Export Report
OVERALL SCORE
Level 2, Agent-Limited
- AI Discoverability 38 out of 100
- Agent Ease of Use 6 out of 100
- Security & Trust 20 out of 100
- GEO, AIO and AEO 65 out of 100
- SEO 85 out of 100
- Performance and Accessibility 72 out of 100
What AI sees of your website
Contentsquare: all-in-one experience intelligence platform
The AI-powered Contentsquare platform unlocks insights to engage, convert, and retain with Experience and Product Analytics and Voice of Customer tools.
Next step
Turn this report into a fix workflow
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| Metric | Score | Status | Passed | Failed | Warning | Evidence |
|---|---|---|---|---|---|---|
| AI Discoverability | 38 | Priority fix | 8 | 16 | 0 | View details |
| Discoverability | 29 | Priority fix | 2 | 7 | 0 | View details |
| Content Readiness | 50 | Needs work | 5 | 6 | 0 | View details |
| Bot Access Control | 33 | Priority fix | 1 | 3 | 0 | View details |
| Agent Ease of Use | 6 | Priority fix | 4 | 29 | 3 | View details |
| API | 0 | Priority fix | 0 | 6 | 0 | View details |
| Auth | Not Applicable | Not Applicable | 0 | 7 | 0 | View details |
| MCP | 13 | Priority fix | 0 | 6 | 2 | View details |
| Skill Discovery | 5 | Priority fix | 0 | 10 | 1 | View details |
| Agent Commerce | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| GEO, AIO and AEO | 65 | Needs work | 3 | 3 | 13 | View details |
| GEO Readiness | 77 | Mostly ready | 1 | 0 | 4 | |
| AIO Readiness | 54 | Needs work | 1 | 2 | 4 | View details |
| AEO Readiness | 63 | Needs work | 1 | 1 | 5 | View details |
| SEO | 85 | Mostly ready | 9 | 2 | 0 | View details |
| SEO | 85 | Mostly ready | 9 | 2 | 0 | View details |
| Security & Trust | 20 | Priority fix | 5 | 4 | 0 | View details |
| Security & Trust | 20 | Priority fix | 1 | 4 | 0 | View details |
| AI Training Exposure | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| Performance and Accessibility | 72 | Needs work | 22 | 4 | 0 | View details |
| Performance | 63 | Needs work | 16 | 1 | 0 | View details |
| Accessibility | 88 | Mostly ready | 6 | 3 | 0 | View details |
Prioritized recommendations
Issues ranked by score impact
51 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><html lang=\"en\"><head><meta charSet=\"utf-8\"/><title>404</title><meta name=\"robots\" content=\"index,follow\"/><meta property=\"og:title\" content=\"404\"/><meta property=\"og:url\" content=\"https://contentsquare.com/404/\"/><meta property=\"og:image\"/><link rel=\"canonical\" href=\"https://contentsquare.com/404/\"/><meta name=\"viewport\" content=\"initial-scale=1.0, width=device-width\"/><link rel=\"apple-touch-icon\" sizes=\"180x180\" href=\"/favicons/apple-touch-icon.png\"/><link rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/favicons/favicon-32x32.png\"/><link rel=\"icon\" type=\"image/png\" sizes=\"16x16\" href=\"/favicons/favicon-16x16.png\"/><link rel=\"manifest\" href=\"/favicons/site.webmanifest\"/><link rel=\"mask-icon\" href=\"/favicons/safari-pinned-tab.svg\" color=\"#440220\"/><link rel=\"shortcut icon\" "
},
"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 DiscoverabilityBot Access ControlInformational
Content Signal
Content Signal is missing or incomplete.
50 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
}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; charset=utf-8" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.
Why it matters
OpenAPI documents let agents understand available operations, schemas, authentication, and request formats before calling an API.
Check name
OpenAPI discovery
Score
0/100
Status
fail
Category
API
Maturity
Established
Goal
Publish a valid OpenAPI or Swagger document for API discovery.
Result
OpenAPI discovery failed at "Find valid OpenAPI document".
Validation steps
Find valid OpenAPI document
OpenAPI YAML document did not match the expected shape. Content-Type "text/html; charset=utf-8" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Find valid OpenAPI document",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/openapi.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\"/><title>404</title><meta name=\"robots\" content=\"index,follow\"/><meta property=\"og:title\" content=\"404\"/><meta property=\"og:url\" content=\"https://contentsquare.com/404/\"/><meta property=\"og:image\"/><link rel=\"canonical\" href=\"https://contentsquare.com/404/\"/><meta name=\"viewport\" content=\"initial-scale=1.0, width=device-width\"/><link rel=\"apple-touch-icon\" sizes=\"180x180\" href=\"/favicons/apple-touch-icon.png\"/><link rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/favicons/favicon-32x32.png\"/><link rel=\"icon\" type=\"image/png\" sizes=\"16x16\" href=\"/favicons/favicon-16x16.png\"/><link rel=\"manifest\" href=\"/favicons/site.webmanifest\"/><link rel=\"mask-icon\" href=\"/favicons/safari-pinned-tab.svg\" color=\"#440220\"/><link rel=\"shortcut icon\" "
},
{
"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><html lang=\"en\"><head><meta charSet=\"utf-8\"/><title>404</title><meta name=\"robots\" content=\"index,follow\"/><meta property=\"og:title\" content=\"404\"/><meta property=\"og:url\" content=\"https://contentsquare.com/404/\"/><meta property=\"og:image\"/><link rel=\"canonical\" href=\"https://contentsquare.com/404/\"/><meta name=\"viewport\" content=\"initial-scale=1.0, width=device-width\"/><link rel=\"apple-touch-icon\" sizes=\"180x180\" href=\"/favicons/apple-touch-icon.png\"/><link rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/favicons/favicon-32x32.png\"/><link rel=\"icon\" type=\"image/png\" sizes=\"16x16\" href=\"/favicons/favicon-16x16.png\"/><link rel=\"manifest\" href=\"/favicons/site.webmanifest\"/><link rel=\"mask-icon\" href=\"/favicons/safari-pinned-tab.svg\" color=\"#440220\"/><link rel=\"shortcut icon\" "
},
{
"path": "/swagger.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\"/><title>404</title><meta name=\"robots\" content=\"index,follow\"/><meta property=\"og:title\" content=\"404\"/><meta property=\"og:url\" content=\"https://contentsquare.com/404/\"/><meta property=\"og:image\"/><link rel=\"canonical\" href=\"https://contentsquare.com/404/\"/><meta name=\"viewport\" content=\"initial-scale=1.0, width=device-width\"/><link rel=\"apple-touch-icon\" sizes=\"180x180\" href=\"/favicons/apple-touch-icon.png\"/><link rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/favicons/favicon-32x32.png\"/><link rel=\"icon\" type=\"image/png\" sizes=\"16x16\" href=\"/favicons/favicon-16x16.png\"/><link rel=\"manifest\" href=\"/favicons/site.webmanifest\"/><link rel=\"mask-icon\" href=\"/favicons/safari-pinned-tab.svg\" color=\"#440220\"/><link rel=\"shortcut icon\" "
},
{
"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><html lang=\"en\"><head><meta charSet=\"utf-8\"/><title>404</title><meta name=\"robots\" content=\"index,follow\"/><meta property=\"og:title\" content=\"404\"/><meta property=\"og:url\" content=\"https://contentsquare.com/404/\"/><meta property=\"og:image\"/><link rel=\"canonical\" href=\"https://contentsquare.com/404/\"/><meta name=\"viewport\" content=\"initial-scale=1.0, width=device-width\"/><link rel=\"apple-touch-icon\" sizes=\"180x180\" href=\"/favicons/apple-touch-icon.png\"/><link rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/favicons/favicon-32x32.png\"/><link rel=\"icon\" type=\"image/png\" sizes=\"16x16\" href=\"/favicons/favicon-16x16.png\"/><link rel=\"manifest\" href=\"/favicons/site.webmanifest\"/><link rel=\"mask-icon\" href=\"/favicons/safari-pinned-tab.svg\" color=\"#440220\"/><link rel=\"shortcut icon\" "
},
{
"path": "/api/openapi.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\"/><title>404</title><meta name=\"robots\" content=\"index,follow\"/><meta property=\"og:title\" content=\"404\"/><meta property=\"og:url\" content=\"https://contentsquare.com/404/\"/><meta property=\"og:image\"/><link rel=\"canonical\" href=\"https://contentsquare.com/404/\"/><meta name=\"viewport\" content=\"initial-scale=1.0, width=device-width\"/><link rel=\"apple-touch-icon\" sizes=\"180x180\" href=\"/favicons/apple-touch-icon.png\"/><link rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/favicons/favicon-32x32.png\"/><link rel=\"icon\" type=\"image/png\" sizes=\"16x16\" href=\"/favicons/favicon-16x16.png\"/><link rel=\"manifest\" href=\"/favicons/site.webmanifest\"/><link rel=\"mask-icon\" href=\"/favicons/safari-pinned-tab.svg\" color=\"#440220\"/><link rel=\"shortcut icon\" "
},
{
"path": "/api/swagger.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\"/><title>404</title><meta name=\"robots\" content=\"index,follow\"/><meta property=\"og:title\" content=\"404\"/><meta property=\"og:url\" content=\"https://contentsquare.com/404/\"/><meta property=\"og:image\"/><link rel=\"canonical\" href=\"https://contentsquare.com/404/\"/><meta name=\"viewport\" content=\"initial-scale=1.0, width=device-width\"/><link rel=\"apple-touch-icon\" sizes=\"180x180\" href=\"/favicons/apple-touch-icon.png\"/><link rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/favicons/favicon-32x32.png\"/><link rel=\"icon\" type=\"image/png\" sizes=\"16x16\" href=\"/favicons/favicon-16x16.png\"/><link rel=\"manifest\" href=\"/favicons/site.webmanifest\"/><link rel=\"mask-icon\" href=\"/favicons/safari-pinned-tab.svg\" color=\"#440220\"/><link rel=\"shortcut icon\" "
},
{
"path": "/docs/openapi.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\"/><title>404</title><meta name=\"robots\" content=\"index,follow\"/><meta property=\"og:title\" content=\"404\"/><meta property=\"og:url\" content=\"https://contentsquare.com/404/\"/><meta property=\"og:image\"/><link rel=\"canonical\" href=\"https://contentsquare.com/404/\"/><meta name=\"viewport\" content=\"initial-scale=1.0, width=device-width\"/><link rel=\"apple-touch-icon\" sizes=\"180x180\" href=\"/favicons/apple-touch-icon.png\"/><link rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/favicons/favicon-32x32.png\"/><link rel=\"icon\" type=\"image/png\" sizes=\"16x16\" href=\"/favicons/favicon-16x16.png\"/><link rel=\"manifest\" href=\"/favicons/site.webmanifest\"/><link rel=\"mask-icon\" href=\"/favicons/safari-pinned-tab.svg\" color=\"#440220\"/><link rel=\"shortcut icon\" "
}
]
},
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"howToFix": "Publish a valid OpenAPI 3.x or Swagger 2.0 JSON/YAML document with info, paths, operations, and responses."
}
]
}AI DiscoverabilityBot Access ControlInformational
Web Bot Auth request signing
Web Bot Auth request signing failed at "Fetch to find resource".
50 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": 268774
}
]
},
"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."
}
]
}AI DiscoverabilityContent ReadinessEstablished
Content freshness signals
Content freshness signals is missing or incomplete.
