/\">APIs</a>"
    },
    {
      "href": "https://support.sumologic.com/support/s/",
      "text": "Community",
      "html": "<a class=\"mobmenu__list-link-item\" href=\"https://support.sumologic.com/support/s/\" title=\"Community\">Community</a>"
    },
    {
      "href": "https://www.sumologic.com/help/",
      "text": "Documentation",
      "html": "<a class=\"mobmenu__list-link-item\" href=\"https://www.sumologic.com/help/\" title=\"Documentation\">Documentation</a>"
    },
    {
      "href": "https://www.sumologic.com/help/docs/get-started/onboarding/",
      "text": "Getting started",
      "html": "<a class=\"mobmenu__list-link-item\" href=\"https://www.sumologic.com/help/docs/get-started/onboarding/\" title=\"Getting started\">Getting started</a>"
    },
    {
      "href": "https://www.sumologic.com/help/docs/release-notes/",
      "text": "Release notes",
      "html": "<a class=\"mobmenu__list-link-item\" href=\"https://www.sumologic.com/help/docs/release-notes/\" title=\"Release notes\">Release notes</a>"
    },
    {
      "href": "https://support.sumologic.com/",
      "text": "Support",
      "html": "<a class=\"megamenu-links-block__link\" href=\"https://support.sumologic.com/\">Support</a>"
    },
    {
      "href": "https://www.sumologic.com/help/",
      "text": "Docs",
      "html": "<a class=\"megamenu-links-block__link\" href=\"https://www.sumologic.com/help/\">Docs</a>"
    },
    {
      "href": "https://www.sumologic.com/help/docs/send-data/collect-from-other-data-sources/sumo-logic-open-source-projects/",
      "text": "Open Source",
      "html": "<a class=\"megamenu-links-block__link\" href=\"https://www.sumologic.com/help/docs/send-data/collect-from-other-data-sources/sumo-logic-open-source-projects/\">Open Source</a>"
    },
    {
      "href": "https://www.sumologic.com/contact",
      "text": "Contact us",
      "html": "<a class=\"mobmenu__list-link-item\" href=\"https://www.sumologic.com/contact\" title=\"Contact us\">Contact us</a>"
    },
    {
      "href": "/contact",
      "text": "Talk Contact sales Discuss how Sumo Logic fits your needs.",
      "html": "<a class=\"megamenu-gs-link-block\" href=\"/contact\"> <div class=\"megamenu-gs-link-block__type blue\"> <p class=\"megamenu-gs-link-block__type-text\">Talk</p> </div> <div class=\"megamenu-gs-link-block__heading btn-right-arrow\"> <span>Contact sales</span> </div> <p class=\"megamenu-gs-link-block__text\">Discuss how Sumo Logic fits your needs.</p> </a>"
    },
    {
      "href": "https://www.sumologic.com/contact",
      "text": "Contact Us",
      "html": "<a class=\"footer-sect__link\" href=\"https://www.sumologic.com/contact\">Contact Us</a>"
    },
    {
      "href": "https://www.sumologic.com/help/",
      "text": "Documentation",
      "html": "<a class=\"footer-sect__link\" href=\"https://www.sumologic.com/help/\">Documentation</a>"
    },
    {
      "href": "https://support.sumologic.com/support/s/",
      "text": "Community",
      "html": "<a class=\"footer-sect__link\" href=\"https://support.sumologic.com/support/s/\">Community</a>"
    },
    {
      "href": "https://support.sumologic.com/",
      "text": "Support",
      "html": "<a class=\"footer-sect__link\" href=\"https://support.sumologic.com/\">Support</a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "https://www.sumologic.com/legal/privacy-statement",
      "text": "Privacy statement",
      "html": "<a class=\"footer-sect__bottom-link\" href=\"https://www.sumologic.com/legal/privacy-statement\">Privacy statement</a>"
    },
    {
      "href": "https://www.sumologic.com/legal/terms-conditions",
      "text": "Terms of use",
      "html": "<a class=\"footer-sect__bottom-link\" href=\"https://www.sumologic.com/legal/terms-conditions\">Terms of use</a>"
    },
    {
      "href": "https://www.sumologic.com/legal/privacy-statement#ca_notice",
      "text": "CA Privacy Notice",
      "html": "<a class=\"footer-sect__bottom-link\" href=\"https://www.sumologic.com/legal/privacy-statement#ca_notice\">CA Privacy Notice</a>"
    }
  ],
  "score": 60,
  "weight": 22
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Visible structured data match

AIO: Visible structured data match scored 73/100 and needs improvement.

