Export Report
OVERALL SCORE
Level 3, Bot-Aware
- AI Discoverability 44 out of 100
- Agent Ease of Use 6 out of 100
- Security & Trust 100 out of 100
- GEO, AIO and AEO 77 out of 100
- SEO 100 out of 100
- Performance and Accessibility 75 out of 100
What AI sees of your website
Healthcare AI & Real-World Data Analytics for Life Sciences | Komodo Health
Komodo Health combines the most complete real-world data foundation, validated healthcare AI, and purpose-built Life Sciences workflows, so your teams get verified answers fast enough to act on.
Next step
Turn this report into a fix workflow
19 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.
| Metric | Score | Status | Passed | Failed | Warning | Evidence |
|---|---|---|---|---|---|---|
| AI Discoverability | 44 | Priority fix | 10 | 13 | 1 | View details |
| Discoverability | 67 | Needs work | 5 | 4 | 0 | View details |
| Content Readiness | 54 | Needs work | 5 | 5 | 1 | View details |
| Bot Access Control | 0 | Priority fix | 0 | 4 | 0 | View details |
| Agent Ease of Use | 6 | Priority fix | 15 | 22 | 3 | View details |
| API | 0 | Priority fix | 0 | 6 | 0 | View details |
| Auth | Not Applicable | Not Applicable | 11 | 0 | 0 | |
| MCP | 13 | Priority fix | 0 | 6 | 2 | View details |
| Skill Discovery | 5 | Priority fix | 0 | 10 | 1 | View details |
| Agent Commerce | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| GEO, AIO and AEO | 77 | Mostly ready | 6 | 2 | 11 | View details |
| GEO Readiness | 88 | Mostly ready | 1 | 0 | 4 | |
| AIO Readiness | 80 | Mostly ready | 3 | 1 | 3 | View details |
| AEO Readiness | 64 | Needs work | 2 | 1 | 4 | View details |
| SEO | 100 | Strong | 11 | 0 | 0 | |
| SEO | 100 | Strong | 11 | 0 | 0 | |
| Security & Trust | 100 | Strong | 9 | 0 | 0 | |
| Security & Trust | 100 | Strong | 5 | 0 | 0 | |
| AI Training Exposure | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| Performance and Accessibility | 75 | Mostly ready | 19 | 5 | 2 | View details |
| Performance | 66 | Needs work | 12 | 5 | 2 | View details |
| Accessibility | 93 | Strong | 7 | 0 | 0 |
Prioritized recommendations
Issues ranked by score impact
41 items need attention
Agent Ease of UseAPIEstablished
API Catalog
API Catalog failed at "Fetch API catalog".
50 Fail
Agent Ease of UseAPIEstablished
API Catalog
API Catalog failed at "Fetch API catalog".
Needs attention
API Catalog
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\">\n <head>\n <meta charset=\"UTF-8\">\n <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n <link rel=\"profile\" href=\"https://gmpg.org/xfn/11\">\n \n <meta name='robots' content='noindex, follow' />\n<!-- OneTrust Cookies Consent Notice start for komodohealth.com -->\r\n<script type=\"text/javascript\" src=\"https://cdn.cookielaw.org/consent/2dbea613-165a-4a54-a81c-4be5d69dfaaf/OtAutoBlock.js\" ></script>\r\n<script src=\"https://cdn.cookielaw.org/scripttemplates/otSDKStub.js\" type=\"text/javascript\" charset=\"UTF-8\" data-domain-script=\"2dbea613-165a-4a54-a81c-4be5d69dfaaf\" ></script>\r\n<script type=\"text/javascript\">\r\nfunction OptanonWrapper() { }\r\n</script>\r\n<!-- OneTrust Cookies Consent Notice end for komodohe"
},
"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."
}
]
}AI DiscoverabilityDiscoverabilityEstablished
High-value schema types
High-value schema types is missing or incomplete.
50 Fail
AI DiscoverabilityDiscoverabilityEstablished
High-value schema types
High-value schema types is missing or incomplete.
Needs attention
High-value schema types
Issue
No high-value schema types (e.g. Article, Product, Service) were found.
Why it matters
High-value schema types tell agents whether a page is an article, product, event, service, or other actionable content type.
Check name
High-value schema types
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Use schema types that describe the page's primary content or offering.
Result
High-value schema types is missing or incomplete.
Evidence
{
"found": [],
"expected": [
"Article",
"BlogPosting",
"NewsArticle",
"Product",
"SoftwareApplication",
"FAQPage",
"LocalBusiness",
"VideoObject",
"HowTo",
"Event",
"Course",
"Review",
"Service"
],
"allTypes": [
"MedicalOrganization",
"SiteNavigationElement",
"WebSite"
]
}AI DiscoverabilityDiscoverabilityEstablished
Link headers
Link headers failed at "Find useful Link headers".
50 Fail
AI DiscoverabilityDiscoverabilityEstablished
Link headers
Link headers failed at "Find useful Link headers".
Needs attention
Link headers
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.komodohealth.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
OpenAPI discovery
OpenAPI discovery failed at "Find valid OpenAPI document".
50 Fail
Agent Ease of UseAPIEstablished
OpenAPI discovery
OpenAPI discovery failed at "Find valid OpenAPI document".
Needs attention
OpenAPI discovery
Issue
OpenAPI YAML document did not match the expected shape. Content-Type "text/html" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.
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" 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",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<html>\r\n<head><title>404 Not Found</title></head>\r\n<body>\r\n<center><h1>404 Not Found</h1></center>\r\n<hr><center>nginx</center>\r\n</body>\r\n</html>\r\n"
},
{
"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\">\n <head>\n <meta charset=\"UTF-8\">\n <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n <link rel=\"profile\" href=\"https://gmpg.org/xfn/11\">\n \n <meta name='robots' content='noindex, follow' />\n<!-- OneTrust Cookies Consent Notice start for komodohealth.com -->\r\n<script type=\"text/javascript\" src=\"https://cdn.cookielaw.org/consent/2dbea613-165a-4a54-a81c-4be5d69dfaaf/OtAutoBlock.js\" ></script>\r\n<script src=\"https://cdn.cookielaw.org/scripttemplates/otSDKStub.js\" type=\"text/javascript\" charset=\"UTF-8\" data-domain-script=\"2dbea613-165a-4a54-a81c-4be5d69dfaaf\" ></script>\r\n<script type=\"text/javascript\">\r\nfunction OptanonWrapper() { }\r\n</script>\r\n<!-- OneTrust Cookies Consent Notice end for komodohe"
},
{
"path": "/swagger.json",
"statusCode": 404,
"contentType": "text/html",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<html>\r\n<head><title>404 Not Found</title></head>\r\n<body>\r\n<center><h1>404 Not Found</h1></center>\r\n<hr><center>nginx</center>\r\n</body>\r\n</html>\r\n"
},
{
"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\">\n <head>\n <meta charset=\"UTF-8\">\n <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n <link rel=\"profile\" href=\"https://gmpg.org/xfn/11\">\n \n <meta name='robots' content='noindex, follow' />\n<!-- OneTrust Cookies Consent Notice start for komodohealth.com -->\r\n<script type=\"text/javascript\" src=\"https://cdn.cookielaw.org/consent/2dbea613-165a-4a54-a81c-4be5d69dfaaf/OtAutoBlock.js\" ></script>\r\n<script src=\"https://cdn.cookielaw.org/scripttemplates/otSDKStub.js\" type=\"text/javascript\" charset=\"UTF-8\" data-domain-script=\"2dbea613-165a-4a54-a81c-4be5d69dfaaf\" ></script>\r\n<script type=\"text/javascript\">\r\nfunction OptanonWrapper() { }\r\n</script>\r\n<!-- OneTrust Cookies Consent Notice end for komodohe"
},
{
"path": "/api/openapi.json",
"statusCode": 404,
"contentType": "text/html",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<html>\r\n<head><title>404 Not Found</title></head>\r\n<body>\r\n<center><h1>404 Not Found</h1></center>\r\n<hr><center>nginx</center>\r\n</body>\r\n</html>\r\n"
},
{
"path": "/api/swagger.json",
"statusCode": 404,
"contentType": "text/html",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<html>\r\n<head><title>404 Not Found</title></head>\r\n<body>\r\n<center><h1>404 Not Found</h1></center>\r\n<hr><center>nginx</center>\r\n</body>\r\n</html>\r\n"
},
{
"path": "/docs/openapi.json",
"statusCode": 404,
"contentType": "text/html",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<html>\r\n<head><title>404 Not Found</title></head>\r\n<body>\r\n<center><h1>404 Not Found</h1></center>\r\n<hr><center>nginx</center>\r\n</body>\r\n</html>\r\n"
}
]
},
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"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
AI DiscoverabilityBot Access ControlEstablished
AI bot rules in robots.txt
AI bot rules in robots.txt is missing or incomplete.
Needs attention
AI bot rules in robots.txt
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
AI DiscoverabilityBot Access ControlInformational
Content Signal
Content Signal is missing or incomplete.
Needs attention
Content Signal
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
AI DiscoverabilityContent ReadinessEstablished
Markdown negotiation
Markdown negotiation failed at "Markdown content type".
Needs attention
Markdown negotiation
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, Accept-Encoding, Accept-Encoding, Accept-Encoding,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, Accept-Encoding, Accept-Encoding, Accept-Encoding,Cookie"
},
"issue": "Markdown negotiation is missing Vary: Accept; current Vary header is \"Accept-Encoding, Accept-Encoding, Accept-Encoding, Accept-Encoding,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": 11060,
"excerpt": "<!doctype html>\n<html lang=\"en-US\">\n <head>\n <meta charset=\"UTF-8\">\n <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n <link rel=\"profile\" href=\"https://gmpg.org/xfn/11\">\n \n <met",
"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
AI DiscoverabilityContent ReadinessEstablished
Semantic HTML
Semantic HTML is missing or incomplete.
