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https://www.thomsonreuters.com/en

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Jun 9, 2026, 5:37 PM

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https://www.thomsonreuters.com/en

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Jun 9, 2026, 5:37:25 PMJun 9, 2026, 5:37 PM

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46/100

OVERALL SCORE

Level 2, Agent-Limited

Priority improvements needed for AI agents

CAPTURED SCREENSHOT

What AI sees of your website

Purpose-built technology | Thomson Reuters

Thomson Reuters delivers technology with purpose — empowering professionals to make faster decisions, gain sharper insights, and deliver greater impact.

Next step

Turn this report into a fix workflow

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

Detailed report scores grouped by capability area
Metric	Score	Status	Passed	Failed	Warning	Evidence
AI Discoverability	36	Priority fix	6	16	1	View details
Discoverability	57	Needs work	4	5	0	View details
Content Readiness	42	Priority fix	2	7	1	View details
Bot Access Control	0	Priority fix	0	4	0	View details
Agent Ease of Use	6	Priority fix	4	29	3	View details
API	0	Priority fix	0	6	0	View details
Auth	Not Applicable	Not Applicable	0	7	0	View details
MCP	13	Priority fix	0	6	2	View details
Skill Discovery	5	Priority fix	0	10	1	View details
Agent Commerce	Not Applicable	Not Applicable	4	0	0
GEO, AIO and AEO	77	Mostly ready	5	2	12	View details
GEO Readiness	88	Mostly ready	1	0	4
AIO Readiness	78	Mostly ready	3	1	3	View details
AEO Readiness	64	Needs work	1	1	5	View details
SEO	92	Strong	10	1	0	View details
SEO	92	Strong	10	1	0	View details
Security & Trust	60	Needs work	7	2	0	View details
Security & Trust	60	Needs work	3	2	0	View details
AI Training Exposure	Not Applicable	Not Applicable	4	0	0
Performance and Accessibility	55	Needs work	16	4	1	View details
Performance	35	Priority fix	13	3	1	View details
Accessibility	91	Strong	3	1	0	View details

Prioritized recommendations

Issues ranked by score impact

48 items need attention

Agent Ease of UseAPIEstablished

API Catalog

API Catalog failed at "Fetch API catalog".

50 Fail

Needs attention

API Catalog

Failed check

Issue

The API catalog endpoint did not return HTTP 2xx.

Why it matters

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

Check name

API Catalog

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

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

Result

API Catalog failed at "Fetch API catalog".

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch API catalog",
      "status": "fail",
      "evidence": {
        "statusCode": 406,
        "contentType": null
      },
      "issue": "The API catalog endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/api-catalog."
    },
    {
      "id": "validate",
      "title": "Validate RFC 9727 linkset",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Response is not valid JSON.",
        "rawExcerpt": "<!DOCTYPE html>\n      <html>\n        <head>\n          <title>406 Not Acceptable</title>\n        </head>\n        <body>\n          <h1>Error 406 Not Acceptable</h1>\n          <p>Not Acceptable</p>\n          <p>Trace-id: e50922fd-a0be-481a-aa0e-197839a3c75d</p>\n        </body>\n      </html>\n    "
      },
      "issue": "Response is not valid JSON.",
      "howToFix": "Use application/linkset+json with service-desc, service-doc, and status relations that each include href."
    },
    {
      "id": "target-validation",
      "title": "Fetch advertised API catalog targets",
      "status": "fail",
      "evidence": {
        "checked": [],
        "failures": [
          {
            "reason": "No same-origin API catalog hrefs were available to fetch."
          }
        ]
      },
      "issue": "API Catalog did not expose any same-origin hrefs to validate.",
      "howToFix": "Make each same-origin API catalog href reachable and serve the advertised media type."
    }
  ]
}

Security & TrustSecurity & TrustEstablished

Content-Security-Policy

Content-Security-Policy is missing or incomplete.

50 Fail

Needs attention

Content-Security-Policy

Failed check

Issue

Content-Security-Policy is missing or incomplete.

Why it matters

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

Check name

Content-Security-Policy

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

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

Result

Content-Security-Policy is missing or incomplete.

Evidence

{
  "header": "content-security-policy",
  "value": "frame-ancestors 'self' https://www.thomsonreuters.com"
}

Agent Ease of UseAPIEstablished

OpenAPI discovery

OpenAPI discovery failed at "Find valid OpenAPI document".

50 Fail

Needs attention

OpenAPI discovery

Failed check

Issue

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

Why it matters

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

Check name

OpenAPI discovery

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

Publish a valid OpenAPI or Swagger document for API discovery.

Result

OpenAPI discovery failed at "Find valid OpenAPI document".

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Find valid OpenAPI document",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/openapi.json",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html;charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "\n\n\n    \n    <!DOCTYPE html>\n<html lang=\"en\">\n      \n\n    <head>\n        <meta charset=\"utf-8\"/>\n\n        \n        \n    <meta charset=\"UTF-8\"/>\n    <meta name=\"keywords\" content=\"Thomson Reuters Corporate,Thomson Reuters Corporate,404 Not Found\"/>\n    <meta name=\"description\" content=\"404 - Page not found\"/>\n    <meta name=\"template\" content=\"open-template\"/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/>\n    \n\n    \n    \n    \n    \n\n    \n    \n    \n\n    \n    \n\n\n\n        \n        \n    \n        <script>\n            (function(h,o,u,n,d) {\n                h=h[d]=h[d]||{q:[],onReady:function(c){h.q.push(c)}}\n                d=o.createElement(u);d.async=1;d.src=n\n                n=o.getElementsByTagName(u)[0];n.parentNode.insertBefore(d,n)\n            })(window,document,'"
          },
          {
            "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": "\n\n\n    \n    <!DOCTYPE html>\n<html lang=\"en\">\n      \n\n    <head>\n        <meta charset=\"utf-8\"/>\n\n        \n        \n    <meta charset=\"UTF-8\"/>\n    <meta name=\"keywords\" content=\"Thomson Reuters Corporate,Thomson Reuters Corporate,404 Not Found\"/>\n    <meta name=\"description\" content=\"404 - Page not found\"/>\n    <meta name=\"template\" content=\"open-template\"/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/>\n    \n\n    \n    \n    \n    \n\n    \n    \n    \n\n    \n    \n\n\n\n        \n        \n    \n        <script defer=\"defer\" type=\"text/javascript\" src=\"/.rum/@adobe/helix-rum-js@%5E2/dist/micro.js\" data-status=\"404\"></script>\n<script>\n            (function(h,o,u,n,d) {\n                h=h[d]=h[d]||{q:[],onReady:function(c){h.q.push(c)}}\n                d=o.createElement(u);d.as"
          },
          {
            "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": "\n\n\n    \n    <!DOCTYPE html>\n<html lang=\"en\">\n      \n\n    <head>\n        <meta charset=\"utf-8\"/>\n\n        \n        \n    <meta charset=\"UTF-8\"/>\n    <meta name=\"keywords\" content=\"Thomson Reuters Corporate,Thomson Reuters Corporate,404 Not Found\"/>\n    <meta name=\"description\" content=\"404 - Page not found\"/>\n    <meta name=\"template\" content=\"open-template\"/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/>\n    \n\n    \n    \n    \n    \n\n    \n    \n    \n\n    \n    \n\n\n\n        \n        \n    \n        <script>\n            (function(h,o,u,n,d) {\n                h=h[d]=h[d]||{q:[],onReady:function(c){h.q.push(c)}}\n                d=o.createElement(u);d.async=1;d.src=n\n                n=o.getElementsByTagName(u)[0];n.parentNode.insertBefore(d,n)\n            })(window,document,'"
          },
          {
            "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": "\n\n\n    \n    <!DOCTYPE html>\n<html lang=\"en\">\n      \n\n    <head>\n        <meta charset=\"utf-8\"/>\n\n        \n        \n    <meta charset=\"UTF-8\"/>\n    <meta name=\"keywords\" content=\"Thomson Reuters Corporate,Thomson Reuters Corporate,404 Not Found\"/>\n    <meta name=\"description\" content=\"404 - Page not found\"/>\n    <meta name=\"template\" content=\"open-template\"/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/>\n    \n\n    \n    \n    \n    \n\n    \n    \n    \n\n    \n    \n\n\n\n        \n        \n    \n        <script defer=\"defer\" type=\"text/javascript\" src=\"/.rum/@adobe/helix-rum-js@%5E2/dist/micro.js\" data-status=\"404\"></script>\n<script>\n            (function(h,o,u,n,d) {\n                h=h[d]=h[d]||{q:[],onReady:function(c){h.q.push(c)}}\n                d=o.createElement(u);d.as"
          },
          {
            "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": "\n\n\n    \n    <!DOCTYPE html>\n<html lang=\"en\">\n      \n\n    <head>\n        <meta charset=\"utf-8\"/>\n\n        \n        \n    <meta charset=\"UTF-8\"/>\n    <meta name=\"keywords\" content=\"Thomson Reuters Corporate,Thomson Reuters Corporate,404 Not Found\"/>\n    <meta name=\"description\" content=\"404 - Page not found\"/>\n    <meta name=\"template\" content=\"open-template\"/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/>\n    \n\n    \n    \n    \n    \n\n    \n    \n    \n\n    \n    \n\n\n\n        \n        \n    \n        <script>\n            (function(h,o,u,n,d) {\n                h=h[d]=h[d]||{q:[],onReady:function(c){h.q.push(c)}}\n                d=o.createElement(u);d.async=1;d.src=n\n                n=o.getElementsByTagName(u)[0];n.parentNode.insertBefore(d,n)\n            })(window,document,'"
          },
          {
            "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": "\n\n\n    \n    <!DOCTYPE html>\n<html lang=\"en\">\n      \n\n    <head>\n        <meta charset=\"utf-8\"/>\n\n        \n        \n    <meta charset=\"UTF-8\"/>\n    <meta name=\"keywords\" content=\"Thomson Reuters Corporate,Thomson Reuters Corporate,404 Not Found\"/>\n    <meta name=\"description\" content=\"404 - Page not found\"/>\n    <meta name=\"template\" content=\"open-template\"/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/>\n    \n\n    \n    \n    \n    \n\n    \n    \n    \n\n    \n    \n\n\n\n        \n        \n    \n        <script>\n            (function(h,o,u,n,d) {\n                h=h[d]=h[d]||{q:[],onReady:function(c){h.q.push(c)}}\n                d=o.createElement(u);d.async=1;d.src=n\n                n=o.getElementsByTagName(u)[0];n.parentNode.insertBefore(d,n)\n            })(window,document,'"
          },
          {
            "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": "\n\n\n    \n    <!DOCTYPE html>\n<html lang=\"en\">\n      \n\n    <head>\n        <meta charset=\"utf-8\"/>\n\n        \n        \n    <meta charset=\"UTF-8\"/>\n    <meta name=\"keywords\" content=\"Thomson Reuters Corporate,Thomson Reuters Corporate,404 Not Found\"/>\n    <meta name=\"description\" content=\"404 - Page not found\"/>\n    <meta name=\"template\" content=\"open-template\"/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/>\n    \n\n    \n    \n    \n    \n\n    \n    \n    \n\n    \n    \n\n\n\n        \n        \n    \n        <script>\n            (function(h,o,u,n,d) {\n                h=h[d]=h[d]||{q:[],onReady:function(c){h.q.push(c)}}\n                d=o.createElement(u);d.async=1;d.src=n\n                n=o.getElementsByTagName(u)[0];n.parentNode.insertBefore(d,n)\n            })(window,document,'"
          }
        ]
      },
      "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html;charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
      "howToFix": "Publish a valid OpenAPI 3.x or Swagger 2.0 JSON/YAML document with info, paths, operations, and responses."
    }
  ]
}

Security & TrustSecurity & TrustEstablished

Referrer-Policy

Referrer-Policy is missing or incomplete.

50 Fail

Needs attention

Referrer-Policy

Failed check

Issue

Referrer-Policy is missing or incomplete.

Why it matters

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

Check name

Referrer-Policy

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

Limit how much referrer data leaves the site.

Result

Referrer-Policy is missing or incomplete.

Evidence

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

AI DiscoverabilityBot Access ControlEstablished

AI bot rules in robots.txt

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

33 Fail

Needs attention

AI bot rules in robots.txt

Failed check

Issue

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

Why it matters

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

Check name

AI bot rules in robots.txt

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Established

Goal

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

Result

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

Evidence

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

AI DiscoverabilityBot Access ControlInformational

Content Signal

Content Signal is missing or incomplete.

33 Fail

Needs attention

Content Signal

Failed check

Issue

No Content Signal found in robots.txt

Why it matters

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

Check name

Content Signal

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

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

Result

Content Signal is missing or incomplete.

Evidence

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

AI DiscoverabilityDiscoverabilityEstablished

FAQPage schema

FAQPage schema is missing or incomplete.

33 Fail

Needs attention

FAQPage schema

Failed check

Issue

FAQ content was detected but no FAQPage schema was found.

Why it matters

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

Check name

FAQPage schema

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

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

Result

FAQPage schema is missing or incomplete.

Evidence

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

AI DiscoverabilityDiscoverabilityEstablished

High-value schema types

High-value schema types is missing or incomplete.

33 Fail

Needs attention

High-value schema types

Failed check

Issue

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

Why it matters

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

Check name

High-value schema types

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

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

Result

High-value schema types is missing or incomplete.

Evidence

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

AI DiscoverabilityDiscoverabilityEstablished

Link headers

Link headers failed at "Find useful Link headers".

33 Fail

Needs attention

Link headers

Failed check

Issue

No useful agent discovery Link headers were found.

Why it matters

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

Check name

Link headers

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Include Link response headers for agent discovery using RFC 8288.