3 Warning

Needs attention

AIO: Visible structured data match

Warning

Issue

8 structured-data value(s) were not found in visible page text.

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

73/100

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: Visible structured data match scored 73/100 and needs improvement.

Evidence

{
  "schemaCount": 17,
  "checkedFields": [
    {
      "path": "$[0].name",
      "value": "About us - Sumo Logic"
    },
    {
      "path": "$[0].description",
      "value": "Security teams are flooded with thousands, or even millions, of signals every day. Sumo Logic’s entity-based SIEM and Dojo AI agents automate the manual work of detection, triage, and remediation so you can act faster on the alerts that matter.\n\nDiscover how Sumo Logic simplifies security operations, helping you cut through the noise and protect your digital world. \n\nFollow Sumo Logic on LinkedIn: https://www.linkedin.com/company/sumo-logic/ \nLearn more about Intelligent Security Operations: https://www.sumologic.com/solutions/security \n\n#cybersecurity #secops #agenticai"
    },
    {
      "path": "$[1].name",
      "value": "Sumo Logic Cloud SIEM explainer video"
    },
    {
      "path": "$[1].description",
      "value": "Sumo Logic Cloud SIEM helps teams broaden threat visibility across the entire enterprise. With uniformity, clarity and transparency, companies can bring all their security tools together for complete visibility. Cloud SIEM automates real-time threat investigation, incident management and threat response while reducing false positives and analyst fatigue.\n\nBring your teams together with centralized data and cloud-native scale in a SaaS Log Analytics Platform that breaks down silos.\n\nLearn more about Sumo Logic Cloud SIEM: https://www.sumologic.com/solutions/cloud-siem/"
    },
    {
      "path": "$[2].name",
      "value": "Sumo Logic Cloud SIEM explainer video"
    },
    {
      "path": "$[2].description",
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      "value": "Please join us as JT teaches how to use Sumo Logic's Cloud Infrastructure Security for AWS."
    },
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      "value": "Cloud Infrastructure Security for AWS - Sumo Logic Customer Brown Bag - Security - February 20, 2024"
    },
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      "path": "$[4].description",
      "value": "Please join us as JT teaches how to use Sumo Logic's Cloud Infrastructure Security for AWS."
    },
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      "path": "$[5].name",
      "value": "Turn unstructured data into insights with Sumo Logic"
    },
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    },
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      "value": "Turn unstructured data into insights with Sumo Logic"
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      "value": "Achieve maximum visibility into your structured and unstructured data with Sumo Logic’s AI-powered Log Analytics Platform. With schema on-demand, there’s no need to organize your data before uploading. Gain real-time insights, visualize patterns, and centralize your data into a single source of truth to power every step of your DevSecOps journey.\n\n\nFollow Sumo Logic on LinkedIn: https://www.linkedin.com/company/sumo-logic/ \nFollow Sumo Logic on X: https://x.com/SumoLogic \n\n#SumoLogic #DevSecOps #LogAnalytics"
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      "path": "$[7].name",
      "value": "Sumo Logic Flex Licensing"
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      "value": "Innovation is hungry. You need more and more data to drive your business, but legacy pricing models don't match budgets. \nDiscover Sumo Logic Flex Licensing, a new model based on $0 log ingest so you can log everything!\nLearn more at https://www.sumologic.com/pricing/"
    },
    {
      "path": "$[8].name",
      "value": "Sumo Logic Flex Licensing"
    },
    {
      "path": "$[8].description",
      "value": "Innovation is hungry. You need more and more data to drive your business, but legacy pricing models don't match budgets. \nDiscover Sumo Logic Flex Licensing, a new model based on $0 log ingest so you can log everything!\nLearn more at https://www.sumologic.com/pricing/"
    },
    {
      "path": "$[9].name",
      "value": "Ulta Beauty cloud migration case study teaser"
    },
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      "path": "$[10].name",
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    },
    {
      "path": "$[11].@graph[1].description",
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    },
    {
      "path": "$[11].@graph[2].name",
      "value": "Sumo Logic"
    },
    {
      "path": "$[11].@graph[4].name",
      "value": "Cloud log management, monitoring, SIEM tools Sumo Logic"
    },
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      "path": "$[13].name",
      "value": "Sumo Logic, Inc."
    },
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      "path": "$[13].description",
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    },
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      "path": "$[14].name",
      "value": "Sumo Logic"
    },
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      "value": "Cloud log management, monitoring, SIEM tools Sumo Logic"
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    },
    {
      "path": "$[2].description",
      "value": "Sumo Logic Cloud SIEM helps teams broaden threat visibility across the entire enterprise. With uniformity, clarity and transparency, companies can bring all their security tools together for complete visibility. Cloud SIEM automates real-time threat investigation, incident management and threat response while reducing false positives and analyst fatigue.\n\nBring your teams together with centralized data and cloud-native scale in a SaaS Log Analytics Platform that breaks down silos.\n\nLearn more about Sumo Logic Cloud SIEM: https://www.sumologic.com/solutions/cloud-siem/"
    },
    {
      "path": "$[3].name",
      "value": "Cloud Infrastructure Security for AWS - Sumo Logic Customer Brown Bag - Security - February 20, 2024"
    },
    {
      "path": "$[4].name",
      "value": "Cloud Infrastructure Security for AWS - Sumo Logic Customer Brown Bag - Security - February 20, 2024"
    },
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      "value": "Innovation is hungry. You need more and more data to drive your business, but legacy pricing models don't match budgets. \nDiscover Sumo Logic Flex Licensing, a new model based on $0 log ingest so you can log everything!\nLearn more at https://www.sumologic.com/pricing/"
    },
    {
      "path": "$[8].description",
      "value": "Innovation is hungry. You need more and more data to drive your business, but legacy pricing models don't match budgets. \nDiscover Sumo Logic Flex Licensing, a new model based on $0 log ingest so you can log everything!\nLearn more at https://www.sumologic.com/pricing/"
    },
    {
      "path": "$[9].description",
      "value": "Watch the full interview here: https://youtu.be/zkufzjrpxUw\n\nOr you can read the case study at https://sumologic.com/case-study/ulta-beauty"
    },
    {
      "path": "$[10].description",
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GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Page experience for AIO