Needs attention
Semantic HTML
Issue
Semantic HTML is incomplete: skipped heading levels; 3 links missing accessible names; 4 buttons missing accessible names; 1/3 applicable form inputs have autocomplete attributes (2 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": false,
"accessibleLinks": false,
"accessibleButtons": false,
"imageAltCoverage": true,
"formAutocompleteCoverage": false,
"details": {
"inaccessibleLinks": [
"<a class=\"elementor-icon elementor-social-icon elementor-social-icon- elementor-repeater-item-cf7fdae\" href=\"https://www.linkedin.com/company/komodo-health/\" target=\"_blank\"> <span class=\"elementor-screen-only\"></span> <svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 448 512\"><path d=\"m100.3 448h-92.9v-299.1h92.9zm-46.5-339.9c-29.7 0-53.8-24.6-53.8-54.3a53.8 53.8 0 0 1 107.6 0c0 29.7-24.1 54.3-53.8 54.3zm394.1 339.9h-92.7v-145.6c0-34.7-.7-79.2-48.3-79.2-48.3 0-55.7 37.7-55.7 76.7v148.1h-92.8",
"<a class=\"elementor-icon elementor-social-icon elementor-social-icon- elementor-repeater-item-d3b360f\" href=\"https://www.youtube.com/channel/UCNbTrJncBfa5iIUUndc4RFQ\" target=\"_blank\"> <span class=\"elementor-screen-only\"></span> <svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 576 512\"><path d=\"M549.7 124.1c-6.3-23.7-24.8-42.3-48.3-48.6C458.8 64 288 64 288 64S117.2 64 74.6 75.5c-23.5 6.3-42 24.9-48.3 48.6-11.4 42.9-11.4 132.3-11.4 132.3s0 89.4 11.4 132.3c6.3 23.7 24.8 41.5 48.3 47.8C117.2 448",
"<a class=\"elementor-icon elementor-social-icon elementor-social-icon- elementor-repeater-item-12b6ef1\" href=\"https://twitter.com/komodohealth\" target=\"_blank\"> <span class=\"elementor-screen-only\"></span> <svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 512 512\"><path d=\"M389.2 48h70.6L305.6 224.2 487 464H345L233.7 318.6 106.5 464H35.8L200.7 275.5 26.8 48H172.4L272.9 180.9 389.2 48zM364.4 421.8h39.1L151.1 88h-42L364.4 421.8z\"/></svg> </a>"
],
"inaccessibleButtons": [
"<button ot-accordion=\"true\" aria-expanded=\"false\" aria-controls=\"ot-desc-id-C0001\" aria-labelledby=\"ot-header-id-C0001\"></button>",
"<button ot-accordion=\"true\" aria-expanded=\"false\" aria-controls=\"ot-desc-id-C0003\" aria-labelledby=\"ot-header-id-C0003\"></button>",
"<button ot-accordion=\"true\" aria-expanded=\"false\" aria-controls=\"ot-desc-id-C0002\" aria-labelledby=\"ot-header-id-C0002\"></button>",
"<button ot-accordion=\"true\" aria-expanded=\"false\" aria-controls=\"ot-desc-id-C0004\" aria-labelledby=\"ot-header-id-C0004\"></button>"
],
"missingAutocompleteInputs": [
"<input class=\"oms-search--form--input default search\" type=\"text\" value name=\"oms-search--input\" id=\"oms-search--input\">",
"<input id=\"vendor-search-handler\" type=\"text\" name=\"vendor-search-handler\">"
],
"imagesMissingAlt": [],
"skippedHeadingLevels": [
"h1: Ask Any Question About Healthcare and Get an Answer You Can Use",
"h3: Three Layers and One PlatformBuilt to Work As One",
"h3: Foundation: Healthcare Map The Data Every Defensible Answer Runs On",
"h3: Intelligence Layer: Marmot Healthcare AI That Shows Its Work",
"h3: Interaction Layer: Komodo HomeWhere Every Komodo Journey Begins",
"h2: “Komodo has significantly impacted my business by enhancing our data analytics and insights capabilities. Since integrating Komodo, I have seen a 20% improvement in data accuracy and a 15% increase in operational efficiency.”",
"h2: Fast Answers You Can Trust Know the Answer Is Right Every Time You Ask",
"h2: Freedom, by Design No One Else Can Copy What You Build Here",
"h2: Build What Nobody Else Can Match Ask the Questions You Stopped Asking",
"h2: See What Your Team Becomes When the Intelligence Is Right",
"h2: Get Komodo’s Latest Insights in Your Inbox",
"h2: Cookie Settings",
"h3: Manage Cookie Settings",
"h4: Essential Cookies",
"h4: Functional Cookies",
"h4: Performance Cookies",
"h4: Targeting Cookies",
"h3: Back"
]
},
"counts": {
"h1": 1,
"headings": 18,
"links": 95,
"inaccessibleLinks": 3,
"buttons": 18,
"inaccessibleButtons": 4,
"images": 11,
"imagesWithAlt": 11,
"autocompleteInputs": 3,
"inputsWithAutocomplete": 1,
"missingAutocompleteInputs": 2
}
}AI DiscoverabilityBot Access ControlInformational
Web Bot Auth request signing
Web Bot Auth request signing failed at "Fetch to find resource".
33 Fail
AI DiscoverabilityBot Access ControlInformational
Web Bot Auth request signing
Web Bot Auth request signing failed at "Fetch to find resource".
Needs attention
Web Bot Auth request signing
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": 105334
}
]
},
"issue": "Web Bot Auth request signing was not found at the expected path.",
"howToFix": "If publishing Web Bot Auth keys, return a JSON key directory with a non-empty keys array and the draft media type."
}
]
}Agent Ease of UseMCPEmerging recommendation
MCP Server Card
MCP Server Card failed at "Fetch to find resource".
25 Fail
Agent Ease of UseMCPEmerging recommendation
MCP Server Card
MCP Server Card failed at "Fetch to find resource".
Needs attention
MCP Server Card
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",
"length": 146
},
{
"path": "/.well-known/mcp/server-cards.json",
"statusCode": 404,
"contentType": "text/html",
"length": 146
},
{
"path": "/.well-known/mcp.json",
"statusCode": 404,
"contentType": "text/html",
"length": 146
}
]
},
"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
Agent Ease of UseMCPEmerging recommendation
mcp.json
mcp.json failed at "Fetch to find resource".
Needs attention
mcp.json
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",
"length": 146
},
{
"path": "/.well-known/mcp.json",
"statusCode": 429,
"contentType": "text/html; charset=UTF-8",
"length": 5556
},
{
"path": "/.well-known/mcp/server-card.json",
"statusCode": 429,
"contentType": "text/html; charset=UTF-8",
"length": 5613
}
]
},
"issue": "mcp.json was not found at the expected path.",
"howToFix": "Publish mcp.json or an MCP server card with serverInfo, protocolVersion, transport endpoint, and capabilities."
}
]
}Agent Ease of UseMCPInformational
WebMCP manifest
WebMCP manifest failed at "Fetch to find resource".
25 Fail
Agent Ease of UseMCPInformational
WebMCP manifest
WebMCP manifest failed at "Fetch to find resource".
Needs attention
WebMCP manifest
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",
"length": 146
},
{
"path": "/webmcp.json",
"statusCode": 404,
"contentType": "text/html",
"length": 146
},
{
"path": "/mcp.json",
"statusCode": 404,
"contentType": "text/html",
"length": 146
}
]
},
"issue": "WebMCP manifest was not found at the expected path.",
"howToFix": "Keep declarative WebMCP manifest discovery informational until the manifest shape stabilizes; validate tools if you publish one."
}
]
}AI DiscoverabilityContent ReadinessEstablished
Content freshness signals
Content freshness signals is partially implemented.
25 Warning
AI DiscoverabilityContent ReadinessEstablished
Content freshness signals
Content freshness signals is partially implemented.
Needs attention
Content freshness signals
Issue
Content freshness signals are incomplete: missing Last-Modified HTTP header; missing dateModified/datePublished in JSON-LD.
Why it matters
Freshness signals help agents decide whether content is current enough to cite, summarize, or compare against newer sources.
Check name
Content freshness signals
Score
25/100
Status
warning
Category
Content Readiness
Maturity
Established
Goal
Expose modified and published dates for freshness-aware retrieval and ranking.
Result
Content freshness signals is partially implemented.
Evidence
{
"lastModified": null,
"schemaDates": [],
"metaDateCount": 1,
"timeDateCount": 0
}Agent Ease of UseSkill DiscoveryEmerging recommendation
A2A Agent Card
A2A Agent Card failed at "Fetch to find resource".
20 Fail
Agent Ease of UseSkill DiscoveryEmerging recommendation
A2A Agent Card
A2A Agent Card failed at "Fetch to find resource".
Needs attention
A2A Agent Card
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",
"length": 146
},
{
"path": "/.well-known/a2a/agent-card.json",
"statusCode": 404,
"contentType": "text/html",
"length": 146
},
{
"path": "/agent-card.json",
"statusCode": 404,
"contentType": "text/html",
"length": 146
}
]
},
"issue": "A2A Agent Card was not found at the expected path.",
"howToFix": "Publish an A2A Agent Card with required skill details and make the advertised url answer A2A JSON-RPC requests."
}
]
}Agent Ease of UseSkill DiscoveryEmerging recommendation
Agent Skills index
Agent Skills index failed at "Fetch to find resource".
20 Fail
Agent Ease of UseSkill DiscoveryEmerging recommendation
Agent Skills index
Agent Skills index failed at "Fetch to find resource".
Needs attention
Agent Skills index
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": 429,
"contentType": "text/html; charset=UTF-8",
"length": 5622
},
{
"path": "/.well-known/skills/index.json",
"statusCode": 429,
"contentType": "text/html; charset=UTF-8",
"length": 5604
}
]
},
"issue": "Agent Skills index was not found at the expected path.",
"howToFix": "Publish an index with a non-empty skills array and reachable SKILL.md URLs."
}
]
}Agent Ease of UseSkill DiscoveryEmerging recommendation
agent.json
agent.json failed at "Fetch to find resource".
20 Fail
Agent Ease of UseSkill DiscoveryEmerging recommendation
agent.json
agent.json failed at "Fetch to find resource".
Needs attention
agent.json
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",
"length": 146
},
{
"path": "/agent.json",
"statusCode": 404,
"contentType": "text/html",
"length": 146
}
]
},
"issue": "agent.json was not found at the expected path.",
"howToFix": "Publish agent.json with awp_version, domain, intent, and typed actions that point to real same-origin API or protocol endpoints."
}
]
}Agent Ease of UseSkill DiscoveryInformational
agents.json
agents.json failed at "Fetch to find resource".
20 Fail
Agent Ease of UseSkill DiscoveryInformational
agents.json
agents.json failed at "Fetch to find resource".
Needs attention
agents.json
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",
"length": 146
},
{
"path": "/agents.json",
"statusCode": 404,
"contentType": "text/html",
"length": 146
}
]
},
"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."