Result

Link headers failed at "Find useful Link headers".

Validation steps

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

Evidence

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

AI DiscoverabilityBot Access ControlInformational

Web Bot Auth request signing

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

33 Fail

Needs attention

Web Bot Auth request signing

Failed check

Issue

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

Why it matters

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

Check name

Web Bot Auth request signing

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/http-message-signatures-directory",
            "statusCode": 406,
            "contentType": null,
            "length": 293
          }
        ]
      },
      "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 ReadinessEmerging recommendation

llms.txt

llms.txt failed at "Fetch to find resource".

25 Fail

Needs attention

llms.txt

Failed check

Issue

llms.txt was not found at the expected path.

Why it matters

llms.txt gives language-model clients a concise, curated summary of important site context and links before they crawl broadly.

Check name

llms.txt

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Emerging recommendation

Goal

Publish llms.txt to summarize agent-readable site guidance.

Result

llms.txt failed at "Fetch to find resource".

Validation steps

Fetch to find resource
llms.txt was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/llms.txt",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 308962
          },
          {
            "path": "/llms-full.txt",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 308962
          }
        ]
      },
      "issue": "llms.txt was not found at the expected path.",
      "howToFix": "Publish /llms.txt as Markdown with a clear title, concise site summary, and useful links for agents."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Markdown negotiation

Markdown negotiation failed at "Markdown content type".

25 Fail

Needs attention

Markdown negotiation

Failed check

Issue

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

Why it matters

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

Check name

Markdown negotiation

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Return HTML responses as markdown when agents request it.

Result

Markdown negotiation failed at "Markdown content type".

Validation steps

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

Evidence

{
  "failedStep": "content-type",
  "steps": [
    {
      "id": "content-type",
      "title": "Markdown content type",
      "status": "fail",
      "evidence": {
        "statusCode": 200,
        "contentType": "text/html;charset=utf-8"
      },
      "issue": "Content-Type \"text/html;charset=utf-8\" does not indicate Markdown when requested with Accept: text/markdown.",
      "howToFix": "Return Content-Type: text/markdown; charset=utf-8 for requests with Accept: text/markdown."
    },
    {
      "id": "vary-accept",
      "title": "Vary: Accept header",
      "status": "fail",
      "evidence": {
        "vary": "Accept-Encoding"
      },
      "issue": "Markdown negotiation is missing Vary: Accept; current Vary header is \"Accept-Encoding\".",
      "howToFix": "Add Vary: Accept on negotiated Markdown responses so shared caches keep HTML and Markdown variants separate."
    },
    {
      "id": "markdown-content",
      "title": "Structured Markdown body",
      "status": "fail",
      "evidence": {
        "valid": false,
        "hasHeading": false,
        "wordCount": 33965,
        "excerpt": "<!DOCTYPE html>\n<html lang=\"en-US\">\n      \n\n\n  <head>\n\n    <!-- Meta tags and resource hints extracted to head-meta.html -->\n    <meta charset=\"utf-8\"/>\n<meta name=\"content-page-ref\" content=\"_CQEGVqYb49kdApVG14GGefkL3wwpfw2B2NYtjmP7BoL8k26",
        "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."
    }
  ]
}

Agent Ease of UseMCPEmerging recommendation

MCP Server Card

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

25 Fail

Needs attention

MCP Server Card

Failed check

Issue

MCP Server Card was not found at the expected path.

Why it matters

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

Check name

MCP Server Card

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

Publish an MCP Server Card for agent discovery.

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 406,
            "contentType": null,
            "length": 293
          },
          {
            "path": "/.well-known/mcp/server-cards.json",
            "statusCode": 406,
            "contentType": null,
            "length": 293
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 406,
            "contentType": null,
            "length": 293
          }
        ]
      },
      "issue": "MCP Server Card was not found at the expected path.",
      "howToFix": "Publish an MCP server card with valid transports and make each advertised local endpoint answer an MCP initialize request."
    }
  ]
}

Agent Ease of UseMCPEmerging recommendation

mcp.json

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

25 Fail

Needs attention

mcp.json

Failed check

Issue

mcp.json was not found at the expected path.

Why it matters

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

Check name

mcp.json

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 308962
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 406,
            "contentType": null,
            "length": 293
          },
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 406,
            "contentType": null,
            "length": 293
          }
        ]
      },
      "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."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Semantic HTML

Semantic HTML is missing or incomplete.

25 Fail

Needs attention

Semantic HTML

Failed check

Issue

Semantic HTML is incomplete: 6 buttons missing accessible names; 1/2 applicable form inputs have autocomplete attributes (1 missing).

Details

Why it matters

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

Check name

Semantic HTML

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Expose readable page structure through semantic HTML and accessible controls.

Result

Semantic HTML is missing or incomplete.

Evidence

{
  "main": true,
  "nav": true,
  "footer": true,
  "meaningfulH1": true,
  "headingOrder": true,
  "accessibleLinks": true,
  "accessibleButtons": false,
  "imageAltCoverage": true,
  "formAutocompleteCoverage": false,
  "details": {
    "inaccessibleLinks": [],
    "inaccessibleButtons": [
      "<button aria-expanded=\"false\" ot-accordion=\"true\" aria-controls=\"ot-desc-id-1\" aria-labelledby=\"ot-header-id-1 ot-status-id-1\"></button>",
      "<button aria-expanded=\"false\" ot-accordion=\"true\" aria-controls=\"ot-desc-id-2\" aria-labelledby=\"ot-header-id-2\"></button>",
      "<button aria-expanded=\"false\" ot-accordion=\"true\" aria-controls=\"ot-desc-id-3\" aria-labelledby=\"ot-header-id-3\"></button>",
      "<button aria-expanded=\"false\" ot-accordion=\"true\" aria-controls=\"ot-desc-id-4\" aria-labelledby=\"ot-header-id-4\"></button>",
      "<button aria-expanded=\"false\" ot-accordion=\"true\" aria-controls=\"ot-desc-id-5\" aria-labelledby=\"ot-header-id-5\"></button>",
      "<button aria-expanded=\"false\" ot-accordion=\"true\" aria-controls=\"ot-desc-id-8\" aria-labelledby=\"ot-header-id-8\"></button>"
    ],
    "missingAutocompleteInputs": [
      "<input id=\"vendor-search-handler\" type=\"text\" name=\"vendor-search-handler\" placeholder=\"Search&#x2026;\" aria-label=\"Cookie list search\">"
    ],
    "imagesMissingAlt": [
      "<img src=\"https://play.vidyard.com/Q2f4yGx67qczy3JfSNAC96.jpg\" id=\"Q2f4yGx67qczy3JfSNAC96-vidyard\" class=\"cmp-video-hero_frame-vidyard vidyard-player-embed\" data-uuid=\"Q2f4yGx67qczy3JfSNAC96\" data-v=\"4\" data-type=\"inline\">"
    ],
    "skippedHeadingLevels": []
  },
  "counts": {
    "h1": 1,
    "headings": 59,
    "links": 218,
    "inaccessibleLinks": 0,
    "buttons": 81,
    "inaccessibleButtons": 6,
    "images": 36,
    "imagesWithAlt": 35,
    "autocompleteInputs": 2,
    "inputsWithAutocomplete": 1,
    "missingAutocompleteInputs": 1
  }
}

Agent Ease of UseMCPInformational

WebMCP manifest

WebMCP manifest failed at "Fetch to find resource".

25 Fail

Needs attention

WebMCP manifest

Failed check

Issue

WebMCP manifest was not found at the expected path.

Why it matters

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

Check name

WebMCP manifest

Score

0/100

Status

fail

Category

MCP

Maturity

Informational

Goal

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

Result

WebMCP manifest failed at "Fetch to find resource".

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/webmcp.json",
            "statusCode": 406,
            "contentType": null,
            "length": 293
          },
          {
            "path": "/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 308962
          },
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 308962
          }
        ]
      },
      "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."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

A2A Agent Card

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

20 Fail

Needs attention

A2A Agent Card

Failed check

Issue

A2A Agent Card was not found at the expected path.

Why it matters

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

Check name

A2A Agent Card

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-card.json",
            "statusCode": 406,
            "contentType": null,
            "length": 293
          },
          {
            "path": "/.well-known/a2a/agent-card.json",
            "statusCode": 406,
            "contentType": null,
            "length": 293
          },
          {
            "path": "/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 308962
          }
        ]
      },
      "issue": "A2A Agent Card was not found at the expected path.",
      "howToFix": "Publish an A2A Agent Card with required skill details and make the advertised url answer A2A JSON-RPC requests."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

Agent Skills index

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

20 Fail

Needs attention

Agent Skills index

Failed check

Issue

Agent Skills index was not found at the expected path.

Why it matters

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

Check name

Agent Skills index

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish an agent skills discovery index.

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-skills/index.json",
            "statusCode": 406,
            "contentType": null,
            "length": 293
          },
          {
            "path": "/.well-known/skills/index.json",
            "statusCode": 406,
            "contentType": null,
            "length": 293
          }
        ]
      },
      "issue": "Agent Skills index was not found at the expected path.",
      "howToFix": "Publish an index with a non-empty skills array and reachable SKILL.md URLs."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

agent.json

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

20 Fail

Needs attention

agent.json

Failed check

Issue

agent.json was not found at the expected path.

Why it matters

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

Check name

agent.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent.json",
            "statusCode": 406,
            "contentType": null,
            "length": 293
          },
          {
            "path": "/agent.json",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 308962
          }
        ]
      },
      "issue": "agent.json was not found at the expected path.",
      "howToFix": "Publish agent.json with awp_version, domain, intent, and typed actions that point to real same-origin API or protocol endpoints."
    }
  ]
}

Agent Ease of UseSkill DiscoveryInformational

agents.json

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

20 Fail

Needs attention

agents.json

Failed check

Issue

agents.json was not found at the expected path.

Why it matters

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

Check name

agents.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Informational

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agents.json",
            "statusCode": 406,
            "contentType": null,
            "length": 293
          },
          {
            "path": "/agents.json",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 308962
          }
        ]
      },
      "issue": "agents.json was not found at the expected path.",
      "howToFix": "If this site uses agents.json, publish JSON with an agents array containing name and url for each agent."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

DNS-AID Agent Discovery

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

15 Fail

Needs attention

DNS-AID Agent Discovery

Failed check

Issue

No DNS-AID entrypoint records were found under _agents.

Why it matters

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

Check name

DNS-AID Agent Discovery

Score

25/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "svcb-https-records",
  "steps": [
    {
      "id": "svcb-https-records",
      "title": "Resolve DNS-AID SVCB/HTTPS records",
      "status": "fail",
      "evidence": {
        "hostname": "www.thomsonreuters.com",
        "probes": [
          {
            "name": "_index._agents.www.thomsonreuters.com",
            "found": false,
            "recordCount": 1,
            "records": [],
            "hasAlpn": false,
            "hasEndpoint": false
          },
          {
            "name": "_a2a._agents.www.thomsonreuters.com",
            "found": false,
            "recordCount": 1,
            "records": [],
            "hasAlpn": false,
            "hasEndpoint": false
          }
        ]
      },
      "issue": "No DNS-AID entrypoint records were found under _agents.",
      "howToFix": "Publish ServiceMode SVCB/HTTPS records such as _index._agents.example.com or _a2a._agents.example.com."
    },
    {
      "id": "service-params",
      "title": "Validate alpn and endpoint parameters",
      "status": "informational",
      "evidence": {
        "discovered": []
      },
      "howToFix": "Include alpn and endpoint service parameters in each DNS-AID record so agents know the protocol and target entrypoint."
    },
    {
      "id": "dnssec",
      "title": "Check DNSSEC material",
      "status": "warning",
      "evidence": {
        "hasDnssecMaterial": false,
        "checked": [
          {
            "name": "www.thomsonreuters.com",
            "dnssecTypes": [],
            "dnssecRecordCount": 0
          },
          {
            "name": "thomsonreuters.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."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Content freshness signals

Content freshness signals is partially implemented.

13 Warning

Needs attention

Content freshness signals

Warning

Issue

Content freshness signals are incomplete: missing dateModified/datePublished in JSON-LD.

Why it matters

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

Check name

Content freshness signals

Score

50/100

Status

warning

Category

Content Readiness

Maturity

Established

Goal

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

Result

Content freshness signals is partially implemented.

Evidence

{
  "lastModified": "Tue, 09 Jun 2026 11:46:40 GMT",
  "schemaDates": [],
  "metaDateCount": 1,
  "timeDateCount": 0
}

Agent Ease of UseMCPInformational

WebMCP

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

13 Warning

Needs attention

WebMCP

Warning

Issue

WebMCP declarative annotations need fixes.

Details

Why it matters

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

Check name

WebMCP

Score

50/100

Status

warning

Category

MCP

Maturity

Informational

Goal

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

Result

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

Validation steps

Detect data-mcp-tool annotations
No data-mcp-tool attributes were found on interactive elements.
Detect WebMCP declarative tags
No elements found with tool-name or tool-description attributes.
Validate WebMCP declarative annotation quality
WebMCP declarative annotations need fixes.
WebMCP declarative annotation issues
<input name="searchbox"> is missing tool-param-description.
<input name="ot-group-id-2"> is missing tool-param-description.
<input name="ot-group-id-3"> is missing tool-param-description.
<input name="ot-group-id-4"> is missing tool-param-description.
<input name="ot-group-id-5"> is missing tool-param-description.
<input name="ot-group-id-8"> is missing tool-param-description.
<input name="vendor-search-handler"> is missing tool-param-description.
<input> is missing a name attribute.
<input> is missing tool-param-description.
<input> is missing a name attribute.
<input> is missing tool-param-description.
<input> is missing a name attribute.
<input> is missing tool-param-description.
<input> is missing a name attribute.
<input> is missing tool-param-description.
Detect WebMCP imperative API usage
navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.
Detect WebMCP browser navigator injection
navigator.modelContext was not detected in the rendered browser page.
Interactive surface coverage
Only 0% of interactive surfaces are annotated.