AIO: Page experience for AIO scored 70/100 and needs improvement.

2 Warning

Needs attention

AIO: Page experience for AIO

Warning

Issue

17 image(s) are missing width/height attributes. 18 possible modal/interstitial element(s) 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: Page experience for AIO

Score

70/100

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 70/100 and needs improvement.

Evidence

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    },
    {
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      "width": "",
      "height": "",
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      "html": "<img alt=\"Powered by Onetrust\" src=\"https://cdn.cookielaw.org/logos/static/powered_by_logo.svg\" title=\"Powered by OneTrust Opens in a new Tab\">"
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    "<div class=\"slider-testi-video-modal__overlay\"></div>",
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    "<button type=\"button\" class=\"slider-testi-video-modal__close\" aria-label=\"Close video\">&#xd7;</button>",
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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

38 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

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  "sectionCount": 41,
  "passing": 3,
  "failing": [
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      "heading": "BY SECURITY USE CASE",
      "headingHtml": "<h3 class=\"megamenu-links-block__heading\">BY SECURITY USE CASE</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "BY OBSERVABILITY USE CASE",
      "headingHtml": "<h3 class=\"megamenu-links-block__heading\">BY OBSERVABILITY USE CASE</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
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      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
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      "issue": "No paragraph follows this heading."
    },
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      "headingHtml": "<h3 class=\"megamenu-links-block__heading\">BY COMPETITION</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "LEARN",
      "headingHtml": "<h3 class=\"megamenu-links-block__heading\">LEARN</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "ENGAGE",
      "headingHtml": "<h3 class=\"megamenu-links-block__heading\">ENGAGE</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "TRAIN",
      "headingHtml": "<h3 class=\"megamenu-links-block__heading\">TRAIN</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "COMMUNITY",
      "headingHtml": "<h3 class=\"megamenu-links-block__heading\">COMMUNITY</h3>",
      "firstParagraph": "Schedule",
      "paragraphHtml": "<p class=\"megamenu-gs-link-block__type-text\">Schedule</p>",
      "words": 1,
      "direct": false,
      "issue": "First paragraph is 1 words and does not look like a concise direct answer."
    },
    {
      "heading": "BY SECURITY USE CASE",
      "headingHtml": "<h3 class=\"megamenu-links-block__heading\">BY SECURITY USE CASE</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "BY OBSERVABILITY USE CASE",
      "headingHtml": "<h3 class=\"megamenu-links-block__heading\">BY OBSERVABILITY USE CASE</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "BY INDUSTRY",
      "headingHtml": "<h3 class=\"megamenu-links-block__heading\">BY INDUSTRY</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "BY COMPETITION",
      "headingHtml": "<h3 class=\"megamenu-links-block__heading\">BY COMPETITION</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "LEARN",
      "headingHtml": "<h3 class=\"megamenu-links-block__heading\">LEARN</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "ENGAGE",
      "headingHtml": "<h3 class=\"megamenu-links-block__heading\">ENGAGE</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "TRAIN",
      "headingHtml": "<h3 class=\"megamenu-links-block__heading\">TRAIN</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "COMMUNITY",
      "headingHtml": "<h3 class=\"megamenu-links-block__heading\">COMMUNITY</h3>",