33 Fail
AI DiscoverabilityContent ReadinessEstablished
Content freshness signals
Content freshness signals is missing or incomplete.
Needs attention
Content freshness signals
Issue
Content freshness signals are incomplete: missing Last-Modified HTTP header; missing dateModified/datePublished in JSON-LD; missing meta or <time> freshness tags.
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
0/100
Status
fail
Category
Content Readiness
Maturity
Established
Goal
Expose modified and published dates for freshness-aware retrieval and ranking.
Result
Content freshness signals is missing or incomplete.
Evidence
{
"lastModified": null,
"schemaDates": [],
"metaDateCount": 0,
"timeDateCount": 0
}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 "(none)".
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": ""
},
"issue": "Markdown negotiation is missing Vary: Accept; current Vary header is \"(none)\".",
"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": 33814,
"excerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\"/><title>Contentsquare: all-in-one experience intelligence platform</title><meta name=\"robots\" content=\"index,follow\"/><meta name=\"description\" content=\"The AI-powered Contentsquare ",
"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; 1 buttons missing accessible names; 0/2 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": true,
"accessibleButtons": false,
"imageAltCoverage": true,
"formAutocompleteCoverage": false,
"details": {
"inaccessibleLinks": [],
"inaccessibleButtons": [
"<button type=\"submit\" disabled class=\"absolute right-2 flex h-8 w-8 items-center justify-center rounded-full text-[#a6ef7b] transition-all disabled:opacity-90 bg-[#002827] hover:bg-white/90\"><svg class=\"h-4 w-4\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"#a6ef7b\" stroke-width=\"2.5\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M12 19V5M5 12l7-7 7 7\"/></svg></button>"
],
"missingAutocompleteInputs": [
"<input type=\"text\" placeholder class=\"w-full rounded-full border border-[#a6ef7b] bg-white px-5 py-3 pr-14 text-sm transition-colors focus:!rounded-full focus:border-white/80 focus:!outline-none disabled:opacity-80\" value>",
"<input id=\"vendor-search-handler\" type=\"text\" name=\"vendor-search-handler\" placeholder=\"Search…\" aria-label=\"Cookie list search\">"
],
"imagesMissingAlt": [],
"skippedHeadingLevels": [
"h1: 360 experience intelligence for an AI world",
"h3: Understand behavior—and act instantly",
"h3: Keep every journey flowing smoothly",
"h3: Build better products, without the guesswork",
"h3: Turn conversation insights into lasting impact",
"h3: Hear directly from your customers",
"h3: Know everything that’s happening in your app",
"h2: The go-to experience platform for global brands",
"h2: The experience analytics platform built for how your customers buy",
"h2: Platform",
"h2: For Teams",
"h2: For Industries",
"h2: Company",
"h2: Resources",
"h2: Trust Center",
"h2: Privacy Preference Center",
"h3: Your Privacy",
"h3: Functional Cookies",
"h3: Targeting Cookies",
"h3: Performance Cookies",
"h3: Strictly Necessary Cookies",
"h4: Your Privacy",
"h4: Functional Cookies",
"h4: Targeting Cookies",
"h4: Performance Cookies",
"h4: Strictly Necessary Cookies",
"h3: Cookie List"
]
},
"counts": {
"h1": 1,
"headings": 27,
"links": 134,
"inaccessibleLinks": 0,
"buttons": 37,
"inaccessibleButtons": 1,
"images": 67,
"imagesWithAlt": 67,
"autocompleteInputs": 2,
"inputsWithAutocomplete": 0,
"missingAutocompleteInputs": 2
}
}Security & TrustSecurity & TrustEstablished
Content-Security-Policy
Content-Security-Policy is missing or incomplete.
25 Fail
Security & TrustSecurity & TrustEstablished
Content-Security-Policy
Content-Security-Policy is missing or incomplete.
Needs attention
Content-Security-Policy
Issue
Content-Security-Policy is missing or incomplete.
Why it matters
Content Security Policy limits where scripts, styles, frames, and connections can load from, reducing the impact of injection bugs.
Check name
Content-Security-Policy
Score
0/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Constrain script, style, frame, and resource loading with a Content-Security-Policy header.
Result
Content-Security-Policy is missing or incomplete.
Evidence
{
"header": "content-security-policy",
"value": null
}Security & TrustSecurity & TrustEstablished
Frame protection
Frame protection is missing or incomplete.
25 Fail
Security & TrustSecurity & TrustEstablished
Frame protection
Frame protection is missing or incomplete.
Needs attention
Frame protection
Issue
Frame protection is missing or incomplete.
Why it matters
Frame protection blocks hostile sites from embedding pages in deceptive frames, reducing clickjacking risk.
Check name
Frame protection
Score
0/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Prevent unwanted framing with X-Frame-Options or CSP frame-ancestors.
Result
Frame protection is missing or incomplete.
Evidence
{
"xFrameOptions": null,
"validXFrame": false,
"contentSecurityPolicy": null,
"cspFrameAncestors": false
}Agent Ease of UseMCPEmerging recommendation
MCP Server Card
MCP Server Card failed at "Fetch to find resource".
25 Fail
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; charset=utf-8",
"length": 268760
},
{
"path": "/.well-known/mcp/server-cards.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 268761
},
{
"path": "/.well-known/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 268748
}
]
},
"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; charset=utf-8",
"length": 268736
},
{
"path": "/.well-known/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 268748
},
{
"path": "/.well-known/mcp/server-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 268760
}
]
},
"issue": "mcp.json was not found at the expected path.",
"howToFix": "Publish mcp.json or an MCP server card with serverInfo, protocolVersion, transport endpoint, and capabilities."
}
]
}Security & TrustSecurity & TrustEstablished
Referrer-Policy
Referrer-Policy is missing or incomplete.
25 Fail
Security & TrustSecurity & TrustEstablished
Referrer-Policy
Referrer-Policy is missing or incomplete.
Needs attention
Referrer-Policy
Issue
Referrer-Policy is missing or incomplete.
Why it matters
Referrer-Policy controls how much URL context is sent to other origins, limiting accidental leakage of paths, queries, and identifiers.
Check name
Referrer-Policy
Score
0/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Limit how much referrer data leaves the site.
Result
Referrer-Policy is missing or incomplete.
Evidence
{
"header": "referrer-policy",
"value": null
}Agent Ease of UseMCPInformational
WebMCP manifest
WebMCP manifest failed at "Fetch to find resource".
25 Fail
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; charset=utf-8",
"length": 268751
},
{
"path": "/webmcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 268739
},
{
"path": "/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 268736
}
]
},
"issue": "WebMCP manifest was not found at the expected path.",
"howToFix": "Keep declarative WebMCP manifest discovery informational until the manifest shape stabilizes; validate tools if you publish one."
}
]
}Security & TrustSecurity & TrustEstablished
X-Content-Type-Options
X-Content-Type-Options is missing or incomplete.
25 Fail
Security & TrustSecurity & TrustEstablished
X-Content-Type-Options
X-Content-Type-Options is missing or incomplete.
Needs attention
X-Content-Type-Options
Issue
X-Content-Type-Options is missing or incomplete.
Why it matters
X-Content-Type-Options prevents browsers from treating mislabeled files as executable content, reducing content-sniffing attacks.
Check name
X-Content-Type-Options
Score
0/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Prevent MIME sniffing for browser-loaded resources.
Result
X-Content-Type-Options is missing or incomplete.
Evidence
{
"header": "x-content-type-options",
"value": null
}Agent Ease of 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; charset=utf-8",
"length": 268755
},
{
"path": "/.well-known/a2a/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 268759
},
{
"path": "/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 268743
}
]
},
"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": 404,
"contentType": "text/html; charset=utf-8",
"length": 268763
},
{
"path": "/.well-known/skills/index.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 268757
}
]
},
"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; charset=utf-8",
"length": 268750
},
{
"path": "/agent.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 268738
}
]
},
"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; charset=utf-8",
"length": 268751
},
{
"path": "/agents.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 268739
}
]
},
"issue": "agents.json was not found at the expected path.",
"howToFix": "If this site uses agents.json, publish JSON with an agents array containing name and url for each agent."
}
]
}AI DiscoverabilityDiscoverabilityEstablished
FAQPage schema
FAQPage schema is missing or incomplete.
20 Fail
AI DiscoverabilityDiscoverabilityEstablished
FAQPage schema
FAQPage schema is missing or incomplete.
Needs attention
FAQPage schema
Issue
FAQ content was detected but no FAQPage schema was found.
Why it matters
FAQPage schema lets agents extract visible question-and-answer content cleanly and avoid guessing which text is an answer.
Check name
FAQPage schema
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Expose question-and-answer content in FAQPage structured data when FAQs are present.
Result
FAQPage schema is missing or incomplete.
Evidence
{
"found": false,
"visibleFaq": true,
"allTypes": []
}AI DiscoverabilityDiscoverabilityEstablished
High-value schema types
High-value schema types is missing or incomplete.
20 Fail
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": []
}AI DiscoverabilityDiscoverabilityEstablished
JSON-LD present
JSON-LD present is missing or incomplete.
20 Fail
AI DiscoverabilityDiscoverabilityEstablished
JSON-LD present
JSON-LD present is missing or incomplete.
Needs attention
JSON-LD present
Issue
No JSON-LD blocks found.
Why it matters
JSON-LD is a low-friction structured data format that agents can extract without interpreting page presentation or microdata markup.
Check name
JSON-LD present
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Expose schema.org JSON-LD so AI search systems can parse page entities.
Result
JSON-LD present is missing or incomplete.
Evidence
{
"blocks": 0,
"validBlocks": 0,
"schemaContextBlocks": 0,
"errors": [],
"documents": [],
"nodes": []
}AI DiscoverabilityDiscoverabilityEstablished
Link headers
Link headers failed at "Find useful Link headers".
20 Fail
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": []
},
"issue": "No useful agent discovery Link headers were found.",
"howToFix": "Expose useful Link headers such as rel=\"api-catalog\", rel=\"service-doc\", and rel=\"service-desc\"."
},
{
"id": "target-validation",
"title": "Fetch same-origin Link header targets",
"status": "fail",
"evidence": {
"checked": [],
"failures": [
{
"reason": "No same-origin Link header targets were available to fetch."
}
]
},
"issue": "Link headers did not expose any same-origin targets to validate.",
"howToFix": "Make each same-origin Link href reachable and serve the advertised media type."
}
]
}AI DiscoverabilityDiscoverabilityEstablished
Organization / WebSite schema
Organization / WebSite schema is missing or incomplete.
20 Fail
AI DiscoverabilityDiscoverabilityEstablished
Organization / WebSite schema
Organization / WebSite schema is missing or incomplete.
Needs attention
Organization / WebSite schema
Issue
Neither Organization nor WebSite schema types were found in JSON-LD.
Why it matters
Organization and WebSite schema help agents identify the publisher, canonical site identity, logo, and related profiles for attribution.
Check name
Organization / WebSite schema
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Identify the site owner and website entity in structured data.
Result
Organization / WebSite schema is missing or incomplete.
Evidence
{
"found": [],
"allTypes": []
}Agent Ease of UseSkill DiscoveryEmerging recommendation
DNS-AID Agent Discovery
DNS-AID Agent Discovery failed at "Resolve DNS-AID SVCB/HTTPS records".