}
]
}Agent Ease of UseSkill DiscoveryEmerging recommendation
DNS-AID Agent Discovery
DNS-AID Agent Discovery failed at "Resolve DNS-AID SVCB/HTTPS records".
15 Fail
Agent Ease of UseSkill DiscoveryEmerging recommendation
DNS-AID Agent Discovery
DNS-AID Agent Discovery failed at "Resolve DNS-AID SVCB/HTTPS records".
Needs attention
DNS-AID Agent Discovery
Issue
No DNS-AID entrypoint records were found under _agents.
Why it matters
DNS-AID lets agents discover index, A2A, and other agent entrypoints before fetching HTTP metadata, while DNSSEC can authenticate the discovery zone.
Check name
DNS-AID Agent Discovery
Score
25/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish DNS for AI Discovery records under _agents for DNS-based agent entrypoint discovery.
Result
DNS-AID Agent Discovery failed at "Resolve DNS-AID SVCB/HTTPS records".
Validation steps
Resolve DNS-AID SVCB/HTTPS records
No DNS-AID entrypoint records were found under _agents.
Validate alpn and endpoint parameters
Include alpn and endpoint service parameters in each DNS-AID record so agents know the protocol and target entrypoint.
Check DNSSEC material
DNSSEC material was not visible for the hostname or parent zone from this resolver.
Evidence
{
"failedStep": "svcb-https-records",
"steps": [
{
"id": "svcb-https-records",
"title": "Resolve DNS-AID SVCB/HTTPS records",
"status": "fail",
"evidence": {
"hostname": "www.komodohealth.com",
"probes": [
{
"name": "_index._agents.www.komodohealth.com",
"found": false,
"recordCount": 1,
"records": [],
"hasAlpn": false,
"hasEndpoint": false
},
{
"name": "_a2a._agents.www.komodohealth.com",
"found": false,
"recordCount": 1,
"records": [],
"hasAlpn": false,
"hasEndpoint": false
}
]
},
"issue": "No DNS-AID entrypoint records were found under _agents.",
"howToFix": "Publish ServiceMode SVCB/HTTPS records such as _index._agents.example.com or _a2a._agents.example.com."
},
{
"id": "service-params",
"title": "Validate alpn and endpoint parameters",
"status": "informational",
"evidence": {
"discovered": []
},
"howToFix": "Include alpn and endpoint service parameters in each DNS-AID record so agents know the protocol and target entrypoint."
},
{
"id": "dnssec",
"title": "Check DNSSEC material",
"status": "warning",
"evidence": {
"hasDnssecMaterial": false,
"checked": [
{
"name": "www.komodohealth.com",
"dnssecTypes": [],
"dnssecRecordCount": 0
},
{
"name": "komodohealth.com",
"dnssecTypes": [],
"dnssecRecordCount": 0
}
]
},
"issue": "DNSSEC material was not visible for the hostname or parent zone from this resolver.",
"howToFix": "Sign the public discovery zone with DNSSEC so validating resolvers can return authenticated data."
}
]
}Agent Ease of UseMCPInformational
WebMCP
WebMCP has a validation warning at "Validate WebMCP declarative annotation quality".
13 Warning
Agent Ease of UseMCPInformational
WebMCP
WebMCP has a validation warning at "Validate WebMCP declarative annotation quality".
Needs attention
WebMCP
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="oms-search--input"> is missing tool-param-description.<input name="email"> is missing tool-param-description.<input> is missing a name attribute.<input> is missing a label.<input> is missing tool-param-description.<input name="ot-group-id-C0003"> is missing tool-param-description.<input name="ot-group-id-C0002"> is missing tool-param-description.<input name="ot-group-id-C0004"> 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 name="switch"> is missing tool-param-description.<input name="switch"> is missing tool-param-description.<input name="switch"> 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": 2,
"formsWithTags": 0,
"totalInteractive": 122,
"interactiveWithTags": 0,
"totalCount": 124,
"taggedCount": 0,
"dataMcpToolCount": 0,
"dataMcpTools": [],
"coverage": 0,
"annotationIssues": [
"<input name=\"oms-search--input\"> is missing tool-param-description.",
"<input name=\"email\"> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing a label.",
"<input> is missing tool-param-description.",
"<input name=\"ot-group-id-C0003\"> is missing tool-param-description.",
"<input name=\"ot-group-id-C0002\"> is missing tool-param-description.",
"<input name=\"ot-group-id-C0004\"> 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 name=\"switch\"> is missing tool-param-description.",
"<input name=\"switch\"> is missing tool-param-description.",
"<input name=\"switch\"> 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": 14,
"issues": [
"<input name=\"oms-search--input\"> is missing tool-param-description.",
"<input name=\"email\"> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing a label.",
"<input> is missing tool-param-description.",
"<input name=\"ot-group-id-C0003\"> is missing tool-param-description.",
"<input name=\"ot-group-id-C0002\"> is missing tool-param-description.",
"<input name=\"ot-group-id-C0004\"> 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 name=\"switch\"> is missing tool-param-description.",
"<input name=\"switch\"> is missing tool-param-description.",
"<input name=\"switch\"> is missing tool-param-description."
]
},
"issue": "WebMCP declarative annotations need fixes.",
"issueDetails": [
{
"title": "WebMCP declarative annotation issues",
"items": [
{
"type": "code",
"value": "<input name=\"oms-search--input\"> is missing tool-param-description."
},
{
"type": "code",
"value": "<input name=\"email\"> is missing tool-param-description."
},
{
"type": "code",
"value": "<input> is missing a name attribute."
},
{
"type": "code",
"value": "<input> is missing a label."
},
{
"type": "code",
"value": "<input> is missing tool-param-description."
},
{
"type": "code",
"value": "<input name=\"ot-group-id-C0003\"> is missing tool-param-description."
},
{
"type": "code",
"value": "<input name=\"ot-group-id-C0002\"> is missing tool-param-description."
},
{
"type": "code",
"value": "<input name=\"ot-group-id-C0004\"> 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 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."
}
]
}
],
"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": 2,
"formsWithTags": 0,
"totalInteractive": 122,
"interactiveWithTags": 0,
"totalCount": 124,
"taggedCount": 0,
"dataMcpToolCount": 0,
"dataMcpTools": [],
"coverage": 0,
"annotationIssues": [
"<input name=\"oms-search--input\"> is missing tool-param-description.",
"<input name=\"email\"> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing a label.",
"<input> is missing tool-param-description.",
"<input name=\"ot-group-id-C0003\"> is missing tool-param-description.",
"<input name=\"ot-group-id-C0002\"> is missing tool-param-description.",
"<input name=\"ot-group-id-C0004\"> 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 name=\"switch\"> is missing tool-param-description.",
"<input name=\"switch\"> is missing tool-param-description.",
"<input name=\"switch\"> 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": 2,
"formsWithTags": 0,
"totalInteractive": 122,
"interactiveWithTags": 0,
"totalCount": 124,
"taggedCount": 0,
"dataMcpToolCount": 0,
"dataMcpTools": [],
"coverage": 0,
"annotationIssues": [
"<input name=\"oms-search--input\"> is missing tool-param-description.",
"<input name=\"email\"> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing a label.",
"<input> is missing tool-param-description.",
"<input name=\"ot-group-id-C0003\"> is missing tool-param-description.",
"<input name=\"ot-group-id-C0002\"> is missing tool-param-description.",
"<input name=\"ot-group-id-C0004\"> 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 name=\"switch\"> is missing tool-param-description.",
"<input name=\"switch\"> is missing tool-param-description.",
"<input name=\"switch\"> is missing tool-param-description."
]
},
"browserWebMcp": {
"checked": true,
"detected": false,
"hasNavigatorModelContext": false,
"modelContextType": "undefined",
"hasProvideContext": false,
"hasRegisterTool": false
}
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Source and trust signals
AIO: Source and trust signals scored 40/100 and needs a fix.
9 Fail
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Source and trust signals
AIO: Source and trust signals scored 40/100 and needs a fix.
Needs attention
AIO: Source and trust signals
Issue
Missing AIO trust signals: author, publisher, freshnessDate.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Source and trust signals
Score
40/100
Status
fail
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Source and trust signals scored 40/100 and needs a fix.
Evidence
{
"signals": {
"author": false,
"publisher": false,
"freshnessDate": false,
"aboutOrContact": true,
"policyLinks": true
},
"missing": [
"author",
"publisher",
"freshnessDate"
],
"authorMeta": "",
"schemaAuthors": [],
"schemaPublishers": [],
"schemaDates": [],
"visibleDates": [],
"aboutLinks": [
{
"href": "https://www.komodohealth.com/press/",
"text": "PressStay informed with Komodo’s newsroom: your source for company updates, product launches, and industry insights.",
"html": "<a class=\"mega-menu-link\" href=\"https://www.komodohealth.com/press/\"><span class=\"mega-description-group\"><span class=\"mega-menu-title\">Press</span><span class=\"mega-menu-description\">Stay informed with Komodo’s newsroom: your source for company updates, product launches, and industry insights.</span></span></a>"
},
{
"href": "https://www.linkedin.com/company/komodo-health/",
"text": "",
"html": "<a class=\"elementor-icon elementor-social-icon elementor-social-icon- elementor-repeater-item-cf7fdae\" href=\"https://www.linkedin.com/company/komodo-health/\" target=\"_blank\"> <span class=\"elementor-screen-only\"></span> <svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 448 512\"><path d=\"m100.3 448h-92.9v-299.1h92.9zm-46.5-339.9c-29.7 0-53.8-24.6-53.8-54.3a53.8 53.8 0 0 1 107.6 0c0 29.7-24.1 54.3-53.8 54.3zm394.1 339.9h-92.7v-145.6c0-34.7-.7-79.2-48.3-79.2-48.3 0-55.7 37.7-55.7 76.7v148.1h-9..."