      "firstParagraph": "Schedule",
      "paragraphHtml": "<p class=\"megamenu-gs-link-block__type-text\">Schedule</p>",
      "words": 1,
      "direct": false,
      "issue": "First paragraph is 1 words and does not look like a concise direct answer."
    },
    {
      "heading": "Monitor, troubleshoot, automate, and defend.",
      "headingHtml": "<h2 class=\"home-demo-section__heading\">Monitor, troubleshoot, automate, and defend.</h2>",
      "firstParagraph": "AI insights fueled by the atomic level of logs. Powering MTTR to zero.",
      "paragraphHtml": "<p class=\"home-demo-section__text mb-0 mb-lg-4\">AI insights fueled by the atomic level of logs.&#x2028;Powering MTTR to zero.</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "Cloud SIEM",
      "headingHtml": "<h3 class=\"wp-block-heading\" id=\"cloud-siem-1\">Cloud SIEM</h3>",
      "firstParagraph": "Speed up incident investigations by automatically triaging alerts and correlating threats through log analytics.",
      "paragraphHtml": "<p>Speed up incident investigations by automatically triaging alerts and correlating threats through log analytics.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Monitoring and Troubleshooting",
      "headingHtml": "<h3 class=\"wp-block-heading\" id=\"monitoring-and-troubleshooting-1\">Monitoring and Troubleshooting</h3>",
      "firstParagraph": "Collect log data from cloud and on-premises systems to proactively analyze and resolve issues before they affect your applications and system.",
      "paragraphHtml": "<p>Collect log data from cloud and on-premises systems to proactively analyze and resolve issues before they affect your applications and system.</p>",
      "words": 21,
      "direct": false,
      "issue": "First paragraph is 21 words and does not look like a concise direct answer."
    },
    {
      "heading": "Dojo AI",
      "headingHtml": "<h3 class=\"wp-block-heading\" id=\"monitoring-and-troubleshooting\">Dojo AI</h3>",
      "firstParagraph": "Identify, triage, and resolve issues faster with Dojo AI, powered by specialized agents that cut through the noise and drive clarity.",
      "paragraphHtml": "<p>Identify, triage, and resolve issues faster with Dojo AI, powered by specialized agents that cut through the noise and drive clarity.</p>",
      "words": 21,
      "direct": false,
      "issue": "First paragraph is 21 words and does not look like a concise direct answer."
    },
    {
      "heading": "Flex Licensing",
      "headingHtml": "<h3 class=\"wp-block-heading\" id=\"monitoring-and-troubleshooting\">Flex Licensing</h3>",
      "firstParagraph": "Pay only for the data being used so you can ingest everything without budget waste.",
      "paragraphHtml": "<p>Pay only for the data being used so you can ingest everything without budget waste.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "450+ Powerful Integrations",
      "headingHtml": "<h3 class=\"home-anima-section__anima-txt\">450+<br> Powerful<br> Integrations</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Secure by design",
      "headingHtml": "<h3 class=\"home-anima-section__anima-txt\">Secure <br> by design</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Sumo Logic Dojo AI",
      "headingHtml": "<h2 class=\"home-pricing-sect__heading\">Sumo Logic Dojo AI</h2>",
      "firstParagraph": "Discover a multi-agent AI platform built to power intelligent security operations and incident response.",
      "paragraphHtml": "<p class=\"home-pricing-sect__txt\">Discover a multi-agent AI platform built to power intelligent security operations and incident response.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Transform complexity into insights",
      "headingHtml": "<h2 class=\"wp-block-heading has-text-align-center has-gunmetal-color has-text-color has-link-color wp-elements-3b5c8fa49b641277ee858e476413b862\" id=\"transform-complexity-into-insights\">Transform complexity into insights</h2>",
      "firstParagraph": "",