15 Fail
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": "contentsquare.com",
"probes": [
{
"name": "_index._agents.contentsquare.com",
"found": false,
"recordCount": 1,
"records": [],
"hasAlpn": false,
"hasEndpoint": false
},
{
"name": "_a2a._agents.contentsquare.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": "contentsquare.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> is missing a name attribute.<input> is missing a label.<input> is missing tool-param-description.<input name="ot-group-id-C0004"> is missing tool-param-description.<input name="ot-group-id-C0002"> is missing tool-param-description.<input name="vendor-search-handler"> is missing tool-param-description.<input> is missing a name attribute.<input> is missing tool-param-description.<input> is missing a name attribute.<input> is missing tool-param-description.<input> is missing a name attribute.<input> is missing tool-param-description.<input> is missing a name attribute.<input> is missing tool-param-description.
Detect WebMCP imperative API usage
navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.
Detect WebMCP browser navigator injection
navigator.modelContext was not detected in the rendered browser page.
Interactive surface coverage
Only 0% of interactive surfaces are annotated.
Evidence
{
"failedStep": "declarative-annotation-quality",
"steps": [
{
"id": "data-mcp-tool-attributes",
"title": "Detect data-mcp-tool annotations",
"status": "informational",
"evidence": {
"dataMcpToolCount": 0,
"dataMcpTools": []
},
"issue": "No data-mcp-tool attributes were found on interactive elements.",
"howToFix": "Add data-mcp-tool attributes to high-value forms, buttons, and links so generic MCP-aware tooling can identify intended actions."
},
{
"id": "declarative-tags",
"title": "Detect WebMCP declarative tags",
"status": "informational",
"evidence": {
"totalForms": 1,
"formsWithTags": 0,
"totalInteractive": 179,
"interactiveWithTags": 0,
"totalCount": 180,
"taggedCount": 0,
"dataMcpToolCount": 0,
"dataMcpTools": [],
"coverage": 0,
"annotationIssues": [
"<input> is missing a name attribute.",
"<input> is missing a label.",
"<input> is missing tool-param-description.",
"<input name=\"ot-group-id-C0004\"> is missing tool-param-description.",
"<input name=\"ot-group-id-C0002\"> is missing tool-param-description.",
"<input name=\"vendor-search-handler\"> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description."
]
},
"issue": "No elements found with tool-name or tool-description attributes.",
"howToFix": "Add tool-name and tool-description attributes to forms and interactive elements."
},
{
"id": "declarative-annotation-quality",
"title": "Validate WebMCP declarative annotation quality",
"status": "warning",
"evidence": {
"issueCount": 14,
"issues": [
"<input> is missing a name attribute.",
"<input> is missing a label.",
"<input> is missing tool-param-description.",
"<input name=\"ot-group-id-C0004\"> is missing tool-param-description.",
"<input name=\"ot-group-id-C0002\"> is missing tool-param-description.",
"<input name=\"vendor-search-handler\"> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description."
]
},
"issue": "WebMCP declarative annotations need fixes.",
"issueDetails": [
{
"title": "WebMCP declarative annotation issues",
"items": [
{
"type": "code",
"value": "<input> 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-C0004\"> is missing tool-param-description."
},
{
"type": "code",
"value": "<input name=\"ot-group-id-C0002\"> is missing tool-param-description."
},
{
"type": "code",
"value": "<input name=\"vendor-search-handler\"> is missing tool-param-description."
},
{
"type": "code",
"value": "<input> is missing a name attribute."
},
{
"type": "code",
"value": "<input> is missing tool-param-description."
},
{
"type": "code",
"value": "<input> is missing a name attribute."
},
{
"type": "code",
"value": "<input> is missing tool-param-description."
},
{
"type": "code",
"value": "<input> is missing a name attribute."
},
{
"type": "code",
"value": "<input> is missing tool-param-description."
},
{
"type": "code",
"value": "<input> is missing a name attribute."
},
{
"type": "code",
"value": "<input> is missing tool-param-description."
}
]
}
],
"howToFix": "Use snake_case tool-name values, descriptive tool-description values, named and labeled fields, and tool-param-description on inputs."
},
{
"id": "imperative-api",
"title": "Detect WebMCP imperative API usage",
"status": "informational",
"evidence": {
"staticSignals": {
"detected": false,
"matched": []
},
"browser": {
"checked": true,
"detected": false,
"hasNavigatorModelContext": false,
"modelContextType": "undefined",
"hasProvideContext": false,
"hasRegisterTool": false
}
},
"issue": "navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.",
"howToFix": "Use navigator.modelContext.provideContext() to register tools programmatically."
},
{
"id": "browser-navigator-injection",
"title": "Detect WebMCP browser navigator injection",
"status": "informational",
"evidence": {
"browser": {
"checked": true,
"detected": false,
"hasNavigatorModelContext": false,
"modelContextType": "undefined",
"hasProvideContext": false,
"hasRegisterTool": false
}
},
"issue": "navigator.modelContext was not detected in the rendered browser page.",
"howToFix": "Expose WebMCP through navigator.modelContext in the browser runtime when the page is intended to provide in-page tools."
},
{
"id": "surface-coverage",
"title": "Interactive surface coverage",
"status": "informational",
"evidence": {
"totalForms": 1,
"formsWithTags": 0,
"totalInteractive": 179,
"interactiveWithTags": 0,
"totalCount": 180,
"taggedCount": 0,
"dataMcpToolCount": 0,
"dataMcpTools": [],
"coverage": 0,
"annotationIssues": [
"<input> is missing a name attribute.",
"<input> is missing a label.",
"<input> is missing tool-param-description.",
"<input name=\"ot-group-id-C0004\"> is missing tool-param-description.",
"<input name=\"ot-group-id-C0002\"> is missing tool-param-description.",
"<input name=\"vendor-search-handler\"> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description."
]
},
"issue": "Only 0% of interactive surfaces are annotated.",
"howToFix": "Add WebMCP annotations to all forms and interactive elements to increase agent coverage."
}
],
"staticSignals": {
"detected": false,
"matched": []
},
"coverage": {
"totalForms": 1,
"formsWithTags": 0,
"totalInteractive": 179,
"interactiveWithTags": 0,
"totalCount": 180,
"taggedCount": 0,
"dataMcpToolCount": 0,
"dataMcpTools": [],
"coverage": 0,
"annotationIssues": [
"<input> is missing a name attribute.",
"<input> is missing a label.",
"<input> is missing tool-param-description.",
"<input name=\"ot-group-id-C0004\"> is missing tool-param-description.",
"<input name=\"ot-group-id-C0002\"> is missing tool-param-description.",
"<input name=\"vendor-search-handler\"> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description."
]
},
"browserWebMcp": {
"checked": true,
"detected": false,
"hasNavigatorModelContext": false,
"modelContextType": "undefined",
"hasProvideContext": false,
"hasRegisterTool": false
}
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Visible structured data match
AIO: Visible structured data match scored 0/100 and needs a fix.
7 Fail
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Visible structured data match
AIO: Visible structured data match scored 0/100 and needs a fix.
Needs attention
AIO: Visible structured data match
Issue
No JSON-LD structured data was detected.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Visible structured data match
Score
0/100
Status
fail
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Visible structured data match scored 0/100 and needs a fix.
Evidence
{
"schemaCount": 0,
"mismatches": [],
"score": 0,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer evidence and trust
AEO: Answer evidence and trust scored 40/100 and needs a fix.
5 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": "/blog/how-to-track-optimize-ai-traffic/",
"text": "LLM intelligenceLearn more about our analytics for ChatGPT apps and LLM traffic",
"html": "<a class=\"heading-link\" href=\"/blog/how-to-track-optimize-ai-traffic/\"><div class=\"relative z-10 w-full max-lg:space-y-1 lg:w-auto \"><div class=\"relative z-[5] flex w-full items-center space-x-2 lg:mb-1 lg:w-auto lg:space-x-0\"><span class=\"submenu-card-heading heading-14 flex-auto\">LLM intelligence</span><div class=\"w-4 shrink-0 lg:hidden\" aria-hidden=\"true\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"100%\" height=\"100%\" viewBox=\"0 0 16 16\" fill=\"none\"><g><path d=\"M8.7813 8.00047L5.48145 4..."
},
{
"href": "https://www.linkedin.com/company/contentsquare/",
"text": "",
"html": "<a aria-label=\"Linkedin Profile\" target=\"_blank\" class=\"flex-center transition-colors duration-200 h-[1.75rem] w-[1.75rem] text-white rounded-[0.2875rem] p-[.45rem] bg-lime-dark hover:bg-lime-shade focus:bg-lime-shade\" href=\"https://www.linkedin.com/company/contentsquare/\"><img alt=\"Linkedin Icon\" loading=\"lazy\" width=\"15\" height=\"14\" decoding=\"async\" data-nimg=\"1\" class=\"h-full w-full object-contain\" style=\"color:transparent\" srcset=\"//images.ctfassets.net/gwbpo1m641r7/4XvYBvL1xvJ0FgZBskQzAP..."
},
{
"href": "/company/",
"text": "About",
"html": "<a class=\"opacity-80 transition hover:opacity-100 focus:opacity-100\" href=\"/company/\"><span class=\"footer-link\">About</span></a>"
},
{
"href": "https://contentsquare.com/company/impact/",
"text": "Impact",
"html": "<a class=\"opacity-80 transition hover:opacity-100 focus:opacity-100\" href=\"https://contentsquare.com/company/impact/\"><span class=\"footer-link\">Impact</span></a>"
}
],
"contactLinks": [
{
"href": "https://support.contentsquare.com/hc/en-gb",
"text": "Help Center",
"html": "<a target=\"_blank\" class=\"heading-link\" href=\"https://support.contentsquare.com/hc/en-gb\"><span class=\"text-14 mr-1\">Help Center</span></a>"
},
{
"href": "https://support.contentsquare.com/hc/en-gb",
"text": "Help Center",
"html": "<a class=\"opacity-80 transition hover:opacity-100 focus:opacity-100\" href=\"https://support.contentsquare.com/hc/en-gb\"><span class=\"footer-link\">Help Center</span></a>"
},
{
"href": "/contact-us/",
"text": "Contact Us",
"html": "<a class=\"opacity-80 transition hover:opacity-100 focus:opacity-100\" href=\"/contact-us/\"><span class=\"footer-link\">Contact Us</span></a>"
}
],
"privacyLinks": [
{
"href": "https://trust.contentsquare.com/",
"text": "Security & Privacy Trust Portal",
"html": "<a class=\"opacity-80 transition hover:opacity-100 focus:opacity-100\" href=\"https://trust.contentsquare.com/\"><span class=\"footer-link\">Security & Privacy Trust Portal</span></a>"
},
{
"href": "/privacy-policy/",
"text": "Privacy Policies",
"html": "<a class=\"footer-legal-link\" href=\"/privacy-policy/\"><span>Privacy Policies</span></a>"
},
{
"href": "/page-legal-terms-of-service/",
"text": "Terms of Service",
"html": "<a class=\"footer-legal-link\" href=\"/page-legal-terms-of-service/\"><span>Terms of Service</span></a>"
},
{
"href": "/privacy-center/cookie-policy/",
"text": "Cookie Policy",
"html": "<a class=\"footer-legal-link\" href=\"/privacy-center/cookie-policy/\"><span>Cookie Policy</span></a>"
},
{
"href": "https://contentsquare.com/privacy-center/cookie-policy/",
"text": "How we use cookies",
"html": "<a class=\"ot-cookie-policy-link\" href=\"https://contentsquare.com/privacy-center/cookie-policy/\" aria-label=\"More information about your privacy, opens in a new tab\" rel=\"noopener\" target=\"_blank\">How we use cookies</a>"
}
],
"score": 40,
"weight": 22
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Source and trust signals
AIO: Source and trust signals scored 40/100 and needs a fix.