},
{
"href": "https://www.komodohealth.com/company/",
"text": "Company",
"html": "<a href=\"https://www.komodohealth.com/company/\" class=\"elementor-item\">Company</a>"
},
{
"href": "https://www.komodohealth.com/company/",
"text": "Company",
"html": "<a href=\"https://www.komodohealth.com/company/\" class=\"elementor-item\">Company</a>"
}
],
"contactLinks": [
{
"href": "https://www.komodohealth.com/qe-reports/",
"text": "QE ReportsSee how our CMS Qualified Entity certification helps us reduce the burden of disease.",
"html": "<a class=\"mega-menu-link\" href=\"https://www.komodohealth.com/qe-reports/\"><span class=\"mega-description-group\"><span class=\"mega-menu-title\">QE Reports</span><span class=\"mega-menu-description\">See how our CMS Qualified Entity certification helps us reduce the burden of disease.</span></span></a>"
},
{
"href": "https://komodohealthsupport.zendesk.com/hc/en-us",
"text": "Support",
"html": "<a class=\"mega-menu-link\" href=\"https://komodohealthsupport.zendesk.com/hc/en-us\">Support</a>"
},
{
"href": "https://www.komodohealth.com/contact/",
"text": "Contact Us",
"html": "<a class=\"mega-menu-link\" href=\"https://www.komodohealth.com/contact/\">Contact Us</a>"
},
{
"href": "https://komodohealthsupport.zendesk.com/hc/en-us",
"text": "Support",
"html": "<a href=\"https://komodohealthsupport.zendesk.com/hc/en-us\" class=\"elementor-item\">Support</a>"
},
{
"href": "https://www.komodohealth.com/contact/",
"text": "Contact Us",
"html": "<a href=\"https://www.komodohealth.com/contact/\" class=\"elementor-item\">Contact Us</a>"
},
{
"href": "https://komodohealthsupport.zendesk.com/hc/en-us",
"text": "Support",
"html": "<a href=\"https://komodohealthsupport.zendesk.com/hc/en-us\" class=\"elementor-item\">Support</a>"
},
{
"href": "https://www.komodohealth.com/contact/",
"text": "Contact Us",
"html": "<a href=\"https://www.komodohealth.com/contact/\" class=\"elementor-item\">Contact Us</a>"
}
],
"privacyLinks": [
{
"href": "https://www.komodohealth.com/privacy-notice/",
"text": "Privacy Notice",
"html": "<a href=\"https://www.komodohealth.com/privacy-notice/\">Privacy Notice</a>"
},
{
"href": "https://www.komodohealth.com/privacy-notice/",
"text": "Privacy Notice",
"html": "<a href=\"https://www.komodohealth.com/privacy-notice/\" class=\"elementor-item\">Privacy Notice</a>"
},
{
"href": "https://www.komodohealth.com/global-expert-privacy-notice/",
"text": "Global Expert Privacy Notice",
"html": "<a href=\"https://www.komodohealth.com/global-expert-privacy-notice/\" class=\"elementor-item\">Global Expert Privacy Notice</a>"
},
{
"href": "https://www.komodohealth.com/terms-of-service/",
"text": "Terms of Service",
"html": "<a href=\"https://www.komodohealth.com/terms-of-service/\" class=\"elementor-item\">Terms of Service</a>"
},
{
"href": "https://komodohealth-privacy.my.onetrust.com/webform/5c3cf8b1-3cf1-422d-84d5-618844b7316f/580adaab-6481-479f-9643-50464eea9863",
"text": "Do Not Sell My Info",
"html": "<a href=\"https://komodohealth-privacy.my.onetrust.com/webform/5c3cf8b1-3cf1-422d-84d5-618844b7316f/580adaab-6481-479f-9643-50464eea9863\" class=\"elementor-item\">Do Not Sell My Info</a>"
},
{
"href": "https://www.komodohealth.com/privacy-notice/",
"text": "Privacy Notice",
"html": "<a href=\"https://www.komodohealth.com/privacy-notice/\" class=\"elementor-item\">Privacy Notice</a>"
},
{
"href": "https://www.komodohealth.com/global-expert-privacy-notice/",
"text": "Global Expert Privacy Notice",
"html": "<a href=\"https://www.komodohealth.com/global-expert-privacy-notice/\" class=\"elementor-item\">Global Expert Privacy Notice</a>"
},
{
"href": "https://www.komodohealth.com/terms-of-service/",
"text": "Terms of Service",
"html": "<a href=\"https://www.komodohealth.com/terms-of-service/\" class=\"elementor-item\">Terms of Service</a>"
},
{
"href": "https://komodohealth-privacy.my.onetrust.com/webform/5c3cf8b1-3cf1-422d-84d5-618844b7316f/580adaab-6481-479f-9643-50464eea9863",
"text": "Do Not Sell My Info",
"html": "<a href=\"https://komodohealth-privacy.my.onetrust.com/webform/5c3cf8b1-3cf1-422d-84d5-618844b7316f/580adaab-6481-479f-9643-50464eea9863\" class=\"elementor-item\">Do Not Sell My Info</a>"
},
{
"href": "https://www.komodohealth.com/privacy-notice",
"text": "Cookie Notice",
"html": "<a class=\"ot-cookie-policy-link\" href=\"https://www.komodohealth.com/privacy-notice\" aria-label=\"More information about your privacy, opens in a new tab\">Cookie Notice</a>"
}
],
"score": 40,
"weight": 20
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer evidence and trust
AEO: Answer evidence and trust scored 40/100 and needs a fix.
6 Fail
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer evidence and trust
AEO: Answer evidence and trust scored 40/100 and needs a fix.
Needs attention
AEO: Answer evidence and trust
Issue
Missing AIO trust signals: author, publisher, freshnessDate.
Details
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Answer evidence and trust
Score
40/100
Status
fail
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Answer evidence and trust scored 40/100 and needs a fix.
Evidence
{
"signals": {
"author": false,
"publisher": false,
"freshnessDate": false,
"aboutOrContact": true,
"policyLinks": true
},
"missing": [
"author",
"publisher",
"freshnessDate"
],
"authorMeta": "",
"schemaAuthors": [],
"schemaPublishers": [],
"schemaDates": [],
"visibleDates": [],
"aboutLinks": [
{
"href": "https://www.komodohealth.com/press/",
"text": "PressStay informed with Komodo’s newsroom: your source for company updates, product launches, and industry insights.",
"html": "<a class=\"mega-menu-link\" href=\"https://www.komodohealth.com/press/\"><span class=\"mega-description-group\"><span class=\"mega-menu-title\">Press</span><span class=\"mega-menu-description\">Stay informed with Komodo’s newsroom: your source for company updates, product launches, and industry insights.</span></span></a>"
},
{
"href": "https://www.linkedin.com/company/komodo-health/",
"text": "",
"html": "<a class=\"elementor-icon elementor-social-icon elementor-social-icon- elementor-repeater-item-cf7fdae\" href=\"https://www.linkedin.com/company/komodo-health/\" target=\"_blank\"> <span class=\"elementor-screen-only\"></span> <svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 448 512\"><path d=\"m100.3 448h-92.9v-299.1h92.9zm-46.5-339.9c-29.7 0-53.8-24.6-53.8-54.3a53.8 53.8 0 0 1 107.6 0c0 29.7-24.1 54.3-53.8 54.3zm394.1 339.9h-92.7v-145.6c0-34.7-.7-79.2-48.3-79.2-48.3 0-55.7 37.7-55.7 76.7v148.1h-9..."
},
{
"href": "https://www.komodohealth.com/company/",
"text": "Company",
"html": "<a href=\"https://www.komodohealth.com/company/\" class=\"elementor-item\">Company</a>"
},
{
"href": "https://www.komodohealth.com/company/",
"text": "Company",
"html": "<a href=\"https://www.komodohealth.com/company/\" class=\"elementor-item\">Company</a>"
}
],
"contactLinks": [
{
"href": "https://www.komodohealth.com/qe-reports/",
"text": "QE ReportsSee how our CMS Qualified Entity certification helps us reduce the burden of disease.",
"html": "<a class=\"mega-menu-link\" href=\"https://www.komodohealth.com/qe-reports/\"><span class=\"mega-description-group\"><span class=\"mega-menu-title\">QE Reports</span><span class=\"mega-menu-description\">See how our CMS Qualified Entity certification helps us reduce the burden of disease.</span></span></a>"
},
{
"href": "https://komodohealthsupport.zendesk.com/hc/en-us",
"text": "Support",
"html": "<a class=\"mega-menu-link\" href=\"https://komodohealthsupport.zendesk.com/hc/en-us\">Support</a>"
},
{
"href": "https://www.komodohealth.com/contact/",
"text": "Contact Us",
"html": "<a class=\"mega-menu-link\" href=\"https://www.komodohealth.com/contact/\">Contact Us</a>"
},
{
"href": "https://komodohealthsupport.zendesk.com/hc/en-us",
"text": "Support",
"html": "<a href=\"https://komodohealthsupport.zendesk.com/hc/en-us\" class=\"elementor-item\">Support</a>"
},
{
"href": "https://www.komodohealth.com/contact/",
"text": "Contact Us",
"html": "<a href=\"https://www.komodohealth.com/contact/\" class=\"elementor-item\">Contact Us</a>"
},
{
"href": "https://komodohealthsupport.zendesk.com/hc/en-us",
"text": "Support",
"html": "<a href=\"https://komodohealthsupport.zendesk.com/hc/en-us\" class=\"elementor-item\">Support</a>"
},
{
"href": "https://www.komodohealth.com/contact/",
"text": "Contact Us",
"html": "<a href=\"https://www.komodohealth.com/contact/\" class=\"elementor-item\">Contact Us</a>"
}
],
"privacyLinks": [
{
"href": "https://www.komodohealth.com/privacy-notice/",
"text": "Privacy Notice",
"html": "<a href=\"https://www.komodohealth.com/privacy-notice/\">Privacy Notice</a>"
},
{
"href": "https://www.komodohealth.com/privacy-notice/",
"text": "Privacy Notice",
"html": "<a href=\"https://www.komodohealth.com/privacy-notice/\" class=\"elementor-item\">Privacy Notice</a>"
},
{
"href": "https://www.komodohealth.com/global-expert-privacy-notice/",
"text": "Global Expert Privacy Notice",
"html": "<a href=\"https://www.komodohealth.com/global-expert-privacy-notice/\" class=\"elementor-item\">Global Expert Privacy Notice</a>"
},
{
"href": "https://www.komodohealth.com/terms-of-service/",
"text": "Terms of Service",
"html": "<a href=\"https://www.komodohealth.com/terms-of-service/\" class=\"elementor-item\">Terms of Service</a>"
},
{
"href": "https://komodohealth-privacy.my.onetrust.com/webform/5c3cf8b1-3cf1-422d-84d5-618844b7316f/580adaab-6481-479f-9643-50464eea9863",
"text": "Do Not Sell My Info",
"html": "<a href=\"https://komodohealth-privacy.my.onetrust.com/webform/5c3cf8b1-3cf1-422d-84d5-618844b7316f/580adaab-6481-479f-9643-50464eea9863\" class=\"elementor-item\">Do Not Sell My Info</a>"
},
{
"href": "https://www.komodohealth.com/privacy-notice/",
"text": "Privacy Notice",
"html": "<a href=\"https://www.komodohealth.com/privacy-notice/\" class=\"elementor-item\">Privacy Notice</a>"
},
{
"href": "https://www.komodohealth.com/global-expert-privacy-notice/",
"text": "Global Expert Privacy Notice",
"html": "<a href=\"https://www.komodohealth.com/global-expert-privacy-notice/\" class=\"elementor-item\">Global Expert Privacy Notice</a>"
},
{
"href": "https://www.komodohealth.com/terms-of-service/",
"text": "Terms of Service",
"html": "<a href=\"https://www.komodohealth.com/terms-of-service/\" class=\"elementor-item\">Terms of Service</a>"
},
{
"href": "https://komodohealth-privacy.my.onetrust.com/webform/5c3cf8b1-3cf1-422d-84d5-618844b7316f/580adaab-6481-479f-9643-50464eea9863",
"text": "Do Not Sell My Info",
"html": "<a href=\"https://komodohealth-privacy.my.onetrust.com/webform/5c3cf8b1-3cf1-422d-84d5-618844b7316f/580adaab-6481-479f-9643-50464eea9863\" class=\"elementor-item\">Do Not Sell My Info</a>"
},
{
"href": "https://www.komodohealth.com/privacy-notice",
"text": "Cookie Notice",
"html": "<a class=\"ot-cookie-policy-link\" href=\"https://www.komodohealth.com/privacy-notice\" aria-label=\"More information about your privacy, opens in a new tab\">Cookie Notice</a>"
}
],
"score": 40,
"weight": 22
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer-first sections
AEO: Answer-first sections scored 65/100 and needs improvement.