      "paragraphHtml": "<p class=\"has-text-align-center has-delft-blue-color has-text-color has-link-color wp-elements-a683d66e0bd3fbc35938f33c2a941c79\"></p>",
      "words": 0,
      "direct": false,
      "issue": "First paragraph is 0 words and does not look like a concise direct answer."
    },
    {
      "heading": "Cloud SIEM",
      "headingHtml": "<h3 class=\"wp-block-heading\" id=\"cloud-siem\">Cloud SIEM</h3>",
      "firstParagraph": "Speed up incident investigations by automatically triaging alerts and correlating threats through log analytics.",
      "paragraphHtml": "<p>Speed up incident investigations by automatically triaging alerts and correlating threats through log analytics.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Monitoring and Troubleshooting",
      "headingHtml": "<h3 class=\"wp-block-heading\" id=\"logs-for-security\">Monitoring and Troubleshooting</h3>",
      "firstParagraph": "Collect log data from cloud and on-premises systems to proactively analyze and resolve issues before they affect your applications and system.",
      "paragraphHtml": "<p>Collect log data from cloud and on-premises systems to proactively analyze and resolve issues before they affect your applications and system.</p>",
      "words": 21,
      "direct": false,
      "issue": "First paragraph is 21 words and does not look like a concise direct answer."
    },
    {
      "heading": "Dojo AI",
      "headingHtml": "<h3 class=\"wp-block-heading\" id=\"logs-for-security\">Dojo AI</h3>",
      "firstParagraph": "Identify, triage, and resolve issues faster with Dojo AI, powered by specialized agents that cut through the noise and drive clarity.",
      "paragraphHtml": "<p>Identify, triage, and resolve issues faster with Dojo AI, powered by specialized agents that cut through the noise and drive clarity.</p>",
      "words": 21,
      "direct": false,
      "issue": "First paragraph is 21 words and does not look like a concise direct answer."
    },
    {
      "heading": "Flex Licensing",
      "headingHtml": "<h3 class=\"wp-block-heading\" id=\"logs-for-security\">Flex Licensing</h3>",
      "firstParagraph": "Pay only for the data being used so you can ingest everything without budget waste.",
      "paragraphHtml": "<p>Pay only for the data being used so you can ingest everything without budget waste.</p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "Get started with Sumo Logic",
      "headingHtml": "<h3 class=\"footer-cta-sect__heading\">Get started with Sumo Logic</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Company",
      "headingHtml": "<h3 class=\"footer-sect__link-heading\">Company</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "RESOURCES",
      "headingHtml": "<h3 class=\"footer-sect__link-heading\">RESOURCES</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "PRODUCTS",
      "headingHtml": "<h3 class=\"footer-sect__link-heading\">PRODUCTS</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "SUPPORT & LEARN",
      "headingHtml": "<h3 class=\"footer-sect__link-heading\">SUPPORT &amp; LEARN</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "INTEGRATIONS",
      "headingHtml": "<h3 class=\"footer-sect__link-heading\">INTEGRATIONS</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "INITIATIVE",
      "headingHtml": "<h3 class=\"footer-sect__link-heading\">INITIATIVE</h3>",
      "firstParagraph": "©2026 Sumo Logic",
      "paragraphHtml": "<p>&#xa9;2026 Sumo Logic</p>",
      "words": 3,
      "direct": false,
      "issue": "First paragraph is 3 words and does not look like a concise direct answer."
    },
    {
      "heading": "Your Choices Regarding Cookies on this Site",
      "headingHtml": "<h2 id=\"ot-pc-title\">Your Choices Regarding Cookies on this Site</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Cookie List",
      "headingHtml": "<h3>Cookie List</h3>",
      "firstParagraph": "",
      "paragraphHtml": "<p role=\"status\" class=\"ot-scrn-rdr\"></p>",
      "words": 0,
      "direct": false,
      "issue": "First paragraph is 0 words and does not look like a concise direct answer."
    }
  ],
  "score": 65,
  "weight": 8
}