5 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": "/blog/how-to-track-optimize-ai-traffic/",
"text": "LLM intelligenceLearn more about our analytics for ChatGPT apps and LLM traffic",
"html": "<a class=\"heading-link\" href=\"/blog/how-to-track-optimize-ai-traffic/\"><div class=\"relative z-10 w-full max-lg:space-y-1 lg:w-auto \"><div class=\"relative z-[5] flex w-full items-center space-x-2 lg:mb-1 lg:w-auto lg:space-x-0\"><span class=\"submenu-card-heading heading-14 flex-auto\">LLM intelligence</span><div class=\"w-4 shrink-0 lg:hidden\" aria-hidden=\"true\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"100%\" height=\"100%\" viewBox=\"0 0 16 16\" fill=\"none\"><g><path d=\"M8.7813 8.00047L5.48145 4..."
},
{
"href": "https://www.linkedin.com/company/contentsquare/",
"text": "",
"html": "<a aria-label=\"Linkedin Profile\" target=\"_blank\" class=\"flex-center transition-colors duration-200 h-[1.75rem] w-[1.75rem] text-white rounded-[0.2875rem] p-[.45rem] bg-lime-dark hover:bg-lime-shade focus:bg-lime-shade\" href=\"https://www.linkedin.com/company/contentsquare/\"><img alt=\"Linkedin Icon\" loading=\"lazy\" width=\"15\" height=\"14\" decoding=\"async\" data-nimg=\"1\" class=\"h-full w-full object-contain\" style=\"color:transparent\" srcset=\"//images.ctfassets.net/gwbpo1m641r7/4XvYBvL1xvJ0FgZBskQzAP..."
},
{
"href": "/company/",
"text": "About",
"html": "<a class=\"opacity-80 transition hover:opacity-100 focus:opacity-100\" href=\"/company/\"><span class=\"footer-link\">About</span></a>"
},
{
"href": "https://contentsquare.com/company/impact/",
"text": "Impact",
"html": "<a class=\"opacity-80 transition hover:opacity-100 focus:opacity-100\" href=\"https://contentsquare.com/company/impact/\"><span class=\"footer-link\">Impact</span></a>"
}
],
"contactLinks": [
{
"href": "https://support.contentsquare.com/hc/en-gb",
"text": "Help Center",
"html": "<a target=\"_blank\" class=\"heading-link\" href=\"https://support.contentsquare.com/hc/en-gb\"><span class=\"text-14 mr-1\">Help Center</span></a>"
},
{
"href": "https://support.contentsquare.com/hc/en-gb",
"text": "Help Center",
"html": "<a class=\"opacity-80 transition hover:opacity-100 focus:opacity-100\" href=\"https://support.contentsquare.com/hc/en-gb\"><span class=\"footer-link\">Help Center</span></a>"
},
{
"href": "/contact-us/",
"text": "Contact Us",
"html": "<a class=\"opacity-80 transition hover:opacity-100 focus:opacity-100\" href=\"/contact-us/\"><span class=\"footer-link\">Contact Us</span></a>"
}
],
"privacyLinks": [
{
"href": "https://trust.contentsquare.com/",
"text": "Security & Privacy Trust Portal",
"html": "<a class=\"opacity-80 transition hover:opacity-100 focus:opacity-100\" href=\"https://trust.contentsquare.com/\"><span class=\"footer-link\">Security & Privacy Trust Portal</span></a>"
},
{
"href": "/privacy-policy/",
"text": "Privacy Policies",
"html": "<a class=\"footer-legal-link\" href=\"/privacy-policy/\"><span>Privacy Policies</span></a>"
},
{
"href": "/page-legal-terms-of-service/",
"text": "Terms of Service",
"html": "<a class=\"footer-legal-link\" href=\"/page-legal-terms-of-service/\"><span>Terms of Service</span></a>"
},
{
"href": "/privacy-center/cookie-policy/",
"text": "Cookie Policy",
"html": "<a class=\"footer-legal-link\" href=\"/privacy-center/cookie-policy/\"><span>Cookie Policy</span></a>"
},
{
"href": "https://contentsquare.com/privacy-center/cookie-policy/",
"text": "How we use cookies",
"html": "<a class=\"ot-cookie-policy-link\" href=\"https://contentsquare.com/privacy-center/cookie-policy/\" aria-label=\"More information about your privacy, opens in a new tab\" rel=\"noopener\" target=\"_blank\">How we use cookies</a>"
}
],
"score": 40,
"weight": 20
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Extraction-friendly structure
GEO: Extraction-friendly structure scored 60/100 and needs improvement.
5 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Extraction-friendly structure
GEO: Extraction-friendly structure scored 60/100 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, JSON-LD structured data.
Details
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Extraction-friendly structure
Score
60/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for AI answer engines to extract, cite, and attribute.
Result
GEO: Extraction-friendly structure scored 60/100 and needs improvement.
Evidence
{
"hasSummary": false,
"tableCount": 0,
"tablesWithHead": 0,
"tablesMissingThead": [],
"orderedLists": 0,
"hasFaq": false,
"definitionPatterns": 4,
"schemaBlocks": 0,
"missingSignals": [
"optional top summary / TL;DR / key takeaways block",
"table with <thead> only if the page already has tabular/comparative data",
"ordered list only if the page explains a workflow/process",
"optional visible FAQ or FAQPage schema",
"JSON-LD structured data"
],
"score": 60,
"weight": 24
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer-first sections
AEO: Answer-first sections scored 65/100 and needs improvement.
4 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
20 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": 21,
"passing": 1,
"failing": [
{
"heading": "Understand behavior—and act instantly",
"headingHtml": "<h3 class=\"text-h6 mb-3 max-w-[24rem] max-md:hidden\">Understand behavior—and act instantly</h3>",
"firstParagraph": "See how users interact with every page. Visualize user behavior and optimize content for conversions and engagement.",
"paragraphHtml": "<p class>See how users interact with every page. Visualize user behavior and optimize content for conversions and engagement.</p>",
"words": 17,
"direct": false,
"issue": "First paragraph is 17 words and does not look like a concise direct answer."
},
{
"heading": "Keep every journey flowing smoothly",
"headingHtml": "<h3 class=\"text-h6 mb-3 max-w-[24rem] max-md:hidden\">Keep every journey flowing smoothly </h3>",
"firstParagraph": "Detect errors, slowdowns, and frustrations in real time. Proactively find and fix issues before they impact customers.",
"paragraphHtml": "<p class>Detect errors, slowdowns, and frustrations in real time. Proactively find and fix issues before they impact customers.</p>",
"words": 17,
"direct": false,
"issue": "First paragraph is 17 words and does not look like a concise direct answer."
},
{
"heading": "Build better products, without the guesswork",
"headingHtml": "<h3 class=\"text-h6 mb-3 max-w-[24rem] max-md:hidden\">Build better products, without the guesswork</h3>",
"firstParagraph": "Optimize journeys and build your product based on trustworthy insights. Let AI highlight what’s working—and what’s not.",
"paragraphHtml": "<p class>Optimize journeys and build your product based on trustworthy insights<strong>.</strong> Let AI highlight what’s working—and what’s not.</p>",
"words": 20,
"direct": false,
"issue": "First paragraph is 20 words and does not look like a concise direct answer."
},
{
"heading": "Turn conversation insights into lasting impact",
"headingHtml": "<h3 class=\"text-h6 mb-3 max-w-[24rem] max-md:hidden\">Turn conversation insights into lasting impact</h3>",
"firstParagraph": "Reduce churn, drive loyalty, and improve customer interactions with conversation insights at scale.",
"paragraphHtml": "<p class>Reduce churn, drive loyalty, and improve customer interactions with conversation insights at scale.</p>",
"words": 13,
"direct": false,
"issue": "First paragraph is 13 words and does not look like a concise direct answer."
},
{
"heading": "Hear directly from your customers",
"headingHtml": "<h3 class=\"text-h6 mb-3 max-w-[24rem] max-md:hidden\">Hear directly from your customers</h3>",
"firstParagraph": "Collect feedback to understand what customers are doing—and turn insights into action.",
"paragraphHtml": "<p class>Collect feedback to understand what customers are doing—and turn insights into action.</p>",
"words": 13,
"direct": false,
"issue": "First paragraph is 13 words and does not look like a concise direct answer."
},
{
"heading": "Know everything that’s happening in your app",
"headingHtml": "<h3 class=\"text-h6 mb-3 max-w-[24rem] max-md:hidden\">Know everything that’s happening in your app</h3>",
"firstParagraph": "Get instant clarity on who’s using your app, what they’re doing, and why—no tagging needed.",
"paragraphHtml": "<p class>Get instant clarity on who’s using your app, what they’re doing, and why—no tagging needed.</p>",
"words": 18,
"direct": false,
"issue": "First paragraph is 18 words and does not look like a concise direct answer."
},
{
"heading": "The go-to experience platform for global brands",
"headingHtml": "<h2 class=\"text-h2 lg:!mt-8\" style=\"max-width:880px\">The go-to experience platform for global brands</h2>",
"firstParagraph": "Trusted by 3,000 enterprise and mid-market brands and 1.3+ million websites",
"paragraphHtml": "<p class>Trusted by 3,000 enterprise and mid-market brands and 1.3+ million websites</p>",
"words": 13,
"direct": false,
"issue": "First paragraph is 13 words and does not look like a concise direct answer."
},
{
"heading": "The experience analytics platform built for how your customers buy",
"headingHtml": "<h2 class=\"text-h2 lg:!mt-8\" style=\"max-width:880px\">The experience analytics platform built for how your customers buy</h2>",
"firstParagraph": "From retail to financial services, Contentsquare delivers industry-specific insights so you can move faster, optimize smarter, and win more.",
"paragraphHtml": "<p class>From retail to financial services, Contentsquare delivers industry-specific insights so you can move faster, optimize smarter, and win more.</p>",
"words": 19,
"direct": false,
"issue": "First paragraph is 19 words and does not look like a concise direct answer."
},
{
"heading": "Platform",
"headingHtml": "<h2 class=\"footer-heading mb-4 md:mb-6\">Platform</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "For Teams",
"headingHtml": "<h2 class=\"footer-heading mb-4 md:mb-6\">For Teams</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "For Industries",
"headingHtml": "<h2 class=\"footer-heading mb-4 md:mb-6\">For Industries</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Company",
"headingHtml": "<h2 class=\"footer-heading mb-4 md:mb-6\">Company</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Resources",
"headingHtml": "<h2 class=\"footer-heading mb-4 md:mb-6\">Resources</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Trust Center",
"headingHtml": "<h2 class=\"footer-heading mb-4 md:mb-6\">Trust Center</h2>",
"firstParagraph": "© 2026 ContentSquare. All Rights Reserved.",
"paragraphHtml": "<p class=\"text-14 opacity-60\">© 2026 ContentSquare. All Rights Reserved.</p>",
"words": 5,
"direct": false,
"issue": "First paragraph is 5 words and does not look like a concise direct answer."