Evidence

{
  "failedStep": "declarative-annotation-quality",
  "steps": [
    {
      "id": "data-mcp-tool-attributes",
      "title": "Detect data-mcp-tool annotations",
      "status": "informational",
      "evidence": {
        "dataMcpToolCount": 0,
        "dataMcpTools": []
      },
      "issue": "No data-mcp-tool attributes were found on interactive elements.",
      "howToFix": "Add data-mcp-tool attributes to high-value forms, buttons, and links so generic MCP-aware tooling can identify intended actions."
    },
    {
      "id": "declarative-tags",
      "title": "Detect WebMCP declarative tags",
      "status": "informational",
      "evidence": {
        "totalForms": 0,
        "formsWithTags": 0,
        "totalInteractive": 310,
        "interactiveWithTags": 0,
        "totalCount": 310,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<input name=\"searchbox\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-2\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-3\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-4\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-5\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-8\"> 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": 15,
        "issues": [
          "<input name=\"searchbox\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-2\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-3\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-4\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-5\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-8\"> is missing tool-param-description.",
          "<input name=\"vendor-search-handler\"> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description."
        ]
      },
      "issue": "WebMCP declarative annotations need fixes.",
      "issueDetails": [
        {
          "title": "WebMCP declarative annotation issues",
          "items": [
            {
              "type": "code",
              "value": "<input name=\"searchbox\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input name=\"ot-group-id-2\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input name=\"ot-group-id-3\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input name=\"ot-group-id-4\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input name=\"ot-group-id-5\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input name=\"ot-group-id-8\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input name=\"vendor-search-handler\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> is missing tool-param-description."
            }
          ]
        }
      ],
      "howToFix": "Use snake_case tool-name values, descriptive tool-description values, named and labeled fields, and tool-param-description on inputs."
    },
    {
      "id": "imperative-api",
      "title": "Detect WebMCP imperative API usage",
      "status": "informational",
      "evidence": {
        "staticSignals": {
          "detected": false,
          "matched": []
        },
        "browser": {
          "checked": true,
          "detected": false,
          "hasNavigatorModelContext": false,
          "modelContextType": "undefined",
          "hasProvideContext": false,
          "hasRegisterTool": false
        }
      },
      "issue": "navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.",
      "howToFix": "Use navigator.modelContext.provideContext() to register tools programmatically."
    },
    {
      "id": "browser-navigator-injection",
      "title": "Detect WebMCP browser navigator injection",
      "status": "informational",
      "evidence": {
        "browser": {
          "checked": true,
          "detected": false,
          "hasNavigatorModelContext": false,
          "modelContextType": "undefined",
          "hasProvideContext": false,
          "hasRegisterTool": false
        }
      },
      "issue": "navigator.modelContext was not detected in the rendered browser page.",
      "howToFix": "Expose WebMCP through navigator.modelContext in the browser runtime when the page is intended to provide in-page tools."
    },
    {
      "id": "surface-coverage",
      "title": "Interactive surface coverage",
      "status": "informational",
      "evidence": {
        "totalForms": 0,
        "formsWithTags": 0,
        "totalInteractive": 310,
        "interactiveWithTags": 0,
        "totalCount": 310,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<input name=\"searchbox\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-2\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-3\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-4\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-5\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-8\"> is missing tool-param-description.",
          "<input name=\"vendor-search-handler\"> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description."
        ]
      },
      "issue": "Only 0% of interactive surfaces are annotated.",
      "howToFix": "Add WebMCP annotations to all forms and interactive elements to increase agent coverage."
    }
  ],
  "staticSignals": {
    "detected": false,
    "matched": []
  },
  "coverage": {
    "totalForms": 0,
    "formsWithTags": 0,
    "totalInteractive": 310,
    "interactiveWithTags": 0,
    "totalCount": 310,
    "taggedCount": 0,
    "dataMcpToolCount": 0,
    "dataMcpTools": [],
    "coverage": 0,
    "annotationIssues": [
      "<input name=\"searchbox\"> is missing tool-param-description.",
      "<input name=\"ot-group-id-2\"> is missing tool-param-description.",
      "<input name=\"ot-group-id-3\"> is missing tool-param-description.",
      "<input name=\"ot-group-id-4\"> is missing tool-param-description.",
      "<input name=\"ot-group-id-5\"> is missing tool-param-description.",
      "<input name=\"ot-group-id-8\"> 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: Source and trust signals

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

9 Fail

Needs attention

AIO: Source and trust signals

Failed check

Issue

Missing AIO trust signals: author, publisher, freshnessDate.

Details

Why it matters

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

Check name

AIO: Source and trust signals

Score

40/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
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    "author": false,
    "publisher": false,
    "freshnessDate": false,
    "aboutOrContact": true,
    "policyLinks": true
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    "publisher",
    "freshnessDate"
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  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [],
  "visibleDates": [],
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      "text": "About our Partnership program",
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      "href": "https://legal.thomsonreuters.com/en/contact-sales",
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      "html": "<a dataanalyticsmenuaction=\"Menu Navigation Level 3\" data-analytics-menu-action=\"Menu Navigation Level 3\" dataanalyticsmenuvalue=\"Purchase|Law firms over 10 attorneys|Contact us about plans for law firms\" data-analytics-menu-value=\"Purchase|Law firms over 10 attorneys|Contact us about plans for law firms\" aria-label=\"Contact us about plans for law firms Discover the right plan for your law firm with the help of a knowledgeable sales representative.\" href=\"https://legal.thomsonreuters.com/en/c..."
    },
    {
      "href": "https://tax.thomsonreuters.com/en/contact-sales",
      "text": "Contact us about plans for tax, audit & accounting firms Get expert guidance on tax, audit, and accounting solutions for your firm.",
      "html": "<a dataanalyticsmenuaction=\"Menu Navigation Level 3\" data-analytics-menu-action=\"Menu Navigation Level 3\" dataanalyticsmenuvalue=\"Purchase|Tax, audit &amp; accounting firms|Contact us about plans for tax, audit &amp; accounting firms\" data-analytics-menu-value=\"Purchase|Tax, audit &amp; accounting firms|Contact us about plans for tax, audit &amp; accounting firms\" aria-label=\"Contact us about plans for tax, audit &amp; accounting firms Get expert guidance on tax, audit, and accounting solutio..."
    },
    {
      "href": "https://www.thomsonreuters.com/en/about-us",
      "text": "About Thomson Reuters",
      "html": "<a href=\"https://www.thomsonreuters.com/en/about-us\" target=\"_self\" data-icon-name=\"none\" aria-label=\"About Thomson Reuters\" class=\"emcmUi-SiteFooterNavItem-link\"> About Thomson Reuters </a>"
    },
    {
      "href": "https://www.thomsonreuters.com/en/about-us/our-purpose",
      "text": "Our purpose",
      "html": "<a href=\"https://www.thomsonreuters.com/en/about-us/our-purpose\" target=\"_self\" data-icon-name=\"none\" aria-label=\"Our purpose\" class=\"emcmUi-SiteFooterNavItem-link\"> Our purpose </a>"
    },
    {
      "href": "https://www.thomsonreuters.com/en/about-us/social-impact",
      "text": "Social impact",
      "html": "<a href=\"https://www.thomsonreuters.com/en/about-us/social-impact\" target=\"_self\" data-icon-name=\"none\" aria-label=\"Social impact\" class=\"emcmUi-SiteFooterNavItem-link\"> Social impact </a>"
    },
    {
      "href": "https://www.thomsonreuters.com/en/about-us/trust-principles",
      "text": "The Trust Principles",
      "html": "<a href=\"https://www.thomsonreuters.com/en/about-us/trust-principles\" target=\"_self\" data-icon-name=\"none\" aria-label=\"The Trust Principles\" class=\"emcmUi-SiteFooterNavItem-link\"> The Trust Principles </a>"
    },
    {
      "href": "https://www.linkedin.com/company/thomson-reuters",
      "text": "LinkedIn",
      "html": "<a href=\"https://www.linkedin.com/company/thomson-reuters\" target=\"_self\" data-icon-name=\"linkedin\" aria-label=\"LinkedIn\" class=\"emcmUi-SiteFooterNavItem-link\"><span class=\"emcmUi-SiteFooterNavItem-icon\"><span class=\"emcmUi-Svg\" style=\"width: 1rem;\"><span class=\"emcmUi-Svg-inner\"><svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\" aria-hidden=\"true\"><path d=\"M23 0H1C.4 0 0 .4 0 1v22c0 .6.4 1 1 1h22c.6 0 1-.4 1-1V1c0-.6-.4-1-1-1zM7.1 20.5H3.6V9h3.6v11.5zM5.3 7.4c-1.1 0-2.1-.9-2.1-2.1 0..."
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  ],
  "contactLinks": [
    {
      "href": "https://legal.thomsonreuters.com/en/contact-sales",
      "text": "Contact us about plans for law firms Discover the right plan for your law firm with the help of a knowledgeable sales representative.",
      "html": "<a dataanalyticsmenuaction=\"Menu Navigation Level 3\" data-analytics-menu-action=\"Menu Navigation Level 3\" dataanalyticsmenuvalue=\"Purchase|Law firms over 10 attorneys|Contact us about plans for law firms\" data-analytics-menu-value=\"Purchase|Law firms over 10 attorneys|Contact us about plans for law firms\" aria-label=\"Contact us about plans for law firms Discover the right plan for your law firm with the help of a knowledgeable sales representative.\" href=\"https://legal.thomsonreuters.com/en/c..."
    },
    {
      "href": "/en/contact-us",
      "text": "Contact us",
      "html": "<a href=\"/en/contact-us\" target=\"_self\" class=\"tr-featured-card__button tr-featured-card__button--secondary\"> <span>Contact us</span> </a>"
    },
    {
      "href": "https://tax.thomsonreuters.com/en/contact-sales",
      "text": "Contact us about plans for tax, audit & accounting firms Get expert guidance on tax, audit, and accounting solutions for your firm.",
      "html": "<a dataanalyticsmenuaction=\"Menu Navigation Level 3\" data-analytics-menu-action=\"Menu Navigation Level 3\" dataanalyticsmenuvalue=\"Purchase|Tax, audit &amp; accounting firms|Contact us about plans for tax, audit &amp; accounting firms\" data-analytics-menu-value=\"Purchase|Tax, audit &amp; accounting firms|Contact us about plans for tax, audit &amp; accounting firms\" aria-label=\"Contact us about plans for tax, audit &amp; accounting firms Get expert guidance on tax, audit, and accounting solutio..."
    },
    {
      "href": "/en/contact-us",
      "text": "Contact us",
      "html": "<a href=\"/en/contact-us\" target=\"_self\" class=\"tr-featured-card__button tr-featured-card__button--secondary\"> <span>Contact us</span> </a>"
    },
    {
      "href": "https://legal.thomsonreuters.com/en/insights#tab=insights&sortCriteria=%40tr_wpublishedtime%20descending&numberOfResults=12&t=insights&sort=%252540tr_wpublishedtime%252520descending",
      "text": "Legal insights Explore thought leadership and practical insights that help legal professionals navigate industry changes.",
      "html": "<a dataanalyticsmenuaction=\"Menu Navigation Level 3\" data-analytics-menu-action=\"Menu Navigation Level 3\" dataanalyticsmenuvalue=\"Resources|Insights|Legal insights\" data-analytics-menu-value=\"Resources|Insights|Legal insights\" aria-label=\"Legal insights Explore thought leadership and practical insights that help legal professionals navigate industry changes.\" href=\"https://legal.thomsonreuters.com/en/insights#tab=insights&amp;sortCriteria=%40tr_wpublishedtime%20descending&amp;numberOfResults=..."
    },
    {
      "href": "https://www.thomsonreuters.com/en-us/help/account-management",
      "text": "Help with account management",
      "html": "<a data-l2-id href=\"https://www.thomsonreuters.com/en-us/help/account-management\" target=\"_self\" rel=\"noopener noreferrer\" aria-label=\"Help with account management\" data-analytics-menu-action=\"Menu Navigation Level 2\" data-analytics-menu-value=\"Help|Help with account management\" class=\"tr-global-navigation-level2-item\"> <span class=\"tr-globalNavigation-level2-item__tab-inner\"> <span class=\"tr-globalNavigation-level2-item__tab-left\"> <span class=\"tr-globalNavigation-level2-item__tab-icon tr-gl..."
    },
    {
      "href": "https://www.thomsonreuters.com/en-us/help",
      "text": "Help & support",
      "html": "<a data-l2-id href=\"https://www.thomsonreuters.com/en-us/help\" target=\"_self\" rel=\"noopener noreferrer\" aria-label=\"Help &amp; support\" data-analytics-menu-action=\"Menu Navigation Level 2\" data-analytics-menu-value=\"Help|Help &amp; support\" class=\"tr-global-navigation-level2-item\"> <span class=\"tr-globalNavigation-level2-item__tab-inner\"> <span class=\"tr-globalNavigation-level2-item__tab-left\"> <span class=\"tr-globalNavigation-level2-item__tab-icon tr-globalNavigation-level2-item__tab-icon--l..."
    },
    {
      "href": "/en/contact-us",
      "text": "Contact us",
      "html": "<a data-l2-id href=\"/en/contact-us\" target=\"_self\" rel=\"noopener noreferrer\" aria-label=\"Contact us\" data-analytics-menu-action=\"Menu Navigation Level 2\" data-analytics-menu-value=\"Help|Contact us\" class=\"tr-global-navigation-level2-item\"> <span class=\"tr-globalNavigation-level2-item__tab-inner\"> <span class=\"tr-globalNavigation-level2-item__tab-left\"> <span class=\"tr-globalNavigation-level2-item__tab-icon tr-globalNavigation-level2-item__tab-icon--leading\"> <i class=\"fa-sharp fa-light fa-pho..."
    },
    {
      "href": "/en/support-training",
      "text": "Go to support & training",
      "html": "<a href=\"/en/support-training\" aria-label=\"Go to support &amp;amp; training\"> <p>Go to support &amp; training</p> </a>"
    },
    {
      "href": "/en/contact-us",
      "text": "Contact us",
      "html": "<a href=\"/en/contact-us\" aria-label=\"Contact us\"> <p>Contact us</p> </a>"
    },
    {
      "href": "https://www.thomsonreuters.com/en/contact-us",
      "text": "Sales & support",
      "html": "<a href=\"https://www.thomsonreuters.com/en/contact-us\" target=\"_self\" data-icon-name=\"none\" aria-label=\"Sales &amp; support\" class=\"emcmUi-SiteFooterNavItem-link\"> Sales &amp; support </a>"
    },
    {
      "href": "https://ir.thomsonreuters.com/shareholder-services/investor-contacts",
      "text": "Investors support",
      "html": "<a href=\"https://ir.thomsonreuters.com/shareholder-services/investor-contacts\" target=\"_self\" data-icon-name=\"none\" aria-label=\"Investors support\" class=\"emcmUi-SiteFooterNavItem-link\"> Investors support </a>"
    },
    {
      "href": "https://www.thomsonreuters.com/en/contact-us/media-contacts",
      "text": "Media relations",
      "html": "<a href=\"https://www.thomsonreuters.com/en/contact-us/media-contacts\" target=\"_self\" data-icon-name=\"none\" aria-label=\"Media relations\" class=\"emcmUi-SiteFooterNavItem-link\"> Media relations </a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "/en/privacy-statement#cookies",
      "text": "Cookie policy",
      "html": "<a target=\"_blank\" aria-label=\"Cookie policy - opens in a new tab\" href=\"/en/privacy-statement#cookies\" class=\"emcmUi-GlobalFooterItem-inner\">Cookie policy<span class=\"emcmUi-GlobalFooterItem-newTabIcon\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"16\" height=\"16\" viewBox=\"0 0 16 16\" fill=\"none\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M10.5 0H15.5H16V0.5V5.5V6H15V5.5V1.71875L7.34375 9.375L7 9.71875L6.28125 9L6.625 8.65625L14.2812 1H10.5H10V0H10.5ZM0.5 1H6.5H7V2H6.5H1V15H14V9.5V9H15V9...."
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      "href": "/en/terms-of-use",
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      "href": "/en/privacy-statement",
      "text": "Privacy statement",
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      "href": "https://www.thomsonreuters.com/en/privacy-statement#CookieIBA",
      "text": "Cookie Statement",
      "html": "<a class=\"ot-cookie-policy-link\" href=\"https://www.thomsonreuters.com/en/privacy-statement#CookieIBA\" aria-label=\"More information about your privacy, opens in a new tab\" rel=\"noopener noreferrer\" target=\"_blank\">Cookie Statement</a>"
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      "text": "Privacy Statement",
      "html": "<a class=\"ot-imprint-link\" href=\"https://www.thomsonreuters.com/en/privacy-statement.html\" aria-label=\"Legal Information, opens in a new tab\" rel=\"noopener noreferrer\" target=\"_blank\">&#xa0;&#xa0;Privacy Statement</a>"
    },
    {
      "href": "https://www.thomsonreuters.com/en/privacy-statement#CookieIBA",
      "text": "More information",
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  "score": 40,
  "weight": 20
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer evidence and trust