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: what, how, benefits, 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": "Monitor, troubleshoot, automate, and defend.",
      "html": "<h2 class=\"home-demo-section__heading\">Monitor, troubleshoot, automate, and defend.</h2>"
    },
    {
      "text": "Sumo Logic Dojo AI",
      "html": "<h2 class=\"home-pricing-sect__heading\">Sumo Logic Dojo AI</h2>"
    },
    {
      "text": "Transform complexity into insights",
      "html": "<h2 class=\"wp-block-heading has-text-align-center has-gunmetal-color has-text-color has-link-color wp-elements-3b5c8fa49b641277ee858e476413b862\" id=\"transform-complexity-into-insights\">Transform complexity into insights</h2>"
    },
    {
      "text": "Your Choices Regarding Cookies on this Site",
      "html": "<h2 id=\"ot-pc-title\">Your Choices Regarding Cookies on this Site</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Cloud log management, monitoring, SIEM tools...?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Cloud log management, monitoring, SIEM tools... work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Cloud log management, monitoring, SIEM tools...?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Cloud log management, monitoring, SIEM tools... free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Cloud log management, monitoring, SIEM tools... compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is Cloud log management, monitoring, SIEM tools...?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Cloud log management, monitoring, SIEM tools... work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Cloud log management, monitoring, SIEM tools...?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Cloud log management, monitoring, SIEM tools... free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Cloud log management, monitoring, SIEM tools... 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": 216566
          },
          {
            "path": "/api/context",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 216548
          },
          {
            "path": "/context",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 216524
          }
        ]
      },
      "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: what, how, benefits, 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": "Monitor, troubleshoot, automate, and defend.",
      "html": "<h2 class=\"home-demo-section__heading\">Monitor, troubleshoot, automate, and defend.</h2>"
    },
    {
      "text": "Sumo Logic Dojo AI",
      "html": "<h2 class=\"home-pricing-sect__heading\">Sumo Logic Dojo AI</h2>"
    },
    {
      "text": "Transform complexity into insights",
      "html": "<h2 class=\"wp-block-heading has-text-align-center has-gunmetal-color has-text-color has-link-color wp-elements-3b5c8fa49b641277ee858e476413b862\" id=\"transform-complexity-into-insights\">Transform complexity into insights</h2>"
    },
    {
      "text": "Your Choices Regarding Cookies on this Site",
      "html": "<h2 id=\"ot-pc-title\">Your Choices Regarding Cookies on this Site</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Cloud log management, monitoring, SIEM tools...?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Cloud log management, monitoring, SIEM tools... work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Cloud log management, monitoring, SIEM tools...?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Cloud log management, monitoring, SIEM tools... free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Cloud log management, monitoring, SIEM tools... compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is Cloud log management, monitoring, SIEM tools...?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Cloud log management, monitoring, SIEM tools... work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Cloud log management, monitoring, SIEM tools...?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Cloud log management, monitoring, SIEM tools... free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Cloud log management, monitoring, SIEM tools... compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 4
}