},
{
"heading": "Privacy Preference Center",
"headingHtml": "<h2 id=\"ot-pc-title\">Privacy Preference Center</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Your Privacy",
"headingHtml": "<h3 id=\"ot-pvcy-txt\">Your Privacy</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Functional Cookies",
"headingHtml": "<h3 id=\"ot-header-id-C0003\">Functional Cookies</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Targeting Cookies",
"headingHtml": "<h3 id=\"ot-header-id-C0004\">Targeting Cookies</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Performance Cookies",
"headingHtml": "<h3 id=\"ot-header-id-C0002\">Performance Cookies</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Cookie List",
"headingHtml": "<h3>Cookie List</h3>",
"firstParagraph": "",
"paragraphHtml": "<p role=\"status\" class=\"ot-scrn-rdr\"></p>",
"words": 0,
"direct": false,
"issue": "First paragraph is 0 words and does not look like a concise direct answer."
}
],
"score": 65,
"weight": 28
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Question-led structure
AEO: Question-led structure scored 50/100 and needs improvement.
3 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": 9,
"questionH2s": [],
"hasFaq": false,
"score": 50,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Entity clarity
GEO: Entity clarity scored 81/100 and needs improvement.
3 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Entity clarity
GEO: Entity clarity scored 81/100 and needs improvement.
Needs attention
GEO: Entity clarity
Issue
Title/H1 terms missing from description: all, one, intelligence, 360, world.
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
81/100
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 81/100 and needs improvement.
Evidence
{
"title": "Contentsquare: all-in-one experience intelligence platform",
"h1": "360 experience intelligence for an AI world",
"description": "The AI-powered Contentsquare platform unlocks insights to engage, convert, and retain with Experience and Product Analytics and Voice of Customer tools.",
"topicOverlap": 0.375,
"topicTerms": [
"contentsquare",
"all",
"one",
"experience",
"intelligence",
"platform",
"360",
"world"
],
"descriptionTerms": [
"powered",
"contentsquare",
"platform",
"unlocks",
"insights",
"engage",
"convert",
"retain",
"experience",
"product",
"analytics",
"voice",
"customer",
"tools"
],
"missingFromDescription": [
"all",
"one",
"intelligence",
"360",
"world"
],
"score": 81,
"weight": 28
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Explanatory content depth
GEO: Explanatory content depth scored 75/100 and needs improvement.
2 Warning
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
5 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": 5,
"citablePassages": 0,
"failingCandidateParagraphs": [
{
"index": 39,
"heading": "H4: Your Privacy",
"text": "When you visit any website, it may store or retrieve information on your browser, mostly in the form of cookies. This information might be about you, your preferences, or your device, and is mostly used to make the site work as you expect. The information does not usually identify you directly, but it can give you a more personalized web experience. Because we respect your right to privacy, you can choose not to a...",
"words": 114,
"hasEvidence": false,
"reasons": [
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p id=\"ot-pc-desc\" class=\"ot-grp-desc\">When you visit any website, it may store or retrieve information on your browser, mostly in the form of cookies. This information might be about you, your preferences, or your device, and is mostly used to make the site work as you expect. The information does not usually identify you directly, but it can give you a more personalized web experience. Because we respect your right to privacy, you can choose not to allow some types of cookies. Click on the..."
},
{
"index": 40,
"heading": "H4: Functional Cookies",
"text": "These cookies enable the website to provide enhanced functionality and personalisation. 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-grp-desc ot-category-desc\">These cookies enable the website to provide enhanced functionality and personalisation. 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": 41,
"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 do not store directly personal information, but are based on uniquely identifying your browser and internet device. If you do not allow these cookies, you will experience less targeted advertising.",
"words": 65,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (65 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p class=\"ot-grp-desc ot-category-desc\">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 do not store directly personal information, but are based on uniquely identifying your browser and internet device. If you do not allow these cookies, you will experience less targeted advertising.</p>"
},
{
"index": 42,
"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. They help us to know which pages are the most and least popular and see how visitors move around the site. All information these cookies collect is aggregated and therefore anonymous. If you do not allow these cookies we will not know when you have visited our site, and will not be able to monitor...",
"words": 78,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (78 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p class=\"ot-grp-desc ot-category-desc\">These cookies allow us to count visits and traffic sources so we can measure and improve the performance of our site. They help us to know which pages are the most and least popular and see how visitors move around the site.    All information these cookies collect is aggregated and therefore anonymous. If you do not allow these cookies we will not know when you have visited our site, and will not be able to monitor its performance.</p>"
},
{
"index": 43,
"heading": "H4: Strictly Necessary Cookies",
"text": "These 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 then work. These cookies do not store a...",
"words": 80,
"hasEvidence": false,
"reasons": [
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p class=\"ot-grp-desc ot-category-desc\">These 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 then work. These cookies do not store any personally identifiable..."
}
],
"citableParagraphs": [],
"score": 75,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Google eligibility and indexability
AIO: Google eligibility and indexability scored 80/100 and needs improvement.
1 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Google eligibility and indexability
AIO: Google eligibility and indexability scored 80/100 and needs improvement.
Needs attention
AIO: Google eligibility and indexability
Issue
Canonical does not self-reference the scanned page.
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: Google eligibility and indexability
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: Google eligibility and indexability scored 80/100 and needs improvement.
Evidence
{
"status": 200,
"googlebotBlocked": false,
"metaRobotsTags": [
"index,follow"
],
"xRobotsTag": "",
"canonical": "https://contentsquare.com/",
"finalUrl": "https://contentsquare.com/interactive/",
"canonicalScore": 60,
"score": 80,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Answer block readiness
AIO: Answer block readiness scored 65/100 and needs improvement.
1 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
20 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": 21,
"passing": 1,
"failing": [
{
"heading": "Understand behavior—and act instantly",
"headingHtml": "<h3 class=\"text-h6 mb-3 max-w-[24rem] max-md:hidden\">Understand behavior—and act instantly</h3>",
"firstParagraph": "See how users interact with every page. Visualize user behavior and optimize content for conversions and engagement.",
"paragraphHtml": "<p class>See how users interact with every page. Visualize user behavior and optimize content for conversions and engagement.</p>",
"words": 17,
"direct": false,
"issue": "First paragraph is 17 words and does not look like a concise direct answer."
},
{
"heading": "Keep every journey flowing smoothly",
"headingHtml": "<h3 class=\"text-h6 mb-3 max-w-[24rem] max-md:hidden\">Keep every journey flowing smoothly </h3>",
"firstParagraph": "Detect errors, slowdowns, and frustrations in real time. Proactively find and fix issues before they impact customers.",
"paragraphHtml": "<p class>Detect errors, slowdowns, and frustrations in real time. Proactively find and fix issues before they impact customers.</p>",
"words": 17,
"direct": false,
"issue": "First paragraph is 17 words and does not look like a concise direct answer."
},
{
"heading": "Build better products, without the guesswork",
"headingHtml": "<h3 class=\"text-h6 mb-3 max-w-[24rem] max-md:hidden\">Build better products, without the guesswork</h3>",
"firstParagraph": "Optimize journeys and build your product based on trustworthy insights. Let AI highlight what’s working—and what’s not.",
"paragraphHtml": "<p class>Optimize journeys and build your product based on trustworthy insights<strong>.</strong> Let AI highlight what’s working—and what’s not.</p>",
"words": 20,
"direct": false,
"issue": "First paragraph is 20 words and does not look like a concise direct answer."
},
{
"heading": "Turn conversation insights into lasting impact",
"headingHtml": "<h3 class=\"text-h6 mb-3 max-w-[24rem] max-md:hidden\">Turn conversation insights into lasting impact</h3>",
"firstParagraph": "Reduce churn, drive loyalty, and improve customer interactions with conversation insights at scale.",
"paragraphHtml": "<p class>Reduce churn, drive loyalty, and improve customer interactions with conversation insights at scale.</p>",
"words": 13,
"direct": false,
"issue": "First paragraph is 13 words and does not look like a concise direct answer."
},
{
"heading": "Hear directly from your customers",
"headingHtml": "<h3 class=\"text-h6 mb-3 max-w-[24rem] max-md:hidden\">Hear directly from your customers</h3>",
"firstParagraph": "Collect feedback to understand what customers are doing—and turn insights into action.",
"paragraphHtml": "<p class>Collect feedback to understand what customers are doing—and turn insights into action.</p>",
"words": 13,
"direct": false,
"issue": "First paragraph is 13 words and does not look like a concise direct answer."
},
{
"heading": "Know everything that’s happening in your app",
"headingHtml": "<h3 class=\"text-h6 mb-3 max-w-[24rem] max-md:hidden\">Know everything that’s happening in your app</h3>",
"firstParagraph": "Get instant clarity on who’s using your app, what they’re doing, and why—no tagging needed.",
"paragraphHtml": "<p class>Get instant clarity on who’s using your app, what they’re doing, and why—no tagging needed.</p>",
"words": 18,
"direct": false,
"issue": "First paragraph is 18 words and does not look like a concise direct answer."
},
{
"heading": "The go-to experience platform for global brands",
"headingHtml": "<h2 class=\"text-h2 lg:!mt-8\" style=\"max-width:880px\">The go-to experience platform for global brands</h2>",
"firstParagraph": "Trusted by 3,000 enterprise and mid-market brands and 1.3+ million websites",
"paragraphHtml": "<p class>Trusted by 3,000 enterprise and mid-market brands and 1.3+ million websites</p>",
"words": 13,
"direct": false,
"issue": "First paragraph is 13 words and does not look like a concise direct answer."
},
{
"heading": "The experience analytics platform built for how your customers buy",
"headingHtml": "<h2 class=\"text-h2 lg:!mt-8\" style=\"max-width:880px\">The experience analytics platform built for how your customers buy</h2>",
"firstParagraph": "From retail to financial services, Contentsquare delivers industry-specific insights so you can move faster, optimize smarter, and win more.",
"paragraphHtml": "<p class>From retail to financial services, Contentsquare delivers industry-specific insights so you can move faster, optimize smarter, and win more.</p>",
"words": 19,
"direct": false,
"issue": "First paragraph is 19 words and does not look like a concise direct answer."
},
{
"heading": "Platform",
"headingHtml": "<h2 class=\"footer-heading mb-4 md:mb-6\">Platform</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "For Teams",
"headingHtml": "<h2 class=\"footer-heading mb-4 md:mb-6\">For Teams</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "For Industries",
"headingHtml": "<h2 class=\"footer-heading mb-4 md:mb-6\">For Industries</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Company",
"headingHtml": "<h2 class=\"footer-heading mb-4 md:mb-6\">Company</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Resources",
"headingHtml": "<h2 class=\"footer-heading mb-4 md:mb-6\">Resources</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Trust Center",
"headingHtml": "<h2 class=\"footer-heading mb-4 md:mb-6\">Trust Center</h2>",
"firstParagraph": "© 2026 ContentSquare. All Rights Reserved.",
"paragraphHtml": "<p class=\"text-14 opacity-60\">© 2026 ContentSquare. All Rights Reserved.</p>",
"words": 5,
"direct": false,
"issue": "First paragraph is 5 words and does not look like a concise direct answer."
},
{
"heading": "Privacy Preference Center",
"headingHtml": "<h2 id=\"ot-pc-title\">Privacy Preference Center</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Your Privacy",
"headingHtml": "<h3 id=\"ot-pvcy-txt\">Your Privacy</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Functional Cookies",
"headingHtml": "<h3 id=\"ot-header-id-C0003\">Functional Cookies</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Targeting Cookies",
"headingHtml": "<h3 id=\"ot-header-id-C0004\">Targeting Cookies</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Performance Cookies",
"headingHtml": "<h3 id=\"ot-header-id-C0002\">Performance Cookies</h3>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Cookie List",
"headingHtml": "<h3>Cookie List</h3>",
"firstParagraph": "",
"paragraphHtml": "<p role=\"status\" class=\"ot-scrn-rdr\"></p>",
"words": 0,
"direct": false,
"issue": "First paragraph is 0 words and does not look like a concise direct answer."