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

5 Fail

Needs attention

AEO: Answer evidence and trust

Failed check

Issue

Missing AIO trust signals: author, publisher, freshnessDate.

Details

Why it matters

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

Check name

AEO: Answer evidence and trust

Score

40/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": false,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "author",
    "publisher",
    "freshnessDate"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [],
  "visibleDates": [],
  "aboutLinks": [
    {
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      "html": "<a dataanalyticsmenuaction=\"Menu Navigation Level 3\" data-analytics-menu-action=\"Menu Navigation Level 3\" dataanalyticsmenuvalue=\"Solutions|Partnerships &amp; alliances|About our Partnership program\" data-analytics-menu-value=\"Solutions|Partnerships &amp; alliances|About our Partnership program\" aria-label=\"About our Partnership program\" href=\"/en/partners\" class=\"tr-globalNavigation-link\"> <span class=\"tr-globalNavigation-link__content\"> <span class=\"tr-globalNavigation-link__title-wrapper\">..."
    },
    {
      "href": "https://legal.thomsonreuters.com/en/contact-sales",
      "text": "Contact us about plans for law firms Discover the right plan for your law firm with the help of a knowledgeable sales representative.",
      "html": "<a dataanalyticsmenuaction=\"Menu Navigation Level 3\" data-analytics-menu-action=\"Menu Navigation Level 3\" dataanalyticsmenuvalue=\"Purchase|Law firms over 10 attorneys|Contact us about plans for law firms\" data-analytics-menu-value=\"Purchase|Law firms over 10 attorneys|Contact us about plans for law firms\" aria-label=\"Contact us about plans for law firms Discover the right plan for your law firm with the help of a knowledgeable sales representative.\" href=\"https://legal.thomsonreuters.com/en/c..."
    },
    {
      "href": "https://tax.thomsonreuters.com/en/contact-sales",
      "text": "Contact us about plans for tax, audit & accounting firms Get expert guidance on tax, audit, and accounting solutions for your firm.",
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    },
    {
      "href": "https://www.thomsonreuters.com/en/about-us",
      "text": "About Thomson Reuters",
      "html": "<a href=\"https://www.thomsonreuters.com/en/about-us\" target=\"_self\" data-icon-name=\"none\" aria-label=\"About Thomson Reuters\" class=\"emcmUi-SiteFooterNavItem-link\"> About Thomson Reuters </a>"
    },
    {
      "href": "https://www.thomsonreuters.com/en/about-us/our-purpose",
      "text": "Our purpose",
      "html": "<a href=\"https://www.thomsonreuters.com/en/about-us/our-purpose\" target=\"_self\" data-icon-name=\"none\" aria-label=\"Our purpose\" class=\"emcmUi-SiteFooterNavItem-link\"> Our purpose </a>"
    },
    {
      "href": "https://www.thomsonreuters.com/en/about-us/social-impact",
      "text": "Social impact",
      "html": "<a href=\"https://www.thomsonreuters.com/en/about-us/social-impact\" target=\"_self\" data-icon-name=\"none\" aria-label=\"Social impact\" class=\"emcmUi-SiteFooterNavItem-link\"> Social impact </a>"
    },
    {
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      "text": "The Trust Principles",
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GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer-first sections

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

4 Warning

Needs attention

AEO: Answer-first sections

Warning

Issue

40 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

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GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Question-led structure

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

3 Warning

Needs attention

AEO: Question-led structure

Warning

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": 26,
  "questionH2s": [],
  "hasFaq": false,
  "score": 50,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Page experience for AIO

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

2 Warning

Needs attention

AIO: Page experience for AIO

Warning

Issue

36 image(s) are missing width/height attributes. 4 possible modal/interstitial element(s) detected.

Details

Why it matters

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

Check name

AIO: Page experience for AIO

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

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GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Explanatory content depth

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

2 Warning

Needs attention

GEO: Explanatory content depth

Warning

Issue

13 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": 13,
  "citablePassages": 0,
  "failingCandidateParagraphs": [
    {
      "index": 44,
      "heading": "H2: Fiduciary-Grade AI™: Built for work you can stand behind",
      "text": "In high-stakes work, professionals need to make faster decisions, gain sharper insights, and drive greater impact. Using our AI — grounded in authoritative content, deep domain expertise, rigorous data governance, and expert support — you can move faster and work better without compromising your standards.",
      "words": 43,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (43 words; target 80-220)."
      ],
      "html": "<p class=\"richtext--element-font\"><span class=\"variant bodyLarge\"><span class=\"variant bodyLarge\"><span class=\"color secondary_color\">In high-stakes work, professionals need to make faster decisions, gain sharper insights, and drive greater impact. Using our AI &#x2014; grounded in authoritative content, deep domain expertise, rigorous data governance, and expert support &#x2014; you can move faster and work better without compromising your standards.</span></span></span></p>"
    },
    {
      "index": 47,
      "heading": "H3: 2026 AI in Professional Services Report",
      "text": "The 2026 AI in Professional Services Report (formerly Generative AI in Professional Services Report) reveals how AI is reshaping the legal, tax, accounting, risk, fraud, and government sectors. This year’s findings highlight where generative AI (GenAI) and agentic AI are gaining traction, how expectations and business models are evolving, and what leaders must do to prepare as AI becomes a core pillar of professio...",
      "words": 72,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (72 words; target 80-220)."
      ],
      "html": "<p> The 2026 AI in Professional Services Report (formerly Generative AI in Professional Services Report) reveals how AI is reshaping the legal, tax, accounting, risk, fraud, and government sectors. This year&#x2019;s findings highlight where generative AI (GenAI) and agentic AI are gaining traction, how expectations and business models are evolving, and what leaders must do to prepare as AI becomes a core pillar of professional work &#x2014; now and in the years ahead. </p>"
    },
    {
      "index": 49,
      "heading": "H3: Future of Professionals Report 2025",
      "text": "The Thomson Reuters Future of Professionals Report 2025 reveals how AI continues to shape professional work — and what it takes to get ahead. This year’s report shows that increased efficiency, productivity, and cost savings top the list of benefits professionals attribute to AI, making it indispensable for organizations facing rapid change.",
      "words": 52,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (52 words; target 80-220)."
      ],
      "html": "<p> The Thomson Reuters Future of Professionals Report 2025 reveals how AI continues to shape professional work &#x2014; and what it takes to get ahead. This year&#x2019;s report shows that increased efficiency, productivity, and cost savings top the list of benefits professionals attribute to AI, making it indispensable for organizations facing rapid change. </p>"
    },
    {
      "index": 51,
      "heading": "H3: 2026 AI in Professional Services Report",
      "text": "The 2026 AI in Professional Services Report (formerly Generative AI in Professional Services Report) reveals how AI is reshaping the legal, tax, accounting, risk, fraud, and government sectors. This year’s findings highlight where generative AI (GenAI) and agentic AI are gaining traction, how expectations and business models are evolving, and what leaders must do to prepare as AI becomes a core pillar of professio...",
      "words": 72,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (72 words; target 80-220)."
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      "html": "<p> The 2026 AI in Professional Services Report (formerly Generative AI in Professional Services Report) reveals how AI is reshaping the legal, tax, accounting, risk, fraud, and government sectors. This year&#x2019;s findings highlight where generative AI (GenAI) and agentic AI are gaining traction, how expectations and business models are evolving, and what leaders must do to prepare as AI becomes a core pillar of professional work &#x2014; now and in the years ahead. </p>"
    },
    {
      "index": 53,
      "heading": "H3: Future of Professionals Report 2025",
      "text": "The Thomson Reuters Future of Professionals Report 2025 reveals how AI continues to shape professional work — and what it takes to get ahead. This year’s report shows that increased efficiency, productivity, and cost savings top the list of benefits professionals attribute to AI, making it indispensable for organizations facing rapid change.",
      "words": 52,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (52 words; target 80-220)."
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      "html": "<p> The Thomson Reuters Future of Professionals Report 2025 reveals how AI continues to shape professional work &#x2014; and what it takes to get ahead. This year&#x2019;s report shows that increased efficiency, productivity, and cost savings top the list of benefits professionals attribute to AI, making it indispensable for organizations facing rapid change. </p>"
    },
    {
      "index": 54,
      "heading": "H3: 2026 AI in Professional Services Report",
      "text": "The 2026 AI in Professional Services Report reveals how AI is reshaping the legal, tax, accounting, risk, fraud, and government sectors. Drawing on perspectives from more than 1,500 professionals, this year’s report reveals where GenAI and agentic AI are gaining traction, how expectations and business models are evolving, and what leaders must do to prepare as AI becomes a core pillar of professional work — now an...",
      "words": 72,
      "hasEvidence": true,
      "reasons": [
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    },
    {
      "index": 63,
      "heading": "H3: Thomson Reuters Standard for High Stakes AI",
      "text": "Thomson Reuters (TSX/Nasdaq: TRI), a global content and technology company, today shared its standard for Fiduciary-Grade AI™, a higher benchmark for AI used in professional contexts where accuracy, accountability, and trust are critical. Fiduciary-Grade AI is purpose-built for professionals operating under duties of care and regulatory oversight. It is grounded in authoritative, domain-specific content, protected...",
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      "index": 65,
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      "text": "Toronto, May 18, 2025 – Steve Assie, General Manager, Global Large Law Firms and Erin Brown, Head of Finance, Corporates at Thomson Reuters (TSX/Nasdaq: TRI) will both present at the CIBC Technology & Innovation Conference on Thursday, May 21, 2026 at 11:40 a.m. EDT. The presentation may include forward-looking information.",
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    },
    {
      "index": 67,
      "heading": "H3: Thomson Reuters and Anthropic Expand Partnership to Connect Claude with CoCounsel Legal",
      "text": "Thomson Reuters (TSX/Nasdaq: TRI), a global content and technology company, today announced a new Model Context Protocol (MCP) integration with Anthropic that connects Claude directly to CoCounsel Legal. Legal professionals can now move seamlessly between general-purpose AI and citation-grounded legal work, from either working environment. As MCP integrations proliferate across the legal market, Thomson Reuters is...",
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        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
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      "html": "<p>Thomson Reuters (TSX/Nasdaq: TRI), a global content and technology company, today announced a new Model Context Protocol (MCP) integration with Anthropic that connects Claude directly to CoCounsel Legal. Legal professionals can now move seamlessly between general-purpose AI and citation-grounded legal work, from either working environment. As MCP integrations proliferate across the legal market, Thomson Reuters is bringing something distinct: fiduciary-grade AI that follows the work, for a..."
    },
    {
      "index": 76,
      "heading": "H4: User Analytics",
      "text": "These technologies carry out detailed analysis of how people interact with our website and digital services. They may track sessions, journeys, interactions, and engagement over time and across touchpoints. Where you allow it, insights may also inform how we tailor content, support, or communication across our own channels. Blocking them means we will not use these technologies for this detailed analysis.",
      "words": 61,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (61 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p class=\"ot-acc-grpdesc ot-category-desc\" id=\"ot-desc-id-2\">These technologies carry out detailed analysis of how people interact with our website and digital services. They may track sessions, journeys, interactions, and engagement over time and across touchpoints. Where you allow it, insights may also inform how we tailor content, support, or communication across our own channels. Blocking them means we will not use these technologies for this detailed analysis.</p>"
    },
    {
      "index": 79,
      "heading": "H4: Social media",
      "text": "These technologies are used when we display social media features or embed third-party content, such as videos, posts, feeds, maps, or sharing tools. These third-party providers may use them to collect information about you for their own purposes, such as analytics, personalisation, and advertising. Blocking them may prevent that content from loading or functioning properly.",
      "words": 55,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (55 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p class=\"ot-acc-grpdesc ot-category-desc\" id=\"ot-desc-id-5\">These technologies are used when we display social media features or embed third-party content, such as videos, posts, feeds, maps, or sharing tools. These third-party providers may use them to collect information about you for their own purposes, such as analytics, personalisation, and advertising. Blocking them may prevent that content from loading or functioning properly.</p>"
    },
    {
      "index": 80,
      "heading": "H4: Performance",
      "text": "These technologies measure how our website and digital services perform using aggregated analytics. They help us understand, at an aggregated level, how users interact with our services so we can monitor and improve them. Blocking them limits our ability to monitor performance.",
      "words": 42,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (42 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
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      "html": "<p class=\"ot-acc-grpdesc ot-category-desc\" id=\"ot-desc-id-8\">These technologies measure how our website and digital services perform using aggregated analytics. They help us understand, at an aggregated level, how users interact with our services so we can monitor and improve them. Blocking them limits our ability to monitor performance.</p>"
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  "citableParagraphs": [],
  "score": 75,
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}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Answer block readiness