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": 216674
          },
          {
            "path": "/.well-known/oauth-authorization-server",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 216710
          }
        ]
      },
      "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": 6,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "login"
      }
    ]
  },
  "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>\n<html lang=\"en-US\" prefix=\"og: https://ogp.me/ns#\">\n<head>\n\t<meta charset=\"UTF-8\" />\n\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1\" />\n\n<!-- Search Engine Optimization by Rank Math PRO - https://rankmath.com/ -->\n<meta name=\"robots\" content=\"follow, noindex\"/>\n<meta property=\"og:locale\" content=\"en_US\" />\n<meta property=\"og:type\" content=\"article\" />\n<meta property=\"og:title\" content=\"Page Not Found\" />\n<meta property=\"og:site_name\" content=\"Sumo Logic\" />\n<meta property=\"article:publisher\" content=\"https://www.facebook.com/Sumo.Logic\" />\n<meta property=\"og:image\" content=\"https://www.sumologic.com/wp-content/uploads/sumo-logic-mobot-og_image.webp\" />\n<meta property=\"og:image:secure_url\" content=\"https://www.sumologic.com/wp-content/uploads/sumo-logic-"
      },
      "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.sumologic.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.sumologic.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/admin/summary",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://www.sumologic.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/scans",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://www.sumologic.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": 6,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "login"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

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

2 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": "2 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 AccessibilityPerformanceBrowser audit

Forced reflow

13 Fail

Check name

Forced reflow

Score

0/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

A forced reflow occurs when JavaScript queries geometric properties (such as offsetWidth) after styles have been invalidated by a change to the DOM state. This can result in poor performance. Learn more about [forced reflows](https://developer.chrome.com/docs/performance/insights/forced-reflow) and possible mitigations.

References

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

Evidence

{
  "description": "A forced reflow occurs when JavaScript queries geometric properties (such as offsetWidth) after styles have been invalidated by a change to the DOM state. This can result in poor performance. Learn more about [forced reflows](https://developer.chrome.com/docs/performance/insights/forced-reflow) and possible mitigations."
}

Performance and AccessibilityPerformanceBrowser audit

Improve image delivery

13 Fail

Check name

Improve image delivery

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

Est savings of 1,236 KiB

Fix guidance

Reducing the download time of images can improve the perceived load time of the page and LCP. [Learn more about optimizing image size](https://developer.chrome.com/docs/performance/insights/image-delivery)

References

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

Evidence

{
  "displayValue": "Est savings of 1,236 KiB",
  "description": "Reducing the download time of images can improve the perceived load time of the page and LCP. [Learn more about optimizing image size](https://developer.chrome.com/docs/performance/insights/image-delivery)"
}

Performance and AccessibilityPerformanceBrowser audit

LCP request discovery

13 Fail

Check name

LCP request discovery

Score

0/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

[Optimize LCP](https://developer.chrome.com/docs/performance/insights/lcp-discovery) by making the LCP image discoverable from the HTML immediately, and avoiding lazy-loading

References

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

Evidence

{
  "description": "[Optimize LCP](https://developer.chrome.com/docs/performance/insights/lcp-discovery) by making the LCP image discoverable from the HTML immediately, and avoiding lazy-loading"
}

Performance and AccessibilityPerformanceBrowser audit

Minify CSS

13 Fail

Check name

Minify CSS

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

Est savings of 7 KiB

Fix guidance

Minifying CSS files can reduce network payload sizes. [Learn how to minify CSS](https://developer.chrome.com/docs/lighthouse/performance/unminified-css/).