}
],
"score": 65,
"weight": 8
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Entity and definition clarity
AEO: Entity and definition clarity scored 84/100 and needs improvement.
1 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Entity and definition clarity
AEO: Entity and definition clarity scored 84/100 and needs improvement.
Needs attention
AEO: Entity and definition clarity
Issue
Entity or definition gaps: all, one, intelligence, 360, world.
Details
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Entity and definition clarity
Score
84/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Entity and definition clarity scored 84/100 and needs improvement.
Evidence
{
"title": "Contentsquare: all-in-one experience intelligence platform",
"h1": "360 experience intelligence for an AI world",
"description": "The AI-powered Contentsquare platform unlocks insights to engage, convert, and retain with Experience and Product Analytics and Voice of Customer tools.",
"topicOverlap": 0.375,
"definitionCount": 4,
"topicTerms": [
"contentsquare",
"all",
"one",
"experience",
"intelligence",
"platform",
"360",
"world"
],
"descriptionTerms": [
"powered",
"contentsquare",
"platform",
"unlocks",
"insights",
"engage",
"convert",
"retain",
"experience",
"product",
"analytics",
"voice",
"customer",
"tools"
],
"missingFromDescription": [
"all",
"one",
"intelligence",
"360",
"world"
],
"score": 84,
"weight": 18
}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: what, benefits, cost, compare.
Details
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Answer intent coverage
Score
70/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Answer intent coverage scored 70/100 and needs improvement.
Evidence
{
"headings": [
{
"text": "The go-to experience platform for global brands",
"html": "<h2 class=\"text-h2 lg:!mt-8\" style=\"max-width:880px\">The go-to experience platform for global brands</h2>"
},
{
"text": "The experience analytics platform built for how your customers buy",
"html": "<h2 class=\"text-h2 lg:!mt-8\" style=\"max-width:880px\">The experience analytics platform built for how your customers buy</h2>"
},
{
"text": "Platform",
"html": "<h2 class=\"footer-heading mb-4 md:mb-6\">Platform</h2>"
},
{
"text": "For Teams",
"html": "<h2 class=\"footer-heading mb-4 md:mb-6\">For Teams</h2>"
},
{
"text": "For Industries",
"html": "<h2 class=\"footer-heading mb-4 md:mb-6\">For Industries</h2>"
},
{
"text": "Company",
"html": "<h2 class=\"footer-heading mb-4 md:mb-6\">Company</h2>"
},
{
"text": "Resources",
"html": "<h2 class=\"footer-heading mb-4 md:mb-6\">Resources</h2>"
},
{
"text": "Trust Center",
"html": "<h2 class=\"footer-heading mb-4 md:mb-6\">Trust Center</h2>"
},
{
"text": "Privacy Preference Center",
"html": "<h2 id=\"ot-pc-title\">Privacy Preference Center</h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is Contentsquare: all-in-one experience intellig...?",
"pattern": {}
},
{
"id": "how",
"label": "How does Contentsquare: all-in-one experience intellig... work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Contentsquare: all-in-one experience intellig...?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Contentsquare: all-in-one experience intellig... free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Contentsquare: all-in-one experience intellig... compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "what",
"label": "What is Contentsquare: all-in-one experience intellig...?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Contentsquare: all-in-one experience intellig...?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Contentsquare: all-in-one experience intellig... free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Contentsquare: all-in-one experience intellig... compare with alternatives?",
"pattern": {}
}
],
"score": 70,
"weight": 8
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Page experience for AIO
AIO: Page experience for AIO scored 80/100 and needs improvement.
1 Warning
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. 3 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": "initial-scale=1.0, width=device-width",
"visibleWords": 1304,
"htmlBytes": 528602,
"imagesMissingDimensions": [
{
"src": "https://cdn.cookielaw.org/logos/8294609a-8bec-4934-ab0a-922b8c68f891/0193077e-f2ef-7a35-a315-c31fc5d6c7e7/90d6f562-98c9-4d2a-a72b-008fcfabb76f/CS_Wordmark_Midnight.png",
"width": "",
"height": "",
"loading": "",
"html": "<img alt=\"Contentsquare Logo\" src=\"https://cdn.cookielaw.org/logos/8294609a-8bec-4934-ab0a-922b8c68f891/0193077e-f2ef-7a35-a315-c31fc5d6c7e7/90d6f562-98c9-4d2a-a72b-008fcfabb76f/CS_Wordmark_Midnight.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 class=\"ot-sdk-container\" role=\"dialog\" aria-label=\"Privacy\"><div class=\"ot-sdk-row\"><div id=\"onetrust-group-container\" class=\"ot-sdk-twelve ot-sdk-columns\"><div id=\"onetrust-policy\"><div class=\"banner-header\"><div class=\"banner_logo\"></div></div><div id=\"onetrust-policy-text\">We use cookies to improve our website, deliver and report on ads, and personalize your experience. <a class=\"ot-cookie-policy-link\" href=\"https://contentsquare.com/privacy-center/cookie-policy/\" aria-label=\"More inf...",
"<div role=\"dialog\" aria-modal=\"true\" style=\"height: 100%;\" aria-label=\"Privacy Preference Center\"><!-- pc header --><div class=\"ot-pc-header\" role=\"presentation\"><!-- Header logo --><div class=\"ot-pc-logo\" role=\"img\" aria-label=\"Contentsquare Logo\"><img alt=\"Contentsquare Logo\" src=\"https://cdn.cookielaw.org/logos/8294609a-8bec-4934-ab0a-922b8c68f891/0193077e-f2ef-7a35-a315-c31fc5d6c7e7/90d6f562-98c9-4d2a-a72b-008fcfabb76f/CS_Wordmark_Midnight.png\"></div><div class=\"ot-title-cntr\"><h2 id=\"ot-...",
"<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\" role=\"list\"><div class=\"ot-fltr-opt\" role=\"listitem\"><div class=\"ot-chkbox\"><input id=\"chkbox-id\" type=\"checkbox\" 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=\"fi..."
],
"score": 80,
"weight": 10
}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": 268743
},
{
"path": "/api/context",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 268740
},
{
"path": "/context",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 268736
}
]
},
"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: what, benefits, cost, compare.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Query intent coverage
Score
70/100
Status
informational
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Query intent coverage is informational for this page.
Evidence
{
"headings": [
{
"text": "The go-to experience platform for global brands",
"html": "<h2 class=\"text-h2 lg:!mt-8\" style=\"max-width:880px\">The go-to experience platform for global brands</h2>"
},
{
"text": "The experience analytics platform built for how your customers buy",
"html": "<h2 class=\"text-h2 lg:!mt-8\" style=\"max-width:880px\">The experience analytics platform built for how your customers buy</h2>"
},
{
"text": "Platform",
"html": "<h2 class=\"footer-heading mb-4 md:mb-6\">Platform</h2>"
},
{
"text": "For Teams",
"html": "<h2 class=\"footer-heading mb-4 md:mb-6\">For Teams</h2>"
},
{
"text": "For Industries",
"html": "<h2 class=\"footer-heading mb-4 md:mb-6\">For Industries</h2>"
},
{
"text": "Company",
"html": "<h2 class=\"footer-heading mb-4 md:mb-6\">Company</h2>"
},
{
"text": "Resources",
"html": "<h2 class=\"footer-heading mb-4 md:mb-6\">Resources</h2>"
},
{
"text": "Trust Center",
"html": "<h2 class=\"footer-heading mb-4 md:mb-6\">Trust Center</h2>"
},
{
"text": "Privacy Preference Center",
"html": "<h2 id=\"ot-pc-title\">Privacy Preference Center</h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is Contentsquare: all-in-one experience intellig...?",
"pattern": {}
},
{
"id": "how",
"label": "How does Contentsquare: all-in-one experience intellig... work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Contentsquare: all-in-one experience intellig...?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Contentsquare: all-in-one experience intellig... free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Contentsquare: all-in-one experience intellig... compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "what",
"label": "What is Contentsquare: all-in-one experience intellig...?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Contentsquare: all-in-one experience intellig...?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Contentsquare: all-in-one experience intellig... free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Contentsquare: all-in-one experience intellig... compare with alternatives?",
"pattern": {}
}
],
"score": 70,
"weight": 4
}Agent Ease of UseAuthEmerging recommendation
Auth.md Agent Registration
Auth.md Agent Registration has an informational finding because the page appears to support authentication.
Informational
Agent Ease of UseAuthEmerging recommendation
Auth.md Agent Registration
Auth.md Agent Registration has an informational finding because the page appears to support authentication.
Needs attention
Auth.md Agent Registration
Issue
auth.md response did not match the expected agent registration shape. Content-Type "text/html; charset=utf-8" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing credential type language.
Why it matters
Agent registration metadata lets automated clients find the registration path, supported identity types, credential types, and related claim or revocation endpoints without scraping human docs.
Check name
Auth.md Agent Registration
Score
0/100
Status
informational
Category
Auth
Maturity
Emerging recommendation
Goal
Publish Auth.md and agent_auth metadata so agents can discover registration and credential requirements.
Result
Auth.md Agent Registration has an informational finding because the page appears to support authentication.
Validation steps
Fetch and validate /auth.md
auth.md response did not match the expected agent registration shape. Content-Type "text/html; charset=utf-8" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing credential type language.
Publish protected resource metadata
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
Validate agent_auth authorization metadata
OAuth authorization server metadata could not be fetched.
Evidence
{
"failedStep": "auth-md",
"steps": [
{
"id": "auth-md",
"title": "Fetch and validate /auth.md",
"status": "fail",
"evidence": {
"path": "/auth.md",
"ok": false,
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 268735,
"validation": {
"valid": false,
"issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html; charset=utf-8\" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing credential type language.",
"compatibleContentType": false,
"contentLength": 267554,
"hasRegisterInstructions": false,
"hasProtectedResourceLink": false,
"hasAuthorizationServerLink": false,
"mentionsIdentity": true,
"mentionsCredential": false,
"links": [
"/title",
"https://contentsquare.com/404/\"/><meta",
"https://contentsquare.com/404/\"/><meta",
"/favicons/apple-touch-icon.png",
"/png",
"/favicons/favicon-32x32.png",
"/png",
"/favicons/favicon-16x16.png",
"/favicons/site.webmanifest",
"/favicons/safari-pinned-tab.svg"
],
"rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\"/><title>404</title><meta name=\"robots\" content=\"index,follow\"/><meta property=\"og:title\" content=\"404\"/><meta property=\"og:url\" content=\"https://contentsquare.com/404/\"/><meta property=\"og:image\"/><link rel=\"canonical\" href=\"https://contentsquare.com/404/\"/><meta name=\"viewport\" content=\"initial-scale=1.0, width=device-width\"/><link rel=\"apple-touch-icon\" sizes=\"180x180\" href=\"/favicons/apple-touch-icon.png\"/><link rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/favicons/favicon-32x32.png\"/><link rel=\"icon\" type=\"image/png\" sizes=\"16x16\" href=\"/favicons/favicon-16x16.png\"/><link rel=\"manifest\" href=\"/favicons/site.webmanifest\"/><link rel=\"mask-icon\" href=\"/favicons/safari-pinned-tab.svg\" color=\"#440220\"/><link rel=\"shortcut icon\" "
}
},
"issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html; charset=utf-8\" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing credential type language.",
"howToFix": "Serve /auth.md at the site root as Markdown with agent registration instructions and links to OAuth metadata."