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

2 Warning

Needs attention

AIO: Answer block readiness

Warning

Issue

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

Details

Why it matters

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

Check name

AIO: Answer block readiness

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

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  "sectionCount": 52,
  "passing": 12,
  "failing": [
    {
      "heading": "Justly Prudent achieves 5 times the ROI with CoCounsel",
      "headingHtml": "<h2 class=\"tr-featured-card__title\"> Justly Prudent achieves 5 times the ROI with CoCounsel </h2>",
      "firstParagraph": "Learn how Justly Prudent used CoCounsel and Westlaw AI to achieve exceptional return on investment (ROI) — increasing litigation capacity by 100%.",
      "paragraphHtml": "<p class=\"tr-featured-card__description\"> Learn how Justly Prudent used CoCounsel and Westlaw AI to achieve exceptional return on investment (ROI) &#x2014; increasing litigation capacity by 100%. </p>",
      "words": 21,
      "direct": false,
      "issue": "First paragraph is 21 words and does not look like a concise direct answer."
    },
    {
      "heading": "AI that delivers",
      "headingHtml": "<h2 class=\"tr-featured-card__title\"> AI that delivers </h2>",
      "firstParagraph": "See how Brinks used CoCounsel to streamline legal work, cut outside counsel spend, and strengthen global operations.",
      "paragraphHtml": "<p class=\"tr-featured-card__description\"> See how Brinks used CoCounsel to streamline legal work, cut outside counsel spend, and strengthen global operations. </p>",
      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "Speed meets confidence",
      "headingHtml": "<h2 class=\"tr-featured-card__title\"> Speed meets confidence </h2>",
      "firstParagraph": "Discover how Harris, Hardy & Johnstone reduced hour-long reviews into minutes with CoCounsel.",
      "paragraphHtml": "<p class=\"tr-featured-card__description\"> Discover how Harris, Hardy &amp; Johnstone reduced hour-long reviews into minutes with CoCounsel. </p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "Streamlined matter management",
      "headingHtml": "<h2 class=\"tr-featured-card__title\"> Streamlined matter management </h2>",
      "firstParagraph": "See how the Pascua Yaqui Tribe used HighQ to transform legal matter management.",
      "paragraphHtml": "<p class=\"tr-featured-card__description\"> See how the Pascua Yaqui Tribe used HighQ to transform legal matter management. </p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "Compliance without complexity",
      "headingHtml": "<h2 class=\"tr-featured-card__title\"> Compliance without complexity </h2>",
      "firstParagraph": "Learn how Oracle users consolidate compliance into one platform that reduces complexity while scaling tax and trade.",
      "paragraphHtml": "<p class=\"tr-featured-card__description\"> Learn how Oracle users consolidate compliance into one platform that reduces complexity while scaling tax and trade. </p>",
      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "CoCounsel Legal",
      "headingHtml": "<h2 class=\"tr-featured-card__title\"> CoCounsel Legal </h2>",
      "firstParagraph": "Complete legal work faster with AI that unites research, analysis, and drafting in one seamless experience.",
      "paragraphHtml": "<p class=\"tr-featured-card__description\"> Complete legal work faster with AI that unites research, analysis, and drafting in one seamless experience. </p>",
      "words": 16,
      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
    },
    {
      "heading": "CoCounsel Tax",
      "headingHtml": "<h2 class=\"tr-featured-card__title\"> CoCounsel Tax </h2>",
      "firstParagraph": "Manage export compliance, screening, clearance, and documents in one workflow.",
      "paragraphHtml": "<p class=\"tr-featured-card__description\"> Manage export compliance, screening, clearance, and documents in one workflow. </p>",
      "words": 10,
      "direct": false,
      "issue": "First paragraph is 10 words and does not look like a concise direct answer."
    },
    {
      "heading": "Global Classification AI",
      "headingHtml": "<h2 class=\"tr-featured-card__title\"> Global Classification AI </h2>",
      "firstParagraph": "Eliminate the complexity of global trade compliance with AI-powered Harmonized System (HS) code classification that's fast, accurate, and always audit ready.",
      "paragraphHtml": "<p class=\"tr-featured-card__description\"> Eliminate the complexity of global trade compliance with AI-powered Harmonized System (HS) code classification that&apos;s fast, accurate, and always audit ready. </p>",
      "words": 21,
      "direct": false,
      "issue": "First paragraph is 21 words and does not look like a concise direct answer."
    },
    {
      "heading": "CLEAR Investigate",
      "headingHtml": "<h2 class=\"tr-featured-card__title\"> CLEAR Investigate </h2>",
      "firstParagraph": "Surface critical connections faster with AI-driven research workflows integrated with premium public records data.",
      "paragraphHtml": "<p class=\"tr-featured-card__description\"> Surface critical connections faster with AI-driven research workflows integrated with premium public records data. </p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Tax Quickfinder",
      "headingHtml": "<h2 class=\"tr-featured-card__title\"> Tax Quickfinder </h2>",
      "firstParagraph": "Simplify tax research with quick-reference handbooks that deliver accurate answers in a concise, practical format.",
      "paragraphHtml": "<p class=\"tr-featured-card__description\"> Simplify tax research with quick-reference handbooks that deliver accurate answers in a concise, practical format. </p>",
      "words": 15,
      "direct": false,
      "issue": "First paragraph is 15 words and does not look like a concise direct answer."
    },
    {
      "heading": "CoCounsel Legal",
      "headingHtml": "<h2 class=\"tr-featured-card__title\"> CoCounsel Legal </h2>",
      "firstParagraph": "Complete legal work faster with AI that unites research, analysis, and drafting in one seamless experience.",
      "paragraphHtml": "<p class=\"tr-featured-card__description\"> Complete legal work faster with AI that unites research, analysis, and drafting in one seamless experience. </p>",
      "words": 16,
      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
    },
    {
      "heading": "Contact sales",
      "headingHtml": "<h2 class=\"tr-featured-card__title\"> Contact sales </h2>",
      "firstParagraph": "Connect with our sales team to explore legal solutions tailored to your professional needs and business goals.",
      "paragraphHtml": "<p class=\"tr-featured-card__description\"> Connect with our sales team to explore legal solutions tailored to your professional needs and business goals. </p>",
      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "CoCounsel Tax",
      "headingHtml": "<h2 class=\"tr-featured-card__title\"> CoCounsel Tax </h2>",
      "firstParagraph": "Manage export compliance, screening, clearance, and documents in one workflow.",
      "paragraphHtml": "<p class=\"tr-featured-card__description\"> Manage export compliance, screening, clearance, and documents in one workflow. </p>",
      "words": 10,
      "direct": false,
      "issue": "First paragraph is 10 words and does not look like a concise direct answer."
    },
    {
      "heading": "Contact sales",
      "headingHtml": "<h2 class=\"tr-featured-card__title\"> Contact sales </h2>",
      "firstParagraph": "Connect with our sales team to explore legal solutions tailored to your professional needs and business goals.",
      "paragraphHtml": "<p class=\"tr-featured-card__description\"> Connect with our sales team to explore legal solutions tailored to your professional needs and business goals. </p>",
      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "ProView",
      "headingHtml": "<h2 class=\"tr-featured-card__title\"> ProView </h2>",
      "firstParagraph": "Access your entire professional library anywhere, anytime with the only e-reader platform built from the ground up for legal and tax professionals.",
      "paragraphHtml": "<p class=\"tr-featured-card__description\"> Access your entire professional library anywhere, anytime with the only e-reader platform built from the ground up for legal and tax professionals. </p>",
      "words": 22,
      "direct": false,
      "issue": "First paragraph is 22 words and does not look like a concise direct answer."
    },
    {
      "heading": "Legal enhancements",
      "headingHtml": "<h2 class=\"tr-featured-card__title\"> Legal enhancements </h2>",
      "firstParagraph": "Explore the latest CoCounsel Legal enhancements — smarter AI, deeper research, and new workflows built for the way you practice.",
      "paragraphHtml": "<p class=\"tr-featured-card__description\"> Explore the latest CoCounsel Legal enhancements &#x2014; smarter AI, deeper research, and new workflows built for the way you practice. </p>",
      "words": 19,
      "direct": false,
      "issue": "First paragraph is 19 words and does not look like a concise direct answer."
    },
    {
      "heading": "Solutions that shape what comes next",
      "headingHtml": "<h2 class=\"richtext--element-font\"><span class=\"variant headlineLarge\"><b><span class=\"color primary_color\">Solutions that shape what comes next</span></b></span></h2>",
      "firstParagraph": "For 175 years, we have helped professionals move faster, act with confidence, and deliver work that stands up to scrutiny.",
      "paragraphHtml": "<p class=\"richtext--element-font\"><span class=\"variant bodyLarge\"><span class=\"color secondary_color\"><span class=\"color primary_color\">For 175 years, we have helped professionals move faster, act with confidence, and deliver work that stands up to scrutiny.</span><br> </span></span></p>",
      "words": 20,
      "direct": false,
      "issue": "First paragraph is 20 words and does not look like a concise direct answer."
    },
    {
      "heading": "Fiduciary-Grade AI™: Built for work you can stand behind",
      "headingHtml": "<h2 class=\"richtext--element-font\"><span class=\"color brand_color\"><span class=\"variant headlineLarge\"><b>Fiduciary-Grade AI&#x2122;: Built for work you can stand behind</b></span></span></h2>",
      "firstParagraph": "In high-stakes work, professionals need to make faster decisions, gain sharper insights, and drive greater impact. Using our AI — grounded in authoritative content, deep domain expertise, rigorous data governance, and expert support — you can move faster and work better without compromising your standards.",
      "paragraphHtml": "<p class=\"richtext--element-font\"><span class=\"variant bodyLarge\"><span class=\"variant bodyLarge\"><span class=\"color secondary_color\">In high-stakes work, professionals need to make faster decisions, gain sharper insights, and drive greater impact. Using our AI &#x2014; grounded in authoritative content, deep domain expertise, rigorous data governance, and expert support &#x2014; you can move faster and work better without compromising your standards.</span></span></span></p>",
      "words": 43,
      "direct": false,
      "issue": "First paragraph is 43 words and does not look like a concise direct answer."
    },
    {
      "heading": "New and noteworthy",
      "headingHtml": "<h2 class=\"richtext--element-font\"><span class=\"variant headlineLarge\"><b><span class=\"color primary_color\">New and noteworthy</span></b></span></h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "ONESOURCE Indirect Tax named a leader in two IDC MarketScape Vendor Assessments",
      "headingHtml": "<h3><b>ONESOURCE Indirect Tax named a leader in two IDC MarketScape Vendor Assessments</b></h3>",
      "firstParagraph": "In today’s rapidly evolving global marketplace, tax compliance has become increasingly complex for multinational corporations. At Thomson Reuters, we’re committed to empowering our customers with technology that not only ensures compliance but also enhances their competitive edge.",
      "paragraphHtml": "<p> In today&#x2019;s rapidly evolving global marketplace, tax compliance has become increasingly complex for multinational corporations. At Thomson Reuters, we&#x2019;re committed to empowering our customers with technology that not only ensures compliance but also enhances their competitive edge. </p>",
      "words": 39,
      "direct": false,
      "issue": "First paragraph is 39 words and does not look like a concise direct answer."
    },
    {
      "heading": "Future of Professionals Report 2025",
      "headingHtml": "<h3><b>Future of Professionals Report 2025</b></h3>",
      "firstParagraph": "The Thomson Reuters Future of Professionals Report 2025 reveals how AI continues to shape professional work — and what it takes to get ahead. This year’s report shows that increased efficiency, productivity, and cost savings top the list of benefits professionals attribute to AI, making it indispensable for organiza...",
      "paragraphHtml": "<p> The Thomson Reuters Future of Professionals Report 2025 reveals how AI continues to shape professional work &#x2014; and what it takes to get ahead. This year&#x2019;s report shows that increased efficiency, productivity, and cost savings top the list of benefits professionals attribute to AI, making it indispensable for organizations facing rapid change. </p>",
      "words": 52,
      "direct": false,
      "issue": "First paragraph is 52 words and does not look like a concise direct answer."
    },
    {
      "heading": "ONESOURCE Indirect Tax named a leader in two IDC MarketScape Vendor Assessments",
      "headingHtml": "<h3><b>ONESOURCE Indirect Tax named a leader in two IDC MarketScape Vendor Assessments</b></h3>",
      "firstParagraph": "In today’s rapidly evolving global marketplace, tax compliance has become increasingly complex for multinational corporations. At Thomson Reuters, we’re committed to empowering our customers with technology that not only ensures compliance but also enhances their competitive edge.",
      "paragraphHtml": "<p> In today&#x2019;s rapidly evolving global marketplace, tax compliance has become increasingly complex for multinational corporations. At Thomson Reuters, we&#x2019;re committed to empowering our customers with technology that not only ensures compliance but also enhances their competitive edge. </p>",
      "words": 39,
      "direct": false,
      "issue": "First paragraph is 39 words and does not look like a concise direct answer."
    },
    {
      "heading": "Future of Professionals Report 2025",
      "headingHtml": "<h3><b>Future of Professionals Report 2025</b></h3>",
      "firstParagraph": "The Thomson Reuters Future of Professionals Report 2025 reveals how AI continues to shape professional work — and what it takes to get ahead. This year’s report shows that increased efficiency, productivity, and cost savings top the list of benefits professionals attribute to AI, making it indispensable for organiza...",
      "paragraphHtml": "<p> The Thomson Reuters Future of Professionals Report 2025 reveals how AI continues to shape professional work &#x2014; and what it takes to get ahead. This year&#x2019;s report shows that increased efficiency, productivity, and cost savings top the list of benefits professionals attribute to AI, making it indispensable for organizations facing rapid change. </p>",
      "words": 52,
      "direct": false,
      "issue": "First paragraph is 52 words and does not look like a concise direct answer."
    },
    {
      "heading": "Featured insights",
      "headingHtml": "<h2 class=\"richtext--element-font\"><span class=\"variant headlineLarge\"><b><span class=\"color brand_color\">Featured insights</span><br> </b></span></h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Future of Professionals Report 2025",
      "headingHtml": "<h3>Future of Professionals Report 2025</h3>",
      "firstParagraph": "The Thomson Reuters Future of Professionals Report 2025 reveals how AI continues to shape professional work — and what it takes to get ahead. This year’s report shows that increased efficiency, productivity, and cost savings top the list of benefits professionals attribute to AI, making it indispensable for organiza...",
      "paragraphHtml": "<p>The Thomson Reuters Future of Professionals Report 2025 reveals how AI continues to shape professional work &#x2014; and what it takes to get ahead. This year&#x2019;s report shows that increased efficiency, productivity, and cost savings top the list of benefits professionals attribute to AI, making it indispensable for organizations facing rapid change.</p>",
      "words": 52,
      "direct": false,
      "issue": "First paragraph is 52 words and does not look like a concise direct answer."
    },
    {
      "heading": "Customer support",
      "headingHtml": "<h2 class=\"richtext--element-font\"><span class=\"variant headlineMedium\"><b><span class=\"color brand_color\">Customer support</span></b></span></h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Need help?",
      "headingHtml": "<h3 class=\"richtext--element-font\"><span class=\"variant subtitle\"><b><span class=\"color primary_color\">Need help?</span></b></span></h3>",
      "firstParagraph": "We want our products to provide you with optimum efficiency. Find technical support, product updates, training sessions, and more.",
      "paragraphHtml": "<p><span class=\"color secondary_color\"><span class=\"variant bodyMedium\">We want our products to provide you with optimum efficiency. Find technical support, product updates, training sessions, and more.</span></span></p>",
      "words": 19,
      "direct": false,
      "issue": "First paragraph is 19 words and does not look like a concise direct answer."
    },
    {
      "heading": "Get in touch",
      "headingHtml": "<h3 class=\"richtext--element-font\"><span class=\"variant subtitle\"><b><span class=\"color primary_color\">Get in touch</span></b></span></h3>",
      "firstParagraph": "For any questions regarding our solutions and services, our customer service representatives are here to help.",
      "paragraphHtml": "<p><span class=\"color secondary_color\"><span class=\"variant bodyMedium\">For any questions regarding our solutions and services, our customer service representatives are here to help.</span></span></p>",
      "words": 16,
      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
    },
    {
      "heading": "Log in to your product",
      "headingHtml": "<h3 class=\"richtext--element-font\"><span class=\"variant subtitle\"><b><span class=\"color primary_color\">Log in to your product</span></b></span></h3>",
      "firstParagraph": "Already a customer? Log in to access your account and recent work.",
      "paragraphHtml": "<p><span class=\"color secondary_color\"><span class=\"variant bodyMedium\">Already a customer? Log in to access your account and recent work.</span></span></p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "Press releases",
      "headingHtml": "<h2 class=\"richtext--element-font\"><span class=\"variant headlineLarge\"><b><span class=\"color brand_color\">Press releases</span></b></span></h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Thomson Reuters to Present at CIBC Technology & Innovation Conference",
      "headingHtml": "<h3>Thomson Reuters to Present at CIBC Technology &amp; Innovation Conference</h3>",
      "firstParagraph": "Toronto, May 18, 2025 – Steve Assie, General Manager, Global Large Law Firms and Erin Brown, Head of Finance, Corporates at Thomson Reuters (TSX/Nasdaq: TRI) will both present at the CIBC Technology & Innovation Conference on Thursday, May 21, 2026 at 11:40 a.m. EDT. The presentation may include forward-looking info...",
      "paragraphHtml": "<p>Toronto, May 18, 2025 &#x2013; Steve Assie, General Manager, Global Large Law Firms and Erin Brown, Head of Finance, Corporates at Thomson Reuters (TSX/Nasdaq: TRI) will both present at the CIBC Technology &amp; Innovation Conference on Thursday, May 21, 2026 at 11:40 a.m. EDT. The presentation may include forward-looking information.</p>",
      "words": 51,
      "direct": false,
      "issue": "First paragraph is 51 words and does not look like a concise direct answer."
    },
    {
      "heading": "About us",
      "headingHtml": "<h3 class=\"emcmUi-SiteFooterNavList-title emcmUi-SiteFooterNavList-desktopShow\"><span class=\"emcmUi-SiteFooterNavList-text\">About us</span></h3>",
      "firstParagraph": "Learn more",
      "paragraphHtml": "<p>Learn more</p>",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
    },
    {
      "heading": "Learn more",
      "headingHtml": "<h3 class=\"emcmUi-SiteFooterNavList-title emcmUi-SiteFooterNavList-desktopShow\"><span class=\"emcmUi-SiteFooterNavList-text\">Learn more</span></h3>",
      "firstParagraph": "Contact us",
      "paragraphHtml": "<p>Contact us</p>",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
    },
    {
      "heading": "Contact us",
      "headingHtml": "<h3 class=\"emcmUi-SiteFooterNavList-title emcmUi-SiteFooterNavList-desktopShow\"><span class=\"emcmUi-SiteFooterNavList-text\">Contact us</span></h3>",
      "firstParagraph": "Reuters",
      "paragraphHtml": "<p>Reuters</p>",
      "words": 1,
      "direct": false,
      "issue": "First paragraph is 1 words and does not look like a concise direct answer."
    },
    {
      "heading": "Reuters",
      "headingHtml": "<h3 class=\"emcmUi-SiteFooterNavList-title emcmUi-SiteFooterNavList-desktopShow\"><span class=\"emcmUi-SiteFooterNavList-text\">Reuters</span></h3>",
      "firstParagraph": "Core Publishing Solutions",
      "paragraphHtml": "<p>Core Publishing Solutions</p>",
      "words": 3,
      "direct": false,
      "issue": "First paragraph is 3 words and does not look like a concise direct answer."
    },
    {
      "heading": "Core Publishing Solutions",
      "headingHtml": "<h3 class=\"emcmUi-SiteFooterNavList-title emcmUi-SiteFooterNavList-desktopShow\"><span class=\"emcmUi-SiteFooterNavList-text\">Core Publishing Solutions</span></h3>",
      "firstParagraph": "Connect with us",
      "paragraphHtml": "<p>Connect with us</p>",
      "words": 3,
      "direct": false,
      "issue": "First paragraph is 3 words and does not look like a concise direct answer."
    },
    {
      "heading": "Connect with us",
      "headingHtml": "<h3 class=\"emcmUi-SiteFooterNavList-title emcmUi-SiteFooterNavList-desktopShow\"><span class=\"emcmUi-SiteFooterNavList-text\">Connect with us</span></h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Manage Your Privacy Choices",
      "headingHtml": "<h2 id=\"onetrust-policy-title\">Manage Your Privacy Choices</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "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": "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