5 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer-first sections
AEO: Answer-first sections scored 65/100 and needs improvement.
Needs attention
AEO: Answer-first sections
Issue
10 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": 13,
"passing": 3,
"failing": [
{
"heading": "Three Layers and One PlatformBuilt to Work As One",
"headingHtml": "<h3 class=\"h2\">Three Layers and One Platform<br><span class=\"highlight-text\">Built to Work As One</span></h3>",
"firstParagraph": "Three things hold most healthcare analytics back: data that arrives unready, AI that was built for something else, and workflows your people have to work around. Komodo was built to address all three.",
"paragraphHtml": "<p>Three things hold most healthcare analytics back: data that arrives unready, AI that was built for something else, and workflows your people have to work around. Komodo was built to address all three.</p>",
"words": 33,
"direct": false,
"issue": "First paragraph is 33 words and does not look like a concise direct answer."
},
{
"heading": "Foundation: Healthcare Map The Data Every Defensible Answer Runs On",
"headingHtml": "<h3><span class=\"pre-title\">Foundation: Healthcare Map</span> The Data Every Defensible Answer Runs On</h3>",
"firstParagraph": "1 trillion+ linked records. 330M+ patient journeys, refreshed daily. The most complete U.S. healthcare data foundation ever assembled. Everything runs on this.",
"paragraphHtml": "<p class=\"intro-text\">1 trillion+ linked records. 330M+ patient journeys, refreshed daily. The most complete U.S. healthcare data foundation ever assembled. Everything runs on this.</p>",
"words": 23,
"direct": false,
"issue": "First paragraph is 23 words and does not look like a concise direct answer."
},
{
"heading": "Intelligence Layer: Marmot Healthcare AI That Shows Its Work",
"headingHtml": "<h3><span class=\"pre-title\">Intelligence Layer: Marmot </span>Healthcare AI That Shows Its Work</h3>",
"firstParagraph": "Built on 1M+ validated healthcare analyses. Every output reproducible, auditable, and tested against benchmarks before it reaches you.",
"paragraphHtml": "<p>Built on 1M+ validated healthcare analyses. Every output reproducible, auditable, and tested against benchmarks before it reaches you.</p>",
"words": 18,
"direct": false,
"issue": "First paragraph is 18 words and does not look like a concise direct answer."
},
{
"heading": "Interaction Layer: Komodo HomeWhere Every Komodo Journey Begins",
"headingHtml": "<h3><span class=\"pre-title\">Interaction Layer: Komodo Home</span>Where Every Komodo Journey Begins</h3>",
"firstParagraph": "Ask questions, run workflows, and build what your team needs. One place. Everything connected to the intelligence underneath.",
"paragraphHtml": "<p>Ask questions, run workflows, and build what your team needs. One place. Everything connected to the intelligence underneath.</p>",
"words": 18,
"direct": false,
"issue": "First paragraph is 18 words and does not look like a concise direct answer."
},
{
"heading": "“Komodo has significantly impacted my business by enhancing our data analytics and insights capabilities. Since integrating Komodo, I have seen a 20% improvement in data accuracy and a 15% increase in operational efficiency.”",
"headingHtml": "<h2 class=\"message-text\">“Komodo has significantly impacted my business by enhancing our data analytics and insights capabilities. Since integrating Komodo, I have seen a 20% improvement in data accuracy and a 15% increase in operational efficiency.”</h2>",
"firstParagraph": "Sales Leader· Top 20 Pharma",
"paragraphHtml": "<p class=\"elementor-image-box-description\">Sales Leader<span class=\"testimonial-ellipse\">·</span> Top 20 Pharma</p>",
"words": 5,
"direct": false,
"issue": "First paragraph is 5 words and does not look like a concise direct answer."
},
{
"heading": "Fast Answers You Can Trust Know the Answer Is Right Every Time You Ask",
"headingHtml": "<h2><span class=\"pre-title highlight-text\"> Fast Answers You Can Trust <br></span>Know the Answer Is Right Every Time You Ask</h2>",
"firstParagraph": "Most organizations choose between speed and accuracy. Rush the work and you get something that arrives on time but can’t be supported. Take the time to do it right and the decision has already been made. Komodo eliminates that trade-off. Verified answers, grounded in complete data, returned fast enough to act on. Ev...",
"paragraphHtml": "<p>Most organizations choose between speed and accuracy. Rush the work and you get something that arrives on time but can’t be supported. Take the time to do it right and the decision has already been made. Komodo eliminates that trade-off. Verified answers, grounded in complete data, returned fast enough to act on. Every time.</p>",
"words": 55,
"direct": false,
"issue": "First paragraph is 55 words and does not look like a concise direct answer."
},
{
"heading": "See What Your Team Becomes When the Intelligence Is Right",
"headingHtml": "<h2>See What Your Team Becomes When the Intelligence Is Right</h2>",
"firstParagraph": "Walk through a live workflow with one of our experts built around your therapeutic area, your questions, and your team’s specific use cases. Not a generic demo. A conversation about what becomes possible.",
"paragraphHtml": "<p>Walk through a live workflow with one of our experts built around your therapeutic area, your questions, and your team’s specific use cases. Not a generic demo. A conversation about what becomes possible.</p>",
"words": 34,
"direct": false,
"issue": "First paragraph is 34 words and does not look like a concise direct answer."
},
{
"heading": "Get Komodo’s Latest Insights in Your Inbox",
"headingHtml": "<h2>Get Komodo’s Latest Insights in Your Inbox</h2>",
"firstParagraph": "By providing your email address, you agree to receive marketing communications from Komodo Health. For more information on how we process personal information, please refer to our published Privacy Notice.",
"paragraphHtml": "<p class=\"small-text\"><em>By providing your email address, you agree to receive marketing communications from Komodo Health. For more information on how we process personal information, please refer to our published <a href=\"https://www.komodohealth.com/privacy-notice/\">Privacy Notice</a>.</em></p>",
"words": 30,
"direct": false,
"issue": "First paragraph is 30 words and does not look like a concise direct answer."
},
{
"heading": "Cookie Settings",
"headingHtml": "<h2 id=\"ot-pc-title\">Cookie Settings</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Back",
"headingHtml": "<h3>Back</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
AEO: Question-led structure
AEO: Question-led structure scored 50/100 and needs improvement.
4 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Question-led structure
AEO: Question-led structure scored 50/100 and needs improvement.
Needs attention
AEO: Question-led structure
Issue
No question-led h2 sections or FAQ pattern was detected.
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: 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": 7,
"questionH2s": [],
"hasFaq": false,
"score": 50,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Explanatory content depth
GEO: Explanatory content depth scored 75/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Explanatory content depth
GEO: Explanatory content depth scored 75/100 and needs improvement.
Needs attention
GEO: Explanatory content depth
Issue
7 explanatory paragraph(s) could be stronger for citation or AI extraction.
Details
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Explanatory content depth
Score
75/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for AI answer engines to extract, cite, and attribute.
Result
GEO: Explanatory content depth scored 75/100 and needs improvement.
Evidence
{
"candidatePassages": 7,
"citablePassages": 0,
"failingCandidateParagraphs": [
{
"index": 11,
"heading": "H2: Fast Answers You Can Trust Know the Answer Is Right Every Time You Ask",
"text": "Most organizations choose between speed and accuracy. Rush the work and you get something that arrives on time but can’t be supported. Take the time to do it right and the decision has already been made. Komodo eliminates that trade-off. Verified answers, grounded in complete data, returned fast enough to act on. Every time.",
"words": 55,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (55 words; target 80-220)."
],
"html": "<p>Most organizations choose between speed and accuracy. Rush the work and you get something that arrives on time but can’t be supported. Take the time to do it right and the decision has already been made. Komodo eliminates that trade-off. Verified answers, grounded in complete data, returned fast enough to act on. Every time.</p>"
},
{
"index": 13,
"heading": "H2: Freedom, by Design No One Else Can Copy What You Build Here",
"text": "Other platforms hand you a model and ask you to fit your work into it. Komodo works the other way. Your questions, your logic, your workflows: configured into the intelligence, not layered on top of something generic. The foundation underneath is one nobody else has. What you build here can’t be replicated. Built in, not bolted on.",
"words": 58,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (58 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p>Other platforms hand you a model and ask you to fit your work into it. Komodo works the other way. Your questions, your logic, your workflows: configured into the intelligence, not layered on top of something generic. The foundation underneath is one nobody else has. What you build here can’t be replicated. Built in, not bolted on.</p>"
},
{
"index": 15,
"heading": "H2: Build What Nobody Else Can Match Ask the Questions You Stopped Asking",
"text": "The ceiling on your ambition isn’t data quality or time, it’s the scope of the questions you can confidently pursue. Every time a complex question takes months or returns an unsupported answer, you lose momentum. Komodo is the platform that removes that ceiling. Use plain language to launch complex, multi-step workflows. Get auditable, validated insights in minutes. This speed and certainty allow your team to stop...",
"words": 74,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (74 words; target 80-220)."
],
"html": "<p>The ceiling on your ambition isn’t data quality or time, it’s the scope of the questions you can confidently pursue. Every time a complex question takes months or returns an unsupported answer, you lose momentum. Komodo is the platform that removes that ceiling. Use plain language to launch complex, multi-step workflows. Get auditable, validated insights in minutes. This speed and certainty allow your team to stop proving facts and start driving transformation.</p>"
},
{
"index": 21,
"heading": "H4: Essential Cookies",
"text": "Essential cookies, also sometimes called strictly necessary cookies, are necessary for the website to function and cannot be switched off in our systems. They are usually only set in response to actions made by you which amount to a request for services, such as setting your privacy preferences, logging in or filling in forms. You can set your browser to block or alert you about these cookies, but some parts of th...",
"words": 77,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (77 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p class=\"ot-acc-grpdesc ot-category-desc\" id=\"ot-desc-id-C0001\">Essential cookies, also sometimes called strictly necessary cookies, are necessary for the website to function and cannot be switched off in our systems. They are usually only set in response to actions made by you which amount to a request for services, such as setting your privacy preferences, logging in or filling in forms. You can set your browser to block or alert you about these cookies, but some parts of the site will not..."
},
{
"index": 22,
"heading": "H4: Functional Cookies",
"text": "These cookies enable the website to provide enhanced functionality and personalization. They may be set by us or by third party providers whose services we have added to our pages. If you do not allow these cookies then some or all of these services may not function properly.",
"words": 48,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (48 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p class=\"ot-acc-grpdesc ot-category-desc\" id=\"ot-desc-id-C0003\">These cookies enable the website to provide enhanced functionality and personalization. They may be set by us or by third party providers whose services we have added to our pages. If you do not allow these cookies then some or all of these services may not function properly.</p>"
},
{
"index": 23,
"heading": "H4: Performance Cookies",
"text": "These cookies allow us to count visits and traffic sources so we can measure and improve the performance of our site. For example, they help us to know which pages are the most and least popular and see how visitors move around the site.",
"words": 44,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (44 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p class=\"ot-acc-grpdesc ot-category-desc\" id=\"ot-desc-id-C0002\">These cookies allow us to count visits and traffic sources so we can measure and improve the performance of our site. For example, they help us to know which pages are the most and least popular and see how visitors move around the site. </p>"
},
{
"index": 24,
"heading": "H4: Targeting Cookies",
"text": "These cookies may be set through our site by our advertising partners. They may be used by those companies to build a profile of your interests and show you relevant adverts on other sites. They are based on uniquely identifying your browser and internet device. If you do not allow these cookies, you will experience less targeted advertising/marketing.",
"words": 59,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (59 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p class=\"ot-acc-grpdesc ot-category-desc\" id=\"ot-desc-id-C0004\">These cookies may be set through our site by our advertising partners. They may be used by those companies to build a profile of your interests and show you relevant adverts on other sites. They are based on uniquely identifying your browser and internet device. If you do not allow these cookies, you will experience less targeted advertising/marketing.</p>"
}
],
"citableParagraphs": [],
"score": 75,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Answer block readiness
AIO: Answer block readiness scored 65/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Answer block readiness
AIO: Answer block readiness scored 65/100 and needs improvement.
Needs attention
AIO: Answer block readiness
Issue
10 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Answer block readiness
Score
65/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Answer block readiness scored 65/100 and needs improvement.
Evidence
{
"sectionCount": 13,
"passing": 3,
"failing": [
{
"heading": "Three Layers and One PlatformBuilt to Work As One",
"headingHtml": "<h3 class=\"h2\">Three Layers and One Platform<br><span class=\"highlight-text\">Built to Work As One</span></h3>",
"firstParagraph": "Three things hold most healthcare analytics back: data that arrives unready, AI that was built for something else, and workflows your people have to work around. Komodo was built to address all three.",
"paragraphHtml": "<p>Three things hold most healthcare analytics back: data that arrives unready, AI that was built for something else, and workflows your people have to work around. Komodo was built to address all three.</p>",
"words": 33,
"direct": false,
"issue": "First paragraph is 33 words and does not look like a concise direct answer."
},
{
"heading": "Foundation: Healthcare Map The Data Every Defensible Answer Runs On",
"headingHtml": "<h3><span class=\"pre-title\">Foundation: Healthcare Map</span> The Data Every Defensible Answer Runs On</h3>",
"firstParagraph": "1 trillion+ linked records. 330M+ patient journeys, refreshed daily. The most complete U.S. healthcare data foundation ever assembled. Everything runs on this.",
"paragraphHtml": "<p class=\"intro-text\">1 trillion+ linked records. 330M+ patient journeys, refreshed daily. The most complete U.S. healthcare data foundation ever assembled. Everything runs on this.</p>",
"words": 23,
"direct": false,
"issue": "First paragraph is 23 words and does not look like a concise direct answer."
},
{
"heading": "Intelligence Layer: Marmot Healthcare AI That Shows Its Work",
"headingHtml": "<h3><span class=\"pre-title\">Intelligence Layer: Marmot </span>Healthcare AI That Shows Its Work</h3>",
"firstParagraph": "Built on 1M+ validated healthcare analyses. Every output reproducible, auditable, and tested against benchmarks before it reaches you.",
"paragraphHtml": "<p>Built on 1M+ validated healthcare analyses. Every output reproducible, auditable, and tested against benchmarks before it reaches you.</p>",
"words": 18,
"direct": false,
"issue": "First paragraph is 18 words and does not look like a concise direct answer."
},
{
"heading": "Interaction Layer: Komodo HomeWhere Every Komodo Journey Begins",
"headingHtml": "<h3><span class=\"pre-title\">Interaction Layer: Komodo Home</span>Where Every Komodo Journey Begins</h3>",
"firstParagraph": "Ask questions, run workflows, and build what your team needs. One place. Everything connected to the intelligence underneath.",
"paragraphHtml": "<p>Ask questions, run workflows, and build what your team needs. One place. Everything connected to the intelligence underneath.</p>",
"words": 18,
"direct": false,
"issue": "First paragraph is 18 words and does not look like a concise direct answer."
},
{
"heading": "“Komodo has significantly impacted my business by enhancing our data analytics and insights capabilities. Since integrating Komodo, I have seen a 20% improvement in data accuracy and a 15% increase in operational efficiency.”",
"headingHtml": "<h2 class=\"message-text\">“Komodo has significantly impacted my business by enhancing our data analytics and insights capabilities. Since integrating Komodo, I have seen a 20% improvement in data accuracy and a 15% increase in operational efficiency.”</h2>",
"firstParagraph": "Sales Leader· Top 20 Pharma",
"paragraphHtml": "<p class=\"elementor-image-box-description\">Sales Leader<span class=\"testimonial-ellipse\">·</span> Top 20 Pharma</p>",
"words": 5,
"direct": false,
"issue": "First paragraph is 5 words and does not look like a concise direct answer."
},
{
"heading": "Fast Answers You Can Trust Know the Answer Is Right Every Time You Ask",
"headingHtml": "<h2><span class=\"pre-title highlight-text\"> Fast Answers You Can Trust <br></span>Know the Answer Is Right Every Time You Ask</h2>",
"firstParagraph": "Most organizations choose between speed and accuracy. Rush the work and you get something that arrives on time but can’t be supported. Take the time to do it right and the decision has already been made. Komodo eliminates that trade-off. Verified answers, grounded in complete data, returned fast enough to act on. Ev...",
"paragraphHtml": "<p>Most organizations choose between speed and accuracy. Rush the work and you get something that arrives on time but can’t be supported. Take the time to do it right and the decision has already been made. Komodo eliminates that trade-off. Verified answers, grounded in complete data, returned fast enough to act on. Every time.</p>",
"words": 55,
"direct": false,
"issue": "First paragraph is 55 words and does not look like a concise direct answer."
},
{
"heading": "See What Your Team Becomes When the Intelligence Is Right",
"headingHtml": "<h2>See What Your Team Becomes When the Intelligence Is Right</h2>",
"firstParagraph": "Walk through a live workflow with one of our experts built around your therapeutic area, your questions, and your team’s specific use cases. Not a generic demo. A conversation about what becomes possible.",
"paragraphHtml": "<p>Walk through a live workflow with one of our experts built around your therapeutic area, your questions, and your team’s specific use cases. Not a generic demo. A conversation about what becomes possible.</p>",
"words": 34,
"direct": false,
"issue": "First paragraph is 34 words and does not look like a concise direct answer."
},
{
"heading": "Get Komodo’s Latest Insights in Your Inbox",
"headingHtml": "<h2>Get Komodo’s Latest Insights in Your Inbox</h2>",
"firstParagraph": "By providing your email address, you agree to receive marketing communications from Komodo Health. For more information on how we process personal information, please refer to our published Privacy Notice.",
"paragraphHtml": "<p class=\"small-text\"><em>By providing your email address, you agree to receive marketing communications from Komodo Health. For more information on how we process personal information, please refer to our published <a href=\"https://www.komodohealth.com/privacy-notice/\">Privacy Notice</a>.</em></p>",
"words": 30,
"direct": false,
"issue": "First paragraph is 30 words and does not look like a concise direct answer."
},
{
"heading": "Cookie Settings",
"headingHtml": "<h2 id=\"ot-pc-title\">Cookie Settings</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Back",
"headingHtml": "<h3>Back</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
GEO: Extraction-friendly structure
GEO: Extraction-friendly structure scored 85/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Extraction-friendly structure
GEO: Extraction-friendly structure scored 85/100 and needs improvement.
Needs attention
GEO: Extraction-friendly structure
Issue
Missing extraction signals: optional top summary / TL;DR / key takeaways block, table with <thead> only if the page already has tabular/comparative data, ordered list only if the page explains a workflow/process, optional visible FAQ or FAQPage schema.
Details
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Extraction-friendly structure
Score
85/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for AI answer engines to extract, cite, and attribute.
Result
GEO: Extraction-friendly structure scored 85/100 and needs improvement.
Evidence
{
"hasSummary": false,
"tableCount": 0,
"tablesWithHead": 0,
"tablesMissingThead": [],
"orderedLists": 0,
"hasFaq": false,
"definitionPatterns": 4,
"schemaBlocks": 3,
"missingSignals": [
"optional top summary / TL;DR / key takeaways block",
"table with <thead> only if the page already has tabular/comparative data",
"ordered list only if the page explains a workflow/process",
"optional visible FAQ or FAQPage schema"
],
"score": 85,
"weight": 24
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Entity clarity
GEO: Entity clarity scored 88/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Entity clarity
GEO: Entity clarity scored 88/100 and needs improvement.
Needs attention
GEO: Entity clarity
Issue
Title/H1 terms missing from description: analytics, ask, any, question, about, answer.
Details
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Entity clarity
Score
88/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for AI answer engines to extract, cite, and attribute.
Result
GEO: Entity clarity scored 88/100 and needs improvement.
Evidence
{
"title": "Healthcare AI & Real-World Data Analytics for Life Sciences | Komodo Health",
"h1": "Ask Any Question About Healthcare and Get an Answer You Can Use",
"description": "Komodo Health combines the most complete real-world data foundation, validated healthcare AI, and purpose-built Life Sciences workflows, so your teams get verified answers fast enough to act on.",
"topicOverlap": 0.6,
"topicTerms": [
"healthcare",
"real",
"world",
"data",
"analytics",
"life",
"sciences",
"komodo",
"health",
"ask",
"any",
"question",
"about",
"get",
"answer"
],
"descriptionTerms": [
"komodo",
"health",
"combines",
"most",
"complete",
"real",
"world",
"data",
"foundation",
"validated",
"healthcare",
"purpose",
"built",
"life",
"sciences",
"workflows",
"teams",
"get",
"verified",
"answers"
],
"missingFromDescription": [
"analytics",
"ask",
"any",
"question",
"about",
"answer"
],
"score": 88,
"weight": 28
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Page experience for AIO
AIO: Page experience for AIO scored 80/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Page experience for AIO
AIO: Page experience for AIO scored 80/100 and needs improvement.
Needs attention
AIO: Page experience for AIO
Issue
2 image(s) are missing width/height attributes. 4 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
80/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Page experience for AIO scored 80/100 and needs improvement.
Evidence
{
"viewportContent": "width=device-width, initial-scale=1",
"visibleWords": 1329,
"htmlBytes": 252481,
"imagesMissingDimensions": [
{
"src": "https://cdn.cookielaw.org/logos/5c3cf8b1-3cf1-422d-84d5-618844b7316f/0c996fd3-1b05-4d3e-9b46-e0dd06d69907/9c14f2dc-f6fc-4986-a8cd-30268a61b269/kh-logo-full-for_black_bg.png",
"width": "",
"height": "",
"loading": "",
"html": "<img alt=\"Komodo Health Logo\" src=\"https://cdn.cookielaw.org/logos/5c3cf8b1-3cf1-422d-84d5-618844b7316f/0c996fd3-1b05-4d3e-9b46-e0dd06d69907/9c14f2dc-f6fc-4986-a8cd-30268a61b269/kh-logo-full-for_black_bg.png\">"
},
{
"src": "https://cdn.cookielaw.org/logos/static/powered_by_logo.svg",
"width": "",
"height": "",
"loading": "",
"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\">"
}
],
"possibleDialogs": [
"<div id=\"oms-search--overlay\" aria-hidden=\"true\" aria-labelledby=\"search-for-label\" role=\"dialog\" tabindex=\"-1\"> <div id=\"oms-search--overlay__toggle-layer\"></div> <div class=\"container-fluid\"> <div class=\"row flex-wrap flex-column\"> <div id=\"oms-search--overlay__form\"> <form role=\"search\" method=\"get\" class=\"oms-search--form form-inline\" action=\"https://www.komodohealth.com/\" data-hs-cf-bound=\"true\"> <div class=\"oms-search--form-group\"> <label id=\"search-for-label\" class=\"oms-search--form--l...",
"<div role=\"alertdialog\" aria-describedby=\"onetrust-policy-text\" aria-modal=\"true\" aria-label=\"Privacy\"><div class=\"ot-sdk-container\"><div class=\"ot-sdk-row\"><div id=\"onetrust-group-container\" class=\"ot-sdk-eight ot-sdk-columns\"><div class=\"banner_logo\"></div><div id=\"onetrust-policy\"><p id=\"onetrust-policy-text\">By clicking “Allow Cookies”, you agree to the storing of non-essential cookies on your device to enhance site functionality, analyze site usage, and assist in our market...",
"<div id=\"onetrust-pc-sdk\" class=\"otPcPanel ot-hide ot-fade-in right\" role=\"alertdialog\" aria-modal=\"true\" aria-describedby=\"ot-pc-desc\" lang=\"en\" aria-label=\"Cookie Settings\"><!-- PC Header --><div class=\"ot-pc-header\"><div class=\"ot-pc-logo\" role=\"img\" aria-label=\"Komodo Health Logo\"><img alt=\"Komodo Health Logo\" src=\"https://cdn.cookielaw.org/logos/5c3cf8b1-3cf1-422d-84d5-618844b7316f/0c996fd3-1b05-4d3e-9b46-e0dd06d69907/9c14f2dc-f6fc-4986-a8cd-30268a61b269/kh-logo-full-for_black_bg.png\"></...",
"<section id=\"ot-fltr-modal\"><div id=\"ot-fltr-cnt\"><button id=\"clear-filters-handler\">Clear</button><div class=\"ot-fltr-scrlcnt ot-pc-scrollbar\"><div class=\"ot-fltr-opts\"><div class=\"ot-fltr-opt\"><div class=\"ot-chkbox\"><input id=\"chkbox-id\" type=\"checkbox\" aria-checked=\"false\" class=\"category-filter-handler\"> <label for=\"chkbox-id\"><span class=\"ot-label-txt\">checkbox label</span></label> <span class=\"ot-label-status\">label</span></div></div></div><div class=\"ot-fltr-btns\"><button id=\"filter-ap..."
],
"score": 80,
"weight": 10
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer intent coverage
AEO: Answer intent coverage scored 70/100 and needs improvement.
1 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer intent coverage
AEO: Answer intent coverage scored 70/100 and needs improvement.
Needs attention
AEO: Answer intent coverage
Issue
Missing likely AI Overview intent sections: how, benefits, 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": "“Komodo has significantly impacted my business by enhancing our data analytics and insights capabilities. Since integrating Komodo, I have seen a 20% improvement in data accuracy and a 15% increase in operational efficiency.”",
"html": "<h2 class=\"message-text\">“Komodo has significantly impacted my business by enhancing our data analytics and insights capabilities. Since integrating Komodo, I have seen a 20% improvement in data accuracy and a 15% increase in operational efficiency.”</h2>"
},
{
"text": "Fast Answers You Can Trust Know the Answer Is Right Every Time You Ask",
"html": "<h2><span class=\"pre-title highlight-text\"> Fast Answers You Can Trust <br></span>Know the Answer Is Right Every Time You Ask</h2>"
},
{
"text": "Freedom, by Design No One Else Can Copy What You Build Here",
"html": "<h2><span class=\"pre-title highlight-text\">Freedom, by Design </span>No One Else Can Copy What You Build Here</h2>"
},
{
"text": "Build What Nobody Else Can Match Ask the Questions You Stopped Asking",
"html": "<h2><span class=\"pre-title highlight-text\">Build What Nobody Else Can Match </span>Ask the Questions You Stopped Asking</h2>"
},
{
"text": "See What Your Team Becomes When the Intelligence Is Right",
"html": "<h2>See What Your Team Becomes When the Intelligence Is Right</h2>"
},
{
"text": "Get Komodo’s Latest Insights in Your Inbox",
"html": "<h2>Get Komodo’s Latest Insights in Your Inbox</h2>"
},
{
"text": "Cookie Settings",
"html": "<h2 id=\"ot-pc-title\">Cookie Settings</h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is Healthcare AI & Real-World Data Analytics for...?",
"pattern": {}
},
{
"id": "how",
"label": "How does Healthcare AI & Real-World Data Analytics for... work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Healthcare AI & Real-World Data Analytics for...?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Healthcare AI & Real-World Data Analytics for... free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Healthcare AI & Real-World Data Analytics for... compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "how",
"label": "How does Healthcare AI & Real-World Data Analytics for... work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Healthcare AI & Real-World Data Analytics for...?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Healthcare AI & Real-World Data Analytics for... 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
Agent Ease of UseAPIEmerging recommendation
AI context endpoint
AI context endpoint is informational for this page.
Needs attention
AI context endpoint
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": 105334
},
{
"path": "/api/context",
"statusCode": 404,
"contentType": "text/html; charset=UTF-8",
"length": 105334
},
{
"path": "/context",
"statusCode": 404,
"contentType": "text/html; charset=UTF-8",
"length": 105334
}
]
},
"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
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Query intent coverage
AIO: Query intent coverage is informational for this page.
Needs attention
AIO: Query intent coverage
Issue
Missing likely AI Overview intent sections: how, benefits, 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": "“Komodo has significantly impacted my business by enhancing our data analytics and insights capabilities. Since integrating Komodo, I have seen a 20% improvement in data accuracy and a 15% increase in operational efficiency.”",
"html": "<h2 class=\"message-text\">“Komodo has significantly impacted my business by enhancing our data analytics and insights capabilities. Since integrating Komodo, I have seen a 20% improvement in data accuracy and a 15% increase in operational efficiency.”</h2>"
},
{
"text": "Fast Answers You Can Trust Know the Answer Is Right Every Time You Ask",
"html": "<h2><span class=\"pre-title highlight-text\"> Fast Answers You Can Trust <br></span>Know the Answer Is Right Every Time You Ask</h2>"
},
{
"text": "Freedom, by Design No One Else Can Copy What You Build Here",
"html": "<h2><span class=\"pre-title highlight-text\">Freedom, by Design </span>No One Else Can Copy What You Build Here</h2>"
},
{
"text": "Build What Nobody Else Can Match Ask the Questions You Stopped Asking",
"html": "<h2><span class=\"pre-title highlight-text\">Build What Nobody Else Can Match </span>Ask the Questions You Stopped Asking</h2>"
},
{
"text": "See What Your Team Becomes When the Intelligence Is Right",
"html": "<h2>See What Your Team Becomes When the Intelligence Is Right</h2>"
},
{
"text": "Get Komodo’s Latest Insights in Your Inbox",
"html": "<h2>Get Komodo’s Latest Insights in Your Inbox</h2>"
},
{
"text": "Cookie Settings",
"html": "<h2 id=\"ot-pc-title\">Cookie Settings</h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is Healthcare AI & Real-World Data Analytics for...?",
"pattern": {}
},
{
"id": "how",
"label": "How does Healthcare AI & Real-World Data Analytics for... work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Healthcare AI & Real-World Data Analytics for...?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Healthcare AI & Real-World Data Analytics for... free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Healthcare AI & Real-World Data Analytics for... compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "how",
"label": "How does Healthcare AI & Real-World Data Analytics for... work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Healthcare AI & Real-World Data Analytics for...?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Healthcare AI & Real-World Data Analytics for... compare with alternatives?",
"pattern": {}
}
],
"score": 70,
"weight": 4
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Q&A and FAQ opportunities
GEO: Q&A and FAQ opportunities is informational for this page.