},
{
"id": "oauth-protected-resource",
"title": "Publish protected resource metadata",
"status": "fail",
"evidence": {
"path": "/.well-known/oauth-protected-resource",
"ok": false,
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 268765,
"text": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\"/><title>404</title><meta name=\"robots\" content=\"index,follow\"/><meta property=\"og:title\" content=\"404\"/><meta property=\"og:url\" content=\"https://contentsquare.com/404/\"/><meta property=\"og:image\"/><link rel=\"canonical\" href=\"https://contentsquare.com/404/\"/><meta name=\"viewport\" content=\"initial-scale=1.0, width=device-width\"/><link rel=\"apple-touch-icon\" sizes=\"180x180\" href=\"/favicons/apple-touch-icon.png\"/><link rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/favicons/favicon-32x32.png\"/><link rel=\"icon\" type=\"image/png\" sizes=\"16x16\" href=\"/favicons/favicon-16x16.png\"/><link rel=\"manifest\" href=\"/favicons/site.webmanifest\"/><link rel=\"mask-icon\" href=\"/favicons/safari-pinned-tab.svg\" color=\"#440220\"/><link rel=\"shortcut icon\" href=\"/favicons/favicon.ico\"/><meta name=\"msapplication-TileColor\" content=\"#440220\"/><meta name=\"msapplication-config\" content=\"/favicons/browserconfig.xml\"/><meta name=\"theme-color\" content=\"#440220\"/><meta name=\"csq:id\" content=\"529dbMznstEw1IoMGryM0h\"/><meta property=\"og:title\" name=\"og:title\" content=\"404\"/><meta property=\"og:description\" name=\"og:description\"/><meta property=\"og:image\" name=\"og:image\"/><meta name=\"twitter:site\" content=\"@contentsquare\"/><meta name=\"twitter:card\" content=\"summary_large_image\"/><meta name=\"twitter:description\"/><meta name=\"twitter:image\"/><link rel=\"alternate\" hrefLang=\"en\" href=\"https://contentsquare.com/404/\"/><link rel=\"alternate\" hrefLang=\"fr\" href=\"https://contentsquare.com/fr-fr/404/\"/><link rel=\"alternate\" hrefLang=\"x-default\" href=\"https://contentsquare.com/404/\"/><meta name=\"next-head-count\" content=\"28\"/><script id=\"clearbit-reveal\">function revealCallback(response) {\n\t\t\t\t\t\t\tvar dataLayer = window.dataLayer || [];\n\t\t\t\t\t\t\tvar reveal = response;\n\t\t\t\t\t\t\twindow.reveal = reveal;\n\t\t\t\t\t\t\tdataLayer.push({ event:\"Clearbit Loaded\", reveal: reveal });\n\t\t\t\t\t\t\t};</script><script src=\"https://reveal.clearbit.com/v1/companies/reveal?authorization=pk_0ff2488f59791c47711ae8173845dff6&callback=revealCallback\" referrerPolicy=\"strict-origin-when-cross-origin\"></script><script type=\"text/javascript\">\n\t\t\t\t\t\t\t(function() {var gs = document.createElement(\"script\");gs.src = \"https://invite.contentsquare.com/pr/js\";gs.type = \"text/javascript\";gs.async = \"true\";gs.onload = gs.onreadystatechange = function() {var rs = this.readyState;if (rs && rs != \"complete\" && rs != \"loaded\") return;try {growsumo._initialize(\"pk_HDCuSpqCvRchgZRqaqZIpVPfPv3cAKMj\"); if (typeof(growsumoInit) === \"function\") {growsumoInit();}} catch (e) {}};var s = document.getElementsByTagName(\"script\")[0];s.parentNode.insertBefore(gs, s);})();\n\t\t\t\t\t\t\t</script><script id=\"cdn-cookie-consent\" type=\"text/javascript\" src=\"https://cdn.cookielaw.org/consent/0bfcfb81-1ab4-4de1-baaa-a22e4094b15d/OtAutoBlock.js\"></script><script id=\"cdn-cookie-template\" src=\"https://cdn.cookielaw.org/scripttemplates/otSDKStub.js\" data-document-language=\"true\" type=\"text/javascript\" data-domain-script=\"0bfcfb81-1ab4-4de1-baaa-a22e4094b15d\"></script><script id=\"optanon-wrapper\">function OptanonWrapper() { }</script><link rel=\"preload\" href=\"/_next/static/media/7f2e0a5c49f316cf-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/45be93e32af366cc-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/c4b700dcb2187787-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/e4af272ccee01ff0-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/css/7090415a570bf02b.css\" as=\"style\"/><link rel=\"stylesheet\" href=\"/_next/static/css/7090415a570bf02b.css\" data-n-g=\"\"/><noscript data-n-css=\"\"></noscript><script defer=\"\" nomodule=\"\" src=\"/_next/static/chunks/polyfi"
},
"issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
"howToFix": "Publish /.well-known/oauth-protected-resource with resource and authorization_servers fields."
},
{
"id": "agent-auth-block",
"title": "Validate agent_auth authorization metadata",
"status": "fail",
"evidence": {
"valid": false,
"issue": "OAuth authorization server metadata could not be fetched.",
"fetch": {
"ok": false,
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 268767,
"text": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\"/><title>404</title><meta name=\"robots\" content=\"index,follow\"/><meta property=\"og:title\" content=\"404\"/><meta property=\"og:url\" content=\"https://contentsquare.com/404/\"/><meta property=\"og:image\"/><link rel=\"canonical\" href=\"https://contentsquare.com/404/\"/><meta name=\"viewport\" content=\"initial-scale=1.0, width=device-width\"/><link rel=\"apple-touch-icon\" sizes=\"180x180\" href=\"/favicons/apple-touch-icon.png\"/><link rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/favicons/favicon-32x32.png\"/><link rel=\"icon\" type=\"image/png\" sizes=\"16x16\" href=\"/favicons/favicon-16x16.png\"/><link rel=\"manifest\" href=\"/favicons/site.webmanifest\"/><link rel=\"mask-icon\" href=\"/favicons/safari-pinned-tab.svg\" color=\"#440220\"/><link rel=\"shortcut icon\" href=\"/favicons/favicon.ico\"/><meta name=\"msapplication-TileColor\" content=\"#440220\"/><meta name=\"msapplication-config\" content=\"/favicons/browserconfig.xml\"/><meta name=\"theme-color\" content=\"#440220\"/><meta name=\"csq:id\" content=\"529dbMznstEw1IoMGryM0h\"/><meta property=\"og:title\" name=\"og:title\" content=\"404\"/><meta property=\"og:description\" name=\"og:description\"/><meta property=\"og:image\" name=\"og:image\"/><meta name=\"twitter:site\" content=\"@contentsquare\"/><meta name=\"twitter:card\" content=\"summary_large_image\"/><meta name=\"twitter:description\"/><meta name=\"twitter:image\"/><link rel=\"alternate\" hrefLang=\"en\" href=\"https://contentsquare.com/404/\"/><link rel=\"alternate\" hrefLang=\"fr\" href=\"https://contentsquare.com/fr-fr/404/\"/><link rel=\"alternate\" hrefLang=\"x-default\" href=\"https://contentsquare.com/404/\"/><meta name=\"next-head-count\" content=\"28\"/><script id=\"clearbit-reveal\">function revealCallback(response) {\n\t\t\t\t\t\t\tvar dataLayer = window.dataLayer || [];\n\t\t\t\t\t\t\tvar reveal = response;\n\t\t\t\t\t\t\twindow.reveal = reveal;\n\t\t\t\t\t\t\tdataLayer.push({ event:\"Clearbit Loaded\", reveal: reveal });\n\t\t\t\t\t\t\t};</script><script src=\"https://reveal.clearbit.com/v1/companies/reveal?authorization=pk_0ff2488f59791c47711ae8173845dff6&callback=revealCallback\" referrerPolicy=\"strict-origin-when-cross-origin\"></script><script type=\"text/javascript\">\n\t\t\t\t\t\t\t(function() {var gs = document.createElement(\"script\");gs.src = \"https://invite.contentsquare.com/pr/js\";gs.type = \"text/javascript\";gs.async = \"true\";gs.onload = gs.onreadystatechange = function() {var rs = this.readyState;if (rs && rs != \"complete\" && rs != \"loaded\") return;try {growsumo._initialize(\"pk_HDCuSpqCvRchgZRqaqZIpVPfPv3cAKMj\"); if (typeof(growsumoInit) === \"function\") {growsumoInit();}} catch (e) {}};var s = document.getElementsByTagName(\"script\")[0];s.parentNode.insertBefore(gs, s);})();\n\t\t\t\t\t\t\t</script><script id=\"cdn-cookie-consent\" type=\"text/javascript\" src=\"https://cdn.cookielaw.org/consent/0bfcfb81-1ab4-4de1-baaa-a22e4094b15d/OtAutoBlock.js\"></script><script id=\"cdn-cookie-template\" src=\"https://cdn.cookielaw.org/scripttemplates/otSDKStub.js\" data-document-language=\"true\" type=\"text/javascript\" data-domain-script=\"0bfcfb81-1ab4-4de1-baaa-a22e4094b15d\"></script><script id=\"optanon-wrapper\">function OptanonWrapper() { }</script><link rel=\"preload\" href=\"/_next/static/media/7f2e0a5c49f316cf-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/45be93e32af366cc-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/c4b700dcb2187787-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/media/e4af272ccee01ff0-s.p.woff2\" as=\"font\" type=\"font/woff2\" crossorigin=\"anonymous\" data-next-font=\"size-adjust\"/><link rel=\"preload\" href=\"/_next/static/css/7090415a570bf02b.css\" as=\"style\"/><link rel=\"stylesheet\" href=\"/_next/static/css/7090415a570bf02b.css\" data-n-g=\"\"/><noscript data-n-css=\"\"></noscript><script defer=\"\" nomodule=\"\" src=\"/_next/static/chunks/polyfi"
}
},
"issue": "OAuth authorization server metadata could not be fetched.",
"howToFix": "Add agent_auth to /.well-known/oauth-authorization-server with register_uri, supported identity types, credential types, and claim or revocation URLs where applicable."
}
],
"authApplicability": {
"supportsAuth": true,
"score": 6,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
},
{
"source": "visible-text",
"weight": 3,
"match": "login"
}
]
},
"resourceFetchSucceeded": false
}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
9 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": 9,
"questionH2s": 0,
"hasFaq": false,
"nonQuestionH2s": [
{
"index": 1,
"text": "The go-to experience platform for global brands",
"isQuestion": false,
"html": "<h2 class=\"text-h2 lg:!mt-8\" style=\"max-width:880px\">The go-to experience platform for global brands</h2>"
},
{
"index": 2,
"text": "The experience analytics platform built for how your customers buy",
"isQuestion": false,
"html": "<h2 class=\"text-h2 lg:!mt-8\" style=\"max-width:880px\">The experience analytics platform built for how your customers buy</h2>"
},
{
"index": 3,
"text": "Platform",
"isQuestion": false,
"html": "<h2 class=\"footer-heading mb-4 md:mb-6\">Platform</h2>"
},
{
"index": 4,
"text": "For Teams",
"isQuestion": false,
"html": "<h2 class=\"footer-heading mb-4 md:mb-6\">For Teams</h2>"
},
{
"index": 5,
"text": "For Industries",
"isQuestion": false,
"html": "<h2 class=\"footer-heading mb-4 md:mb-6\">For Industries</h2>"
},
{
"index": 6,
"text": "Company",
"isQuestion": false,
"html": "<h2 class=\"footer-heading mb-4 md:mb-6\">Company</h2>"
},
{
"index": 7,
"text": "Resources",
"isQuestion": false,
"html": "<h2 class=\"footer-heading mb-4 md:mb-6\">Resources</h2>"
},
{
"index": 8,
"text": "Trust Center",
"isQuestion": false,
"html": "<h2 class=\"footer-heading mb-4 md:mb-6\">Trust Center</h2>"
},
{
"index": 9,
"text": "Privacy Preference Center",
"isQuestion": false,
"html": "<h2 id=\"ot-pc-title\">Privacy Preference Center</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."
