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https://www.thoughtworks.com/
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70/100

OVERALL SCORE

Level 3, Bot-Aware

Moderate readiness for AI agents
AIDiscoverability73%Agent Easeof Use6%Security& Trust80%GEO, AIO, AEO73%SEO85%Performance& Accessibility83%
  • AI Discoverability 73 out of 100
  • Agent Ease of Use 6 out of 100
  • Security & Trust 80 out of 100
  • GEO, AIO and AEO 73 out of 100
  • SEO 85 out of 100
  • Performance and Accessibility 83 out of 100

CAPTURED SCREENSHOT

Captured website desktop screenshot

What AI sees of your website

Thoughtworks: A leading technology consultancy | Thoughtworks favicon

Thoughtworks: A leading technology consultancy | Thoughtworks

We are laser-focused on transforming your digital journey so you can make extraordinary impact today, tomorrow and beyond.

Next step

Turn this report into a fix workflow

20 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
MetricScoreStatusPassedFailedWarningEvidence
AI Discoverability
73
Needs work14100View details
Discoverability
83
Mostly ready630View details
Content Readiness
67
Needs work650View details
Bot Access Control
67
Needs work220View details
Agent Ease of Use
6
Priority fix4293View details
API
0
Priority fix060View details
Auth
Not Applicable
Not Applicable070View details
MCP
13
Priority fix062View details
Skill Discovery
5
Priority fix0101View details
Agent Commerce
Not Applicable
Not Applicable400
GEO, AIO and AEO
73
Needs work4114View details
GEO Readiness
83
Mostly ready104
AIO Readiness
70
Needs work214View details
AEO Readiness
66
Needs work106
SEO
85
Mostly ready920View details
SEO
85
Mostly ready920View details
Security & Trust
80
Mostly ready810View details
Security & Trust
80
Mostly ready410View details
AI Training Exposure
Not Applicable
Not Applicable400
Performance and Accessibility
83
Mostly ready1860View details
Performance
74
Needs work1060View details
Accessibility
100
Strong800

Prioritized recommendations

Issues ranked by score impact

44 items need attention

Security & TrustSecurity & TrustEstablished

Content-Security-Policy

Content-Security-Policy is missing or incomplete.

100 Fail

Needs attention

Content-Security-Policy

Failed check
01

Issue

Content-Security-Policy is missing or incomplete.

02

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": "default-src * 'self' 'unsafe-inline' 'unsafe-eval' data: blob: filesystem:;frame-ancestors 'self' https://experience.adobe.com;object-src 'none'"
}

AI DiscoverabilityDiscoverabilityEstablished

Link headers

Link headers failed at "Find useful Link headers".

100 Fail

Needs attention

Link headers

Failed check
01

Issue

No useful agent discovery Link headers were found.

02

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

  1. Find useful Link headers

    No useful agent discovery Link headers were found.

  2. 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".

100 Fail

Needs attention

Web Bot Auth request signing

Failed check
01

Issue

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

02

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

  1. Fetch to find resource

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

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/http-message-signatures-directory",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 118812
          }
        ]
      },
      "issue": "Web Bot Auth request signing was not found at the expected path.",
      "howToFix": "If publishing Web Bot Auth keys, return a JSON key directory with a non-empty keys array and the draft media type."
    }
  ]
}

Agent Ease of UseAPIEstablished

API Catalog

API Catalog failed at "Fetch API catalog".

50 Fail

Needs attention

API Catalog

Failed check
01

Issue

The API catalog endpoint did not return HTTP 2xx.

02

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

  1. Fetch API catalog

    The API catalog endpoint did not return HTTP 2xx.

  2. Validate RFC 9727 linkset

    Response is not valid JSON.

  3. Fetch advertised API catalog targets

    API Catalog did not expose any same-origin hrefs to validate.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch API catalog",
      "status": "fail",
      "evidence": {
        "statusCode": 404,
        "contentType": "text/html;charset=utf-8"
      },
      "issue": "The API catalog endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/api-catalog."
    },
    {
      "id": "validate",
      "title": "Validate RFC 9727 linkset",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Response is not valid JSON.",
        "rawExcerpt": "\n<!DOCTYPE HTML>\n<html lang=\"en\">\n    <head>\n  <meta charset=\"UTF-8\"/>\n  <meta http-equiv=\"Content-Security-Policy\" content=\"default-src 'self' 'unsafe-eval' 'unsafe-inline' * blob: data: filesystem:; connect-src 'self' * https://privacyportal.onetrust.com https://*.onetrust.com https://geolocation.onetrust.com; object-src 'none';\"/>\n\n  \n\n  \n\n  <title>Thoughtworks: A Global Software Consultancy | Thoughtworks </title>\n\n  \n\n    \n\n    \n\n    \n\n    \n\n    \n    <meta name=\"description\" content=\"Error\"/>\n    \n    <meta name=\"template\" content=\"basic-page\"/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/>\n\n    <meta name=\"robots\" content=\"noindex,nofollow\"/>\n    <meta name=\"google-site-verification\" content=\"AA43W6MsN2rMNjvAWJThG_C2DdiFIbwn2xf0J8Vd2eE\"/>\n<meta name=\"googl"
      },
      "issue": "Response is not valid JSON.",
      "howToFix": "Use application/linkset+json with service-desc, service-doc, and status relations that each include href."
    },
    {
      "id": "target-validation",
      "title": "Fetch advertised API catalog targets",
      "status": "fail",
      "evidence": {
        "checked": [],
        "failures": [
          {
            "reason": "No same-origin API catalog hrefs were available to fetch."
          }
        ]
      },
      "issue": "API Catalog did not expose any same-origin hrefs to validate.",
      "howToFix": "Make each same-origin API catalog href reachable and serve the advertised media type."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Markdown negotiation

Markdown negotiation failed at "Markdown content type".

50 Fail

Needs attention

Markdown negotiation

Failed check
01

Issue

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

02

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

  1. Markdown content type

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

  2. Vary: Accept header

    Markdown negotiation is missing Vary: Accept; current Vary header is "Accept-Encoding".

  3. 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": 14854,
        "excerpt": "<!DOCTYPE HTML>\n<html lang=\"en\">\n    <head>\n  <meta charset=\"UTF-8\"/>\n  <meta http-equiv=\"Content-Security-Policy\" content=\"default-src 'self' 'unsafe-eval' 'unsafe-inline' * blob: data: filesystem:; connect-src 'self' * https://privacyport",
        "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 UseAPIEstablished

OpenAPI discovery

OpenAPI discovery failed