Informational
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Q&A and FAQ opportunities
GEO: Q&A and FAQ opportunities is informational for this page.
Needs attention
GEO: Q&A and FAQ opportunities
Issue
7 h2 heading(s) are not phrased as questions; this is optional and only useful where Q&A wording is natural. No visible FAQ or FAQPage schema was detected; this is optional unless the page answers common questions.
Details
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Q&A and FAQ opportunities
Score
75/100
Status
informational
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for AI answer engines to extract, cite, and attribute.
Result
GEO: Q&A and FAQ opportunities is informational for this page.
Evidence
{
"h2Count": 7,
"questionH2s": 0,
"hasFaq": false,
"nonQuestionH2s": [
{
"index": 1,
"text": "“Komodo has significantly impacted my business by enhancing our data analytics and insights capabilities. Since integrating Komodo, I have seen a 20% improvement in data accuracy and a 15% increase in operational efficiency.”",
"isQuestion": false,
"html": "<h2 class=\"message-text\">“Komodo has significantly impacted my business by enhancing our data analytics and insights capabilities. Since integrating Komodo, I have seen a 20% improvement in data accuracy and a 15% increase in operational efficiency.”</h2>"
},
{
"index": 2,
"text": "Fast Answers You Can Trust Know the Answer Is Right Every Time You Ask",
"isQuestion": false,
"html": "<h2><span class=\"pre-title highlight-text\"> Fast Answers You Can Trust <br></span>Know the Answer Is Right Every Time You Ask</h2>"
},
{
"index": 3,
"text": "Freedom, by Design No One Else Can Copy What You Build Here",
"isQuestion": false,
"html": "<h2><span class=\"pre-title highlight-text\">Freedom, by Design </span>No One Else Can Copy What You Build Here</h2>"
},
{
"index": 4,
"text": "Build What Nobody Else Can Match Ask the Questions You Stopped Asking",
"isQuestion": false,
"html": "<h2><span class=\"pre-title highlight-text\">Build What Nobody Else Can Match </span>Ask the Questions You Stopped Asking</h2>"
},
{
"index": 5,
"text": "See What Your Team Becomes When the Intelligence Is Right",
"isQuestion": false,
"html": "<h2>See What Your Team Becomes When the Intelligence Is Right</h2>"
},
{
"index": 6,
"text": "Get Komodo’s Latest Insights in Your Inbox",
"isQuestion": false,
"html": "<h2>Get Komodo’s Latest Insights in Your Inbox</h2>"
},
{
"index": 7,
"text": "Cookie Settings",
"isQuestion": false,
"html": "<h2 id=\"ot-pc-title\">Cookie Settings</h2>"
}
],
"score": 75,
"weight": 4
}AI DiscoverabilityDiscoverabilityEstablished
IndexNow key
IndexNow key is informational for this page.
Informational
AI DiscoverabilityDiscoverabilityEstablished
IndexNow key
IndexNow key is informational for this page.
Needs attention
IndexNow key
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."
}
]
}Performance and AccessibilityBest PracticesBrowser audit
Issues were logged in the `Issues` panel in Chrome Devtools
100 Fail
Performance and AccessibilityBest PracticesBrowser audit
Issues were logged in the `Issues` panel in Chrome Devtools
Check name
Issues were logged in the `Issues` panel in Chrome Devtools
Score
0/100
Status
fail
Device
desktop
Category
Best Practices
Fix guidance
Issues logged to the `Issues` panel in Chrome Devtools indicate unresolved problems. They can come from network request failures, insufficient security controls, and other browser concerns. Open up the Issues panel in Chrome DevTools for more details on each issue.
Evidence
{
"description": "Issues logged to the `Issues` panel in Chrome Devtools indicate unresolved problems. They can come from network request failures, insufficient security controls, and other browser concerns. Open up the Issues panel in Chrome DevTools for more details on each issue."
}Performance and AccessibilityPerformanceBrowser audit
Forced reflow
14 Fail
Performance and AccessibilityPerformanceBrowser audit
Forced reflow
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
Links do not have a discernible name
14 Fail
Performance and AccessibilityPerformanceBrowser audit
Links do not have a discernible name
Check name
Links do not have a discernible name
Score
0/100
Status
fail
Device
desktop
Category
Performance
Fix guidance
Link text (and alternate text for images, when used as links) that is discernible, unique, and focusable improves the navigation experience for screen reader users. [Learn how to make links accessible](https://dequeuniversity.com/rules/axe/4.11/link-name).
References
https://web.dev/learn/performance/Evidence
{
"description": "Link text (and alternate text for images, when used as links) that is discernible, unique, and focusable improves the navigation experience for screen reader users. [Learn how to make links accessible](https://dequeuniversity.com/rules/axe/4.11/link-name)."
}Performance and AccessibilityPerformanceBrowser audit
Network dependency tree
14 Fail
Performance and AccessibilityPerformanceBrowser audit
Network dependency tree
Check name
Network dependency tree
Score
0/100
Status
fail
Device
desktop
Category
Performance
Fix guidance
[Avoid chaining critical requests](https://developer.chrome.com/docs/performance/insights/network-dependency-tree) by reducing the length of chains, reducing the download size of resources, or deferring the download of unnecessary resources to improve page load.
References
https://web.dev/learn/performance/Evidence
{
"description": "[Avoid chaining critical requests](https://developer.chrome.com/docs/performance/insights/network-dependency-tree) by reducing the length of chains, reducing the download size of resources, or deferring the download of unnecessary resources to improve page load."
}Performance and AccessibilityPerformanceBrowser audit
Use efficient cache lifetimes
14 Fail
Performance and AccessibilityPerformanceBrowser audit
Use efficient cache lifetimes
Check name
Use efficient cache lifetimes
Score
0/100
Status
fail
Device
desktop
Category
Performance
Estimated savings
Est savings of 360 KiB
Fix guidance
A long cache lifetime can speed up repeat visits to your page. [Learn more about caching](https://developer.chrome.com/docs/performance/insights/cache).
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 360 KiB",
"description": "A long cache lifetime can speed up repeat visits to your page. [Learn more about caching](https://developer.chrome.com/docs/performance/insights/cache)."
}Performance and AccessibilityPerformanceBrowser audit
Minify JavaScript
7 Warning
Performance and AccessibilityPerformanceBrowser audit
Minify JavaScript
Check name
Minify JavaScript
Score
50/100
Status
warning
Device
desktop
Category
Performance
Estimated savings
Est savings of 4 KiB
Fix guidance
Minifying JavaScript files can reduce payload sizes and script parse time. [Learn how to minify JavaScript](https://developer.chrome.com/docs/lighthouse/performance/unminified-javascript/).
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 4 KiB",
"description": "Minifying JavaScript files can reduce payload sizes and script parse time. [Learn how to minify JavaScript](https://developer.chrome.com/docs/lighthouse/performance/unminified-javascript/).",
"numericValue": 0
}Performance and AccessibilityPerformanceBrowser audit
Reduce unused CSS
7 Warning
Performance and AccessibilityPerformanceBrowser audit
Reduce unused CSS
Check name
Reduce unused CSS
Score
50/100
Status
warning
Device
desktop
Category
Performance
Estimated savings
Est savings of 40 KiB
Fix guidance
Reduce unused rules from stylesheets and defer CSS not used for above-the-fold content to decrease bytes consumed by network activity. [Learn how to reduce unused CSS](https://developer.chrome.com/docs/lighthouse/performance/unused-css-rules/).
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 40 KiB",
"description": "Reduce unused rules from stylesheets and defer CSS not used for above-the-fold content to decrease bytes consumed by network activity. [Learn how to reduce unused CSS](https://developer.chrome.com/docs/lighthouse/performance/unused-css-rules/).",
"numericValue": 0
}Performance and AccessibilityPerformanceBrowser audit
Loading performance
4 Fail
Performance and AccessibilityPerformanceBrowser audit
Loading performance
Check name
Loading performance
Score
72/100
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": "total-blocking-time",
"title": "Total Blocking Time",
"score": 79,
"displayValue": "200 ms",
"numericValue": 202
},
{
"id": "server-response-time",
"title": "Initial server response time was short",
"score": 100,
"displayValue": "Root document took 20 ms",
"numericValue": 21
},
{
"id": "largest-contentful-paint",
"title": "Largest Contentful Paint",
"score": 21,
"displayValue": "3.7 s",
"numericValue": 3706.206894351819
},
{
"id": "max-potential-fid",
"title": "Max Potential First Input Delay",
"score": 85,
"displayValue": "150 ms",
"numericValue": 145
},
{
"id": "speed-index",
"title": "Speed Index",
"score": 41,
"displayValue": "2.5 s",
"numericValue": 2532.9866406404008
},
{
"id": "interactive",
"title": "Time to Interactive",
"score": 65,
"displayValue": "3.7 s",
"numericValue": 3725.1520680462822
},
{
"id": "network-rtt",
"title": "Network Round Trip Times",
"score": 100,
"displayValue": "10 ms",
"numericValue": 13.087034999999997
},
{
"id": "first-contentful-paint",
"title": "First Contentful Paint",
"score": 83,
"displayValue": "1.1 s",
"numericValue": 1056.0324272050098
}
]
}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.
| Scan date | Score | Readiness | Report |
|---|---|---|---|
| 60/100 | Level 3, Bot-Aware | Current report |