}
]
}Agent Ease of UseAuthEstablished
OAuth / OIDC discovery
OAuth / OIDC discovery has an informational finding because the page appears to support authentication.
Informational
Agent Ease of UseAuthEstablished
OAuth / OIDC discovery
OAuth / OIDC discovery has an informational finding because the page appears to support authentication.
Needs attention
OAuth / OIDC discovery
Issue
OAuth / OIDC discovery was not found at the expected path.
Why it matters
OAuth and OIDC discovery let agents find authorization, token, and key endpoints programmatically instead of relying on human documentation.
Check name
OAuth / OIDC discovery
Score
0/100
Status
informational
Category
Auth
Maturity
Established
Goal
Publish OAuth/OIDC discovery metadata so agents can authenticate with your APIs.
Result
OAuth / OIDC discovery has an informational finding because the page appears to support authentication.
Validation steps
Fetch to find resource
OAuth / OIDC discovery was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/openid-configuration",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 268761
},
{
"path": "/.well-known/oauth-authorization-server",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 268767
}
]
},
"issue": "OAuth / OIDC discovery was not found at the expected path.",
"howToFix": "Publish valid OAuth/OIDC metadata only when the site actually supports OAuth/OIDC. Otherwise omit provider discovery and document any unauthenticated public APIs separately."
}
],
"authApplicability": {
"supportsAuth": true,
"score": 6,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
},
{
"source": "visible-text",
"weight": 3,
"match": "login"
}
]
},
"resourceFetchSucceeded": false
}Agent Ease of UseAuthEmerging recommendation
OAuth Protected Resource
OAuth Protected Resource has an informational finding because the page appears to support authentication.
Informational
Agent Ease of UseAuthEmerging recommendation
OAuth Protected Resource
OAuth Protected Resource has an informational finding because the page appears to support authentication.
Needs attention
OAuth Protected Resource
Issue
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
Why it matters
Protected Resource metadata tells agents which authorization servers protect an API and how to connect authentication challenges to the right resource.
Check name
OAuth Protected Resource
Score
0/100
Status
informational
Category
Auth
Maturity
Emerging recommendation
Goal
Publish OAuth Protected Resource Metadata so agents can discover how to authenticate.
Result
OAuth Protected Resource has an informational finding because the page appears to support authentication.
Validation steps
Fetch protected resource metadata
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
Validate protected resource metadata
Response is not valid JSON.
Validate protected resource identity
Protected resource metadata `resource` did not match the resource identifier used to retrieve it.
Probe protected API Bearer challenge
No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch protected resource metadata",
"status": "fail",
"evidence": {
"path": "/.well-known/oauth-protected-resource",
"statusCode": 404,
"contentType": "text/html; charset=utf-8"
},
"issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
"howToFix": "Publish /.well-known/oauth-protected-resource JSON."
},
{
"id": "metadata",
"title": "Validate protected resource metadata",
"status": "fail",
"evidence": {
"valid": false,
"compatibleContentType": false,
"issue": "Response is not valid JSON.",
"rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\"/><title>404</title><meta name=\"robots\" content=\"index,follow\"/><meta property=\"og:title\" content=\"404\"/><meta property=\"og:url\" content=\"https://contentsquare.com/404/\"/><meta property=\"og:image\"/><link rel=\"canonical\" href=\"https://contentsquare.com/404/\"/><meta name=\"viewport\" content=\"initial-scale=1.0, width=device-width\"/><link rel=\"apple-touch-icon\" sizes=\"180x180\" href=\"/favicons/apple-touch-icon.png\"/><link rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/favicons/favicon-32x32.png\"/><link rel=\"icon\" type=\"image/png\" sizes=\"16x16\" href=\"/favicons/favicon-16x16.png\"/><link rel=\"manifest\" href=\"/favicons/site.webmanifest\"/><link rel=\"mask-icon\" href=\"/favicons/safari-pinned-tab.svg\" color=\"#440220\"/><link rel=\"shortcut icon\" "
},
"issue": "Response is not valid JSON.",
"howToFix": "Publish resource and authorization_servers as absolute URLs."
},
{
"id": "resource-identity",
"title": "Validate protected resource identity",
"status": "fail",
"evidence": {
"expectedResource": "https://contentsquare.com"
},
"issue": "Protected resource metadata `resource` did not match the resource identifier used to retrieve it.",
"howToFix": "Set `resource` to the origin/resource identifier represented by /.well-known/oauth-protected-resource."
},
{
"id": "protected-route-challenge",
"title": "Probe protected API Bearer challenge",
"status": "informational",
"evidence": {
"checked": [
{
"path": "/api/admin/scans",
"statusCode": 404,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://contentsquare.com/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"resourceMatchesRequestContext": true
},
{
"path": "/api/admin/summary",
"statusCode": 404,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://contentsquare.com/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"resourceMatchesRequestContext": true
},
{
"path": "/api/scans",
"statusCode": 404,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://contentsquare.com/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"resourceMatchesRequestContext": true
}
]
},
"issue": "No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.",
"howToFix": "When this site exposes bearer-protected APIs, return 401 with WWW-Authenticate: Bearer and link resource_metadata."
}
],
"authApplicability": {
"supportsAuth": true,
"score": 6,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
},
{
"source": "visible-text",
"weight": 3,
"match": "login"
}
]
},
"resourceFetchSucceeded": false
}SEOSEOBrowser audit
Document does not have a valid `rel=canonical`
50 Fail
SEOSEOBrowser audit
Document does not have a valid `rel=canonical`
Check name
Document does not have a valid `rel=canonical`
Score
0/100
Status
fail
Device
desktop
Category
SEO
Fix guidance
Canonical links suggest which URL to show in search results. [Learn more about canonical links](https://developer.chrome.com/docs/lighthouse/seo/canonical/).
Evidence
{
"description": "Canonical links suggest which URL to show in search results. [Learn more about canonical links](https://developer.chrome.com/docs/lighthouse/seo/canonical/)."
}SEOSEOBrowser audit
Links do not have descriptive text
50 Fail
SEOSEOBrowser audit
Links do not have descriptive text
Check name
Links do not have descriptive text
Score
0/100
Status
fail
Device
desktop
Category
SEO
Estimated savings
7 links found
Fix guidance
Descriptive link text helps search engines understand your content. [Learn how to make links more accessible](https://developer.chrome.com/docs/lighthouse/seo/link-text/).
Evidence
{
"displayValue": "7 links found",
"description": "Descriptive link text helps search engines understand your content. [Learn how to make links more accessible](https://developer.chrome.com/docs/lighthouse/seo/link-text/)."
}Performance and AccessibilityPerformanceBrowser audit
Loading performance
39 Fail
Performance and AccessibilityPerformanceBrowser audit
Loading performance
Check name
Loading performance
Score
61/100
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": "interactive",
"title": "Time to Interactive",
"score": 8,
"displayValue": "8.4Â s",
"numericValue": 8448.580797650653
},
{
"id": "total-blocking-time",
"title": "Total Blocking Time",
"score": 0,
"displayValue": "2,010Â ms",
"numericValue": 2013.9010725797489
},
{
"id": "first-contentful-paint",
"title": "First Contentful Paint",
"score": 99,
"displayValue": "0.6Â s",
"numericValue": 581.603638872938
},
{
"id": "server-response-time",
"title": "Initial server response time was short",
"score": 100,
"displayValue": "Root document took 10Â ms",
"numericValue": 9
},
{
"id": "speed-index",
"title": "Speed Index",
"score": 48,
"displayValue": "2.3Â s",
"numericValue": 2344.033565744806
},
{
"id": "network-rtt",
"title": "Network Round Trip Times",
"score": 100,
"displayValue": "40Â ms",
"numericValue": 37.284479999999995
},
{
"id": "largest-contentful-paint",
"title": "Largest Contentful Paint",
"score": 94,
"displayValue": "1.0Â s",
"numericValue": 1001.0216726823683
},
{
"id": "max-potential-fid",
"title": "Max Potential First Input Delay",
"score": 36,
"displayValue": "300Â ms",
"numericValue": 297.9999999999991
}
]
}Performance and AccessibilityAccessibilityBrowser audit
Background and foreground colors do not have a sufficient contrast ratio.
33 Fail
Performance and AccessibilityAccessibilityBrowser audit
Background and foreground colors do not have a sufficient contrast ratio.
Check name
Background and foreground colors do not have a sufficient contrast ratio.
Score
0/100
Status
fail
Device
desktop
Category
Accessibility
Fix guidance
Low-contrast text is difficult or impossible for many users to read. [Learn how to provide sufficient color contrast](https://dequeuniversity.com/rules/axe/4.11/color-contrast).
References
https://web.dev/learn/accessibility/Evidence
{
"description": "Low-contrast text is difficult or impossible for many users to read. [Learn how to provide sufficient color contrast](https://dequeuniversity.com/rules/axe/4.11/color-contrast)."
}Performance and AccessibilityAccessibilityBrowser audit
Buttons do not have an accessible name
33 Fail
Performance and AccessibilityAccessibilityBrowser audit
Buttons do not have an accessible name
Check name
Buttons do not have an accessible name
Score
0/100
Status
fail
Device
desktop
Category
Accessibility
Fix guidance
When a button doesn't have an accessible name, screen readers announce it as "button", making it unusable for users who rely on screen readers. [Learn how to make buttons more accessible](https://dequeuniversity.com/rules/axe/4.11/button-name).
References
https://web.dev/learn/accessibility/Evidence
{
"description": "When a button doesn't have an accessible name, screen readers announce it as \"button\", making it unusable for users who rely on screen readers. [Learn how to make buttons more accessible](https://dequeuniversity.com/rules/axe/4.11/button-name)."
}Performance and AccessibilityAccessibilityBrowser audit
Form elements do not have associated labels
33 Fail
Performance and AccessibilityAccessibilityBrowser audit
Form elements do not have associated labels
Check name
Form elements do not have associated labels
Score
0/100
Status
fail
Device
desktop
Category
Accessibility
Fix guidance
Labels ensure that form controls are announced properly by assistive technologies, like screen readers. [Learn more about form element labels](https://dequeuniversity.com/rules/axe/4.11/label).
References
https://web.dev/learn/accessibility/Evidence
{
"description": "Labels ensure that form controls are announced properly by assistive technologies, like screen readers. [Learn more about form element labels](https://dequeuniversity.com/rules/axe/4.11/label)."
}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 |
|---|---|---|---|
| 49/100 | Level 2, Agent-Limited | Current report |