References

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

Evidence

{
  "displayValue": "Est savings of 7 KiB",
  "description": "Minifying CSS files can reduce network payload sizes. [Learn how to minify CSS](https://developer.chrome.com/docs/lighthouse/performance/unminified-css/).",
  "numericValue": 80
}

Performance and AccessibilityPerformanceBrowser audit

Reduce JavaScript execution time

13 Fail

Check name

Reduce JavaScript execution time

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

6.4 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": "6.4 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": 6363.870999999966
}

Performance and AccessibilityPerformanceBrowser audit

Loading performance

7 Fail

Check name

Loading performance

Score

46/100

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": "network-rtt",
      "title": "Network Round Trip Times",
      "score": 100,
      "displayValue": "10 ms",
      "numericValue": 12.796379999999997
    },
    {
      "id": "interactive",
      "title": "Time to Interactive",
      "score": 8,
      "displayValue": "8.6 s",
      "numericValue": 8562.461660786368
    },
    {
      "id": "server-response-time",
      "title": "Initial server response time was short",
      "score": 100,
      "displayValue": "Root document took 10 ms",
      "numericValue": 13
    },
    {
      "id": "largest-contentful-paint",
      "title": "Largest Contentful Paint",
      "score": 27,
      "displayValue": "3.3 s",
      "numericValue": 3321.055338335511
    },
    {
      "id": "total-blocking-time",
      "title": "Total Blocking Time",
      "score": 0,
      "displayValue": "1,630 ms",
      "numericValue": 1632.5000000000036
    },
    {
      "id": "first-contentful-paint",
      "title": "First Contentful Paint",
      "score": 59,
      "displayValue": "1.4 s",
      "numericValue": 1444.5116142185636
    },
    {
      "id": "max-potential-fid",
      "title": "Max Potential First Input Delay",
      "score": 59,
      "displayValue": "220 ms",
      "numericValue": 220.0000000000009
    },
    {
      "id": "speed-index",
      "title": "Speed Index",
      "score": 14,
      "displayValue": "3.7 s",
      "numericValue": 3659.0467988797373
    }
  ]
}

Performance and AccessibilityPerformanceBrowser audit

Avoid enormous network payloads

6 Warning

Check name

Avoid enormous network payloads

Score

50/100

Status

warning

Device

desktop

Category

Performance

Estimated savings

Total size was 7,109 KiB

Fix guidance

Large network payloads cost users real money and are highly correlated with long load times. [Learn how to reduce payload sizes](https://developer.chrome.com/docs/lighthouse/performance/total-byte-weight/).

References

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

Evidence

{
  "displayValue": "Total size was 7,109 KiB",
  "description": "Large network payloads cost users real money and are highly correlated with long load times. [Learn how to reduce payload sizes](https://developer.chrome.com/docs/lighthouse/performance/total-byte-weight/).",
  "numericValue": 7279201
}

Performance and AccessibilityPerformanceBrowser audit

Legacy JavaScript

6 Warning

Check name

Legacy JavaScript

Score

50/100

Status

warning

Device

desktop

Category

Performance

Estimated savings

Est savings of 33 KiB

Fix guidance

Polyfills and transforms enable older browsers to use new JavaScript features. However, many aren't necessary for modern browsers. Consider modifying your JavaScript build process to not transpile [Baseline](https://web.dev/articles/baseline-and-polyfills) features, unless you know you must support older browsers. [Learn why most sites can deploy ES6+ code without transpiling](https://developer.chrome.com/docs/performance/insights/legacy-javascript)

References

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

Evidence

{
  "displayValue": "Est savings of 33 KiB",
  "description": "Polyfills and transforms enable older browsers to use new JavaScript features. However, many aren't necessary for modern browsers. Consider modifying your JavaScript build process to not transpile [Baseline](https://web.dev/articles/baseline-and-polyfills) features, unless you know you must support older browsers. [Learn why most sites can deploy ES6+ code without transpiling](https://developer.chrome.com/docs/performance/insights/legacy-javascript)"
}

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.

1 reports

Public score history report links
Scan date	Score	Readiness	Report
Jun 8, 2026	50/100	Level 3, Bot-Aware	Current report