GEO: Entity clarity

GEO: Entity clarity scored 87/100 and needs improvement.

2 Warning

Needs attention

GEO: Entity clarity

Warning

Issue

Title/H1 terms missing from description: built, chosen, changemakers.

Details

Why it matters

Check name

GEO: Entity clarity

Score

87/100

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 87/100 and needs improvement.

Evidence

{
  "title": "Purpose-built technology | Thomson Reuters",
  "h1": "Chosen by changemakers",
  "description": "Thomson Reuters delivers technology with purpose — empowering professionals to make faster decisions, gain sharper insights, and deliver greater impact.",
  "topicOverlap": 0.5714285714285714,
  "topicTerms": [
    "purpose",
    "built",
    "technology",
    "thomson",
    "reuters",
    "chosen",
    "changemakers"
  ],
  "descriptionTerms": [
    "thomson",
    "reuters",
    "delivers",
    "technology",
    "purpose",
    "empowering",
    "professionals",
    "make",
    "faster",
    "decisions",
    "gain",
    "sharper",
    "insights",
    "deliver",
    "greater",
    "impact"
  ],
  "missingFromDescription": [
    "built",
    "chosen",
    "changemakers"
  ],
  "score": 87,
  "weight": 28
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Extraction-friendly structure

GEO: Extraction-friendly structure scored 85/100 and needs improvement.

2 Warning

Needs attention

GEO: Extraction-friendly structure

Warning

Issue

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

Details

Why it matters

Check name

GEO: Extraction-friendly structure

Score

85/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

GEO: Extraction-friendly structure scored 85/100 and needs improvement.

Evidence

{
  "hasSummary": false,
  "tableCount": 0,
  "tablesWithHead": 0,
  "tablesMissingThead": [],
  "orderedLists": 0,
  "hasFaq": false,
  "definitionPatterns": 11,
  "schemaBlocks": 2,
  "missingSignals": [
    "optional top summary / TL;DR / key takeaways block",
    "table with <thead> only if the page already has tabular/comparative data",
    "ordered list only if the page explains a workflow/process",
    "optional visible FAQ or FAQPage schema"
  ],
  "score": 85,
  "weight": 24
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer intent coverage

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

1 Warning

Needs attention

AEO: Answer intent coverage

Warning

Issue

Missing likely AI Overview intent sections: how, benefits, cost, compare.

Details

Why it matters

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

Check name

AEO: Answer intent coverage

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "headings": [
    {
      "text": "Justly Prudent achieves 5 times the ROI with CoCounsel",
      "html": "<h2 class=\"tr-featured-card__title\"> Justly Prudent achieves 5 times the ROI with CoCounsel </h2>"
    },
    {
      "text": "AI that delivers",
      "html": "<h2 class=\"tr-featured-card__title\"> AI that delivers </h2>"
    },
    {
      "text": "Speed meets confidence",
      "html": "<h2 class=\"tr-featured-card__title\"> Speed meets confidence </h2>"
    },
    {
      "text": "Streamlined matter management",
      "html": "<h2 class=\"tr-featured-card__title\"> Streamlined matter management </h2>"
    },
    {
      "text": "Compliance without complexity",
      "html": "<h2 class=\"tr-featured-card__title\"> Compliance without complexity </h2>"
    },
    {
      "text": "CoCounsel Legal",
      "html": "<h2 class=\"tr-featured-card__title\"> CoCounsel Legal </h2>"
    },
    {
      "text": "CoCounsel Tax",
      "html": "<h2 class=\"tr-featured-card__title\"> CoCounsel Tax </h2>"
    },
    {
      "text": "Global Classification AI",
      "html": "<h2 class=\"tr-featured-card__title\"> Global Classification AI </h2>"
    },
    {
      "text": "CLEAR Investigate",
      "html": "<h2 class=\"tr-featured-card__title\"> CLEAR Investigate </h2>"
    },
    {
      "text": "Tax Quickfinder",
      "html": "<h2 class=\"tr-featured-card__title\"> Tax Quickfinder </h2>"
    },
    {
      "text": "Small firms",
      "html": "<h2 class=\"tr-featured-card__title\"> Small firms </h2>"
    },
    {
      "text": "CoCounsel Legal",
      "html": "<h2 class=\"tr-featured-card__title\"> CoCounsel Legal </h2>"
    },
    {
      "text": "Contact sales",
      "html": "<h2 class=\"tr-featured-card__title\"> Contact sales </h2>"
    },
    {
      "text": "CoCounsel Tax",
      "html": "<h2 class=\"tr-featured-card__title\"> CoCounsel Tax </h2>"
    },
    {
      "text": "Contact sales",
      "html": "<h2 class=\"tr-featured-card__title\"> Contact sales </h2>"
    },
    {
      "text": "ProView",
      "html": "<h2 class=\"tr-featured-card__title\"> ProView </h2>"
    },
    {
      "text": "Human intelligence",
      "html": "<h2 class=\"tr-featured-card__title\"> Human intelligence </h2>"
    },
    {
      "text": "Legal enhancements",
      "html": "<h2 class=\"tr-featured-card__title\"> Legal enhancements </h2>"
    },
    {
      "text": "Solutions that shape what comes next",
      "html": "<h2 class=\"richtext--element-font\"><span class=\"variant headlineLarge\"><b><span class=\"color primary_color\">Solutions that shape what comes next</span></b></span></h2>"
    },
    {
      "text": "Fiduciary-Grade AI™: Built for work you can stand behind",
      "html": "<h2 class=\"richtext--element-font\"><span class=\"color brand_color\"><span class=\"variant headlineLarge\"><b>Fiduciary-Grade AI&#x2122;: Built for work you can stand behind</b></span></span></h2>"
    },
    {
      "text": "New and noteworthy",
      "html": "<h2 class=\"richtext--element-font\"><span class=\"variant headlineLarge\"><b><span class=\"color primary_color\">New and noteworthy</span></b></span></h2>"
    },
    {
      "text": "Featured insights",
      "html": "<h2 class=\"richtext--element-font\"><span class=\"variant headlineLarge\"><b><span class=\"color brand_color\">Featured insights</span><br> </b></span></h2>"
    },
    {
      "text": "Customer support",
      "html": "<h2 class=\"richtext--element-font\"><span class=\"variant headlineMedium\"><b><span class=\"color brand_color\">Customer support</span></b></span></h2>"
    },
    {
      "text": "Press releases",
      "html": "<h2 class=\"richtext--element-font\"><span class=\"variant headlineLarge\"><b><span class=\"color brand_color\">Press releases</span></b></span></h2>"
    },
    {
      "text": "Manage Your Privacy Choices",
      "html": "<h2 id=\"onetrust-policy-title\">Manage Your Privacy Choices</h2>"
    },
    {
      "text": "Privacy Preference Center",
      "html": "<h2 id=\"ot-pc-title\">Privacy Preference Center</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Purpose-built technology?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Purpose-built technology work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Purpose-built technology?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Purpose-built technology free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Purpose-built technology compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "how",
      "label": "How does Purpose-built technology work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Purpose-built technology?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Purpose-built technology free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Purpose-built technology compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 8
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Entity and definition clarity

AEO: Entity and definition clarity scored 89/100 and needs improvement.

1 Warning

Needs attention

AEO: Entity and definition clarity

Warning

Issue

Entity or definition gaps: built, chosen, changemakers.

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

89/100

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 89/100 and needs improvement.

Evidence

{
  "title": "Purpose-built technology | Thomson Reuters",
  "h1": "Chosen by changemakers",
  "description": "Thomson Reuters delivers technology with purpose — empowering professionals to make faster decisions, gain sharper insights, and deliver greater impact.",
  "topicOverlap": 0.5714285714285714,
  "definitionCount": 11,
  "topicTerms": [
    "purpose",
    "built",
    "technology",
    "thomson",
    "reuters",
    "chosen",
    "changemakers"
  ],
  "descriptionTerms": [
    "thomson",
    "reuters",
    "delivers",
    "technology",
    "purpose",
    "empowering",
    "professionals",
    "make",
    "faster",
    "decisions",
    "gain",
    "sharper",
    "insights",
    "deliver",
    "greater",
    "impact"
  ],
  "missingFromDescription": [
    "built",
    "chosen",
    "changemakers"
  ],
  "score": 89,
  "weight": 18
}

Agent Ease of UseAPIEmerging recommendation

AI context endpoint

AI context endpoint is informational for this page.

Informational

Needs attention

AI context endpoint

Informational

Issue

AI context endpoint is informational for this page.

Why it matters

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

Check name

AI context endpoint

Score

100/100

Status

informational

Category

API

Maturity

Emerging recommendation

Goal

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

Result

AI context endpoint is informational for this page.

Validation steps

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

Evidence

{
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "informational",
      "evidence": {
        "checked": [
          {
            "path": "/api/ai/context",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 306582
          },
          {
            "path": "/api/context",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 306582
          },
          {
            "path": "/context",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 306582
          }
        ]
      },
      "issue": "AI context endpoint was not found at the expected path.",
      "howToFix": "Publish a concise JSON or Markdown AI context endpoint describing the product, public actions, and machine-readable resources."
    }
  ]
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Query intent coverage

AIO: Query intent coverage is informational for this page.

Informational

Needs attention

AIO: Query intent coverage

Informational

Issue

Missing likely AI Overview intent sections: how, benefits, cost, compare.

Details

Why it matters

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

Check name

AIO: Query intent coverage

Score

70/100

Status

informational

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AIO: Query intent coverage is informational for this page.

Evidence

{
  "headings": [
    {
      "text": "Justly Prudent achieves 5 times the ROI with CoCounsel",
      "html": "<h2 class=\"tr-featured-card__title\"> Justly Prudent achieves 5 times the ROI with CoCounsel </h2>"
    },
    {
      "text": "AI that delivers",
      "html": "<h2 class=\"tr-featured-card__title\"> AI that delivers </h2>"
    },
    {
      "text": "Speed meets confidence",
      "html": "<h2 class=\"tr-featured-card__title\"> Speed meets confidence </h2>"
    },
    {
      "text": "Streamlined matter management",
      "html": "<h2 class=\"tr-featured-card__title\"> Streamlined matter management </h2>"
    },
    {
      "text": "Compliance without complexity",
      "html": "<h2 class=\"tr-featured-card__title\"> Compliance without complexity </h2>"
    },
    {
      "text": "CoCounsel Legal",
      "html": "<h2 class=\"tr-featured-card__title\"> CoCounsel Legal </h2>"
    },
    {
      "text": "CoCounsel Tax",
      "html": "<h2 class=\"tr-featured-card__title\"> CoCounsel Tax </h2>"
    },
    {
      "text": "Global Classification AI",
      "html": "<h2 class=\"tr-featured-card__title\"> Global Classification AI </h2>"
    },
    {
      "text": "CLEAR Investigate",
      "html": "<h2 class=\"tr-featured-card__title\"> CLEAR Investigate </h2>"
    },
    {
      "text": "Tax Quickfinder",
      "html": "<h2 class=\"tr-featured-card__title\"> Tax Quickfinder </h2>"
    },
    {
      "text": "Small firms",
      "html": "<h2 class=\"tr-featured-card__title\"> Small firms </h2>"
    },
    {
      "text": "CoCounsel Legal",
      "html": "<h2 class=\"tr-featured-card__title\"> CoCounsel Legal </h2>"
    },
    {
      "text": "Contact sales",
      "html": "<h2 class=\"tr-featured-card__title\"> Contact sales </h2>"
    },
    {
      "text": "CoCounsel Tax",
      "html": "<h2 class=\"tr-featured-card__title\"> CoCounsel Tax </h2>"
    },
    {
      "text": "Contact sales",
      "html": "<h2 class=\"tr-featured-card__title\"> Contact sales </h2>"
    },
    {
      "text": "ProView",
      "html": "<h2 class=\"tr-featured-card__title\"> ProView </h2>"
    },
    {
      "text": "Human intelligence",
      "html": "<h2 class=\"tr-featured-card__title\"> Human intelligence </h2>"
    },
    {
      "text": "Legal enhancements",
      "html": "<h2 class=\"tr-featured-card__title\"> Legal enhancements </h2>"
    },
    {
      "text": "Solutions that shape what comes next",
      "html": "<h2 class=\"richtext--element-font\"><span class=\"variant headlineLarge\"><b><span class=\"color primary_color\">Solutions that shape what comes next</span></b></span></h2>"
    },
    {
      "text": "Fiduciary-Grade AI™: Built for work you can stand behind",
      "html": "<h2 class=\"richtext--element-font\"><span class=\"color brand_color\"><span class=\"variant headlineLarge\"><b>Fiduciary-Grade AI&#x2122;: Built for work you can stand behind</b></span></span></h2>"
    },
    {
      "text": "New and noteworthy",
      "html": "<h2 class=\"richtext--element-font\"><span class=\"variant headlineLarge\"><b><span class=\"color primary_color\">New and noteworthy</span></b></span></h2>"
    },
    {
      "text": "Featured insights",
      "html": "<h2 class=\"richtext--element-font\"><span class=\"variant headlineLarge\"><b><span class=\"color brand_color\">Featured insights</span><br> </b></span></h2>"
    },
    {
      "text": "Customer support",
      "html": "<h2 class=\"richtext--element-font\"><span class=\"variant headlineMedium\"><b><span class=\"color brand_color\">Customer support</span></b></span></h2>"
    },
    {
      "text": "Press releases",
      "html": "<h2 class=\"richtext--element-font\"><span class=\"variant headlineLarge\"><b><span class=\"color brand_color\">Press releases</span></b></span></h2>"
    },
    {
      "text": "Manage Your Privacy Choices",
      "html": "<h2 id=\"onetrust-policy-title\">Manage Your Privacy Choices</h2>"
    },
    {
      "text": "Privacy Preference Center",
      "html": "<h2 id=\"ot-pc-title\">Privacy Preference Center</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Purpose-built technology?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Purpose-built technology work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Purpose-built technology?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Purpose-built technology free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Purpose-built technology compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "how",
      "label": "How does Purpose-built technology work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Purpose-built technology?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Purpose-built technology free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Purpose-built technology compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 4
}

Agent Ease of UseAuthEmerging recommendation

Auth.md Agent Registration

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

Informational

Needs attention

Auth.md Agent Registration

Informational

Issue

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

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 /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link.
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": 308962,
        "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 /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link.",
          "compatibleContentType": false,
          "contentLength": 236017,
          "hasRegisterInstructions": true,
          "hasProtectedResourceLink": false,
          "hasAuthorizationServerLink": false,
          "mentionsIdentity": true,
          "mentionsCredential": true,
          "links": [
            "https://www.datadoghq-browser-agent.com/us1/v4/datadog-rum.js','DD_RUM'",
            "//",
            "//",
            "/script",
            "/title",
            "//cdn.schemaapp.com",
            "//www.googletagmanager.com",
            "//connect.facebook.net",
            "//www.google-analytics.com",
            "//mbox.tt.omtrdc.net"
          ],
          "rawExcerpt": "\n\n\n    \n    <!DOCTYPE html>\n<html lang=\"en\">\n      \n\n    <head>\n        <meta charset=\"utf-8\"/>\n\n        \n        \n    <meta charset=\"UTF-8\"/>\n    <meta name=\"keywords\" content=\"Thomson Reuters Corporate,Thomson Reuters Corporate,404 Not Found\"/>\n    <meta name=\"description\" content=\"404 - Page not found\"/>\n    <meta name=\"template\" content=\"open-template\"/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/>\n    \n\n    \n    \n    \n    \n\n    \n    \n    \n\n    \n    \n\n\n\n        \n        \n    \n        <script>\n            (function(h,o,u,n,d) {\n                h=h[d]=h[d]||{q:[],onReady:function(c){h.q.push(c)}}\n                d=o.createElement(u);d.async=1;d.src=n\n                n=o.getElementsByTagName(u)[0];n.parentNode.insertBefore(d,n)\n            })(window,document,'"
        }
      },
      "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 /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link.",
      "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": 406,
        "contentType": null,
        "length": 293,
        "text": "<!DOCTYPE html>\n      <html>\n        <head>\n          <title>406 Not Acceptable</title>\n        </head>\n        <body>\n          <h1>Error 406 Not Acceptable</h1>\n          <p>Not Acceptable</p>\n          <p>Trace-id: 2595c456-6f7b-46d5-b13d-980ad9caf5a3</p>\n        </body>\n      </html>\n    "
      },
      "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": 406,
          "contentType": null,
          "length": 293,
          "text": "<!DOCTYPE html>\n      <html>\n        <head>\n          <title>406 Not Acceptable</title>\n        </head>\n        <body>\n          <h1>Error 406 Not Acceptable</h1>\n          <p>Not Acceptable</p>\n          <p>Trace-id: 0531746f-da77-4b68-b360-b3ca2faea495</p>\n        </body>\n      </html>\n    "
        }
      },
      "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": 18,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "button:attribute",
        "weight": 3,
        "match": "auth control annotation"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "log in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "login"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "register"
      }
    ]
  },
  "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

Needs attention

GEO: Q&A and FAQ opportunities

Informational

Issue

26 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

How to fix

Rewrite these h2 headings as direct questions where appropriate: "Justly Prudent achieves 5 times the ROI with CoCounsel", "AI that delivers", "Speed meets confidence", "Streamlined matter management", "Compliance without complexity", "CoCounsel Legal", "CoCounsel Tax", "Global Classification AI", "CLEAR Investigate", "Tax Quickfinder", "Small firms", "CoCounsel Legal", "Contact sales", "CoCounsel Tax", "Contact sales", "ProView", "Human intelligence", "Legal enhancements", "Solutions that shape what comes next", "Fiduciary-Grade AI™: Built for work you can stand behind", "New and noteworthy", "Featured insights", "Customer support", "Press releases", "Manage Your Privacy Choices", "Privacy Preference Center". Add a concise FAQ section or FAQPage JSON-LD for common user questions.

References

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": 26,
  "questionH2s": 0,
  "hasFaq": false,
  "nonQuestionH2s": [
    {
      "index": 1,
      "text": "Justly Prudent achieves 5 times the ROI with CoCounsel",
      "isQuestion": false,
      "html": "<h2 class=\"tr-featured-card__title\"> Justly Prudent achieves 5 times the ROI with CoCounsel </h2>"
    },
    {
      "index": 2,
      "text": "AI that delivers",
      "isQuestion": false,
      "html": "<h2 class=\"tr-featured-card__title\"> AI that delivers </h2>"
    },
    {
      "index": 3,
      "text": "Speed meets confidence",
      "isQuestion": false,
      "html": "<h2 class=\"tr-featured-card__title\"> Speed meets confidence </h2>"
    },
    {
      "index": 4,
      "text": "Streamlined matter management",
      "isQuestion": false,
      "html": "<h2 class=\"tr-featured-card__title\"> Streamlined matter management </h2>"
    },
    {
      "index": 5,
      "text": "Compliance without complexity",
      "isQuestion": false,
      "html": "<h2 class=\"tr-featured-card__title\"> Compliance without complexity </h2>"
    },
    {
      "index": 6,
      "text": "CoCounsel Legal",
      "isQuestion": false,
      "html": "<h2 class=\"tr-featured-card__title\"> CoCounsel Legal </h2>"
    },
    {
      "index": 7,
      "text": "CoCounsel Tax",
      "isQuestion": false,
      "html": "<h2 class=\"tr-featured-card__title\"> CoCounsel Tax </h2>"
    },
    {
      "index": 8,
      "text": "Global Classification AI",
      "isQuestion": false,
      "html": "<h2 class=\"tr-featured-card__title\"> Global Classification AI </h2>"
    },
    {
      "index": 9,
      "text": "CLEAR Investigate",
      "isQuestion": false,
      "html": "<h2 class=\"tr-featured-card__title\"> CLEAR Investigate </h2>"
    },
    {
      "index": 10,
      "text": "Tax Quickfinder",
      "isQuestion": false,
      "html": "<h2 class=\"tr-featured-card__title\"> Tax Quickfinder </h2>"
    },
    {
      "index": 11,
      "text": "Small firms",
      "isQuestion": false,
      "html": "<h2 class=\"tr-featured-card__title\"> Small firms </h2>"
    },
    {
      "index": 12,
      "text": "CoCounsel Legal",
      "isQuestion": false,
      "html": "<h2 class=\"tr-featured-card__title\"> CoCounsel Legal </h2>"
    },
    {
      "index": 13,
      "text": "Contact sales",
      "isQuestion": false,
      "html": "<h2 class=\"tr-featured-card__title\"> Contact sales </h2>"
    },
    {
      "index": 14,
      "text": "CoCounsel Tax",
      "isQuestion": false,
      "html": "<h2 class=\"tr-featured-card__title\"> CoCounsel Tax </h2>"
    },
    {
      "index": 15,
      "text": "Contact sales",
      "isQuestion": false,
      "html": "<h2 class=\"tr-featured-card__title\"> Contact sales </h2>"
    },
    {
      "index": 16,
      "text": "ProView",
      "isQuestion": false,
      "html": "<h2 class=\"tr-featured-card__title\"> ProView </h2>"
    },
    {
      "index": 17,
      "text": "Human intelligence",
      "isQuestion": false,
      "html": "<h2 class=\"tr-featured-card__title\"> Human intelligence </h2>"
    },
    {
      "index": 18,
      "text": "Legal enhancements",
      "isQuestion": false,
      "html": "<h2 class=\"tr-featured-card__title\"> Legal enhancements </h2>"
    },
    {
      "index": 19,
      "text": "Solutions that shape what comes next",
      "isQuestion": false,
      "html": "<h2 class=\"richtext--element-font\"><span class=\"variant headlineLarge\"><b><span class=\"color primary_color\">Solutions that shape what comes next</span></b></span></h2>"
    },
    {
      "index": 20,
      "text": "Fiduciary-Grade AI™: Built for work you can stand behind",
      "isQuestion": false,
      "html": "<h2 class=\"richtext--element-font\"><span class=\"color brand_color\"><span class=\"variant headlineLarge\"><b>Fiduciary-Grade AI&#x2122;: Built for work you can stand behind</b></span></span></h2>"
    },
    {
      "index": 21,
      "text": "New and noteworthy",
      "isQuestion": false,
      "html": "<h2 class=\"richtext--element-font\"><span class=\"variant headlineLarge\"><b><span class=\"color primary_color\">New and noteworthy</span></b></span></h2>"
    },
    {
      "index": 22,
      "text": "Featured insights",
      "isQuestion": false,
      "html": "<h2 class=\"richtext--element-font\"><span class=\"variant headlineLarge\"><b><span class=\"color brand_color\">Featured insights</span><br> </b></span></h2>"
    },
    {
      "index": 23,
      "text": "Customer support",
      "isQuestion": false,
      "html": "<h2 class=\"richtext--element-font\"><span class=\"variant headlineMedium\"><b><span class=\"color brand_color\">Customer support</span></b></span></h2>"
    },
    {
      "index": 24,
      "text": "Press releases",
      "isQuestion": false,
      "html": "<h2 class=\"richtext--element-font\"><span class=\"variant headlineLarge\"><b><span class=\"color brand_color\">Press releases</span></b></span></h2>"
    },
    {
      "index": 25,
      "text": "Manage Your Privacy Choices",
      "isQuestion": false,
      "html": "<h2 id=\"onetrust-policy-title\">Manage Your Privacy Choices</h2>"
    },
    {
      "index": 26,
      "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

Needs attention

IndexNow key

Informational

Issue

IndexNow key is informational for this page.

Why it matters

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

Check name

IndexNow key

Score

100/100

Status

informational

Category

Discoverability

Maturity

Established

Goal

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

Result

IndexNow key is informational for this page.

Validation steps

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

Evidence

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

Agent Ease of UseAuthEstablished

OAuth / OIDC discovery

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

Informational

Needs attention

OAuth / OIDC discovery

Informational

Issue

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

Why it matters

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

Check name

OAuth / OIDC discovery

Score

0/100

Status

informational

Category

Auth

Maturity

Established

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/openid-configuration",
            "statusCode": 406,
            "contentType": null,
            "length": 293
          },
          {
            "path": "/.well-known/oauth-authorization-server",
            "statusCode": 406,
            "contentType": null,
            "length": 293
          }
        ]
      },
      "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": 18,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "button:attribute",
        "weight": 3,
        "match": "auth control annotation"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "log in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "login"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "register"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

Agent Ease of UseAuthEmerging recommendation

OAuth Protected Resource

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

Informational

Needs attention

OAuth Protected Resource

Informational

Issue

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

Why it matters

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

Check name

OAuth Protected Resource

Score

0/100

Status

informational

Category

Auth

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch protected resource metadata",
      "status": "fail",
      "evidence": {
        "path": "/.well-known/oauth-protected-resource",
        "statusCode": 406,
        "contentType": null
      },
      "issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/oauth-protected-resource JSON."
    },
    {
      "id": "metadata",
      "title": "Validate protected resource metadata",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Response is not valid JSON.",
        "rawExcerpt": "<!DOCTYPE html>\n      <html>\n        <head>\n          <title>406 Not Acceptable</title>\n        </head>\n        <body>\n          <h1>Error 406 Not Acceptable</h1>\n          <p>Not Acceptable</p>\n          <p>Trace-id: ac302c74-0763-4716-bb4f-dff91fb1f636</p>\n        </body>\n      </html>\n    "
      },
      "issue": "Response is not valid JSON.",
      "howToFix": "Publish resource and authorization_servers as absolute URLs."
    },
    {
      "id": "resource-identity",
      "title": "Validate protected resource identity",
      "status": "fail",
      "evidence": {
        "expectedResource": "https://www.thomsonreuters.com"
      },
      "issue": "Protected resource metadata `resource` did not match the resource identifier used to retrieve it.",
      "howToFix": "Set `resource` to the origin/resource identifier represented by /.well-known/oauth-protected-resource."
    },
    {
      "id": "protected-route-challenge",
      "title": "Probe protected API Bearer challenge",
      "status": "informational",
      "evidence": {
        "checked": [
          {
            "path": "/api/admin/scans",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://www.thomsonreuters.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/admin/summary",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://www.thomsonreuters.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/scans",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://www.thomsonreuters.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": 18,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "button:attribute",
        "weight": 3,
        "match": "auth control annotation"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "log in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "login"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "register"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

SEOSEOBrowser audit

Links do not have descriptive text

100 Fail

Check name

Links do not have descriptive text

Score

0/100

Status

fail

Device

desktop

Category

SEO

Estimated savings

10 links found

Fix guidance

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

References

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

Evidence

{
  "displayValue": "10 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 AccessibilityAccessibilityBrowser audit

Some elements have a `[tabindex]` value greater than 0

100 Fail

Check name

Some elements have a `[tabindex]` value greater than 0

Score

0/100

Status

fail

Device

desktop

Category

Accessibility

Fix guidance

A value greater than 0 implies an explicit navigation ordering. Although technically valid, this often creates frustrating experiences for users who rely on assistive technologies. [Learn more about the `tabindex` attribute](https://dequeuniversity.com/rules/axe/4.11/tabindex).

References

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

Evidence

{
  "description": "A value greater than 0 implies an explicit navigation ordering. Although technically valid, this often creates frustrating experiences for users who rely on assistive technologies. [Learn more about the `tabindex` attribute](https://dequeuniversity.com/rules/axe/4.11/tabindex)."
}

Performance and AccessibilityBest PracticesBrowser audit

Uses deprecated APIs

100 Fail

Check name

Uses deprecated APIs

Score

0/100

Status

fail

Device

desktop

Category

Best Practices

Estimated savings

2 warnings found

Fix guidance

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

References

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

Evidence

{
  "displayValue": "2 warnings found",
  "description": "Deprecated APIs will eventually be removed from the browser. [Learn more about deprecated APIs](https://developer.chrome.com/docs/lighthouse/best-practices/deprecations/)."
}

Performance and AccessibilityPerformanceBrowser audit

Network dependency tree

25 Fail

Check name

Network dependency tree

Score

0/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

[Avoid chaining critical requests](https://developer.chrome.com/docs/performance/insights/network-dependency-tree) by reducing the length of chains, reducing the download size of resources, or deferring the download of unnecessary resources to improve page load.

References

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

Evidence

{
  "description": "[Avoid chaining critical requests](https://developer.chrome.com/docs/performance/insights/network-dependency-tree) by reducing the length of chains, reducing the download size of resources, or deferring the download of unnecessary resources to improve page load."
}

Performance and AccessibilityPerformanceBrowser audit

Reduce unused JavaScript

25 Fail

Check name

Reduce unused JavaScript

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

Est savings of 690 KiB

Fix guidance

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

References

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

Evidence

{
  "displayValue": "Est savings of 690 KiB",
  "description": "Reduce unused JavaScript and defer loading scripts until they are required to decrease bytes consumed by network activity. [Learn how to reduce unused JavaScript](https://developer.chrome.com/docs/lighthouse/performance/unused-javascript/).",
  "numericValue": 440
}

Performance and AccessibilityPerformanceBrowser audit

Loading performance

16 Fail

Check name

Loading performance

Score

37/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

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

References

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

Evidence

{
  "checks": [
    {
      "id": "largest-contentful-paint",
      "title": "Largest Contentful Paint",
      "score": 12,
      "displayValue": "4.5 s",
      "numericValue": 4530.593840108706
    },
    {
      "id": "speed-index",
      "title": "Speed Index",
      "score": 2,
      "displayValue": "5.4 s",
      "numericValue": 5411.10451832978
    },
    {
      "id": "max-potential-fid",
      "title": "Max Potential First Input Delay",
      "score": 0,
      "displayValue": "1,200 ms",
      "numericValue": 1203
    },
    {
      "id": "network-rtt",
      "title": "Network Round Trip Times",
      "score": 100,
      "displayValue": "60 ms",
      "numericValue": 59.26724999999999
    },
    {
      "id": "server-response-time",
      "title": "Initial server response time was short",
      "score": 100,
      "displayValue": "Root document took 10 ms",
      "numericValue": 9
    },
    {
      "id": "interactive",
      "title": "Time to Interactive",
      "score": 19,
      "displayValue": "6.7 s",
      "numericValue": 6719.2376366081135
    },
    {
      "id": "total-blocking-time",
      "title": "Total Blocking Time",
      "score": 0,
      "displayValue": "2,320 ms",
      "numericValue": 2317.5
    },
    {
      "id": "first-contentful-paint",
      "title": "First Contentful Paint",
      "score": 65,
      "displayValue": "1.4 s",
      "numericValue": 1354.0232662952435
    }
  ]
}

Performance and AccessibilityPerformanceBrowser audit

Improve image delivery

13 Warning

Check name

Improve image delivery

Score

50/100

Status

warning

Device

desktop

Category

Performance

Estimated savings

Est savings of 1,134 KiB

Fix guidance

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

References

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

Evidence

{
  "displayValue": "Est savings of 1,134 KiB",
  "description": "Reducing the download time of images can improve the perceived load time of the page and LCP. [Learn more about optimizing image size](https://developer.chrome.com/docs/performance/insights/image-delivery)"
}

Fix with MCP or CLI

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

Score history

Public scan score over time

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

1 reports

Public score history report links
Scan date	Score	Readiness	Report
Jun 9, 2026	46/100	Level 2, Agent-Limited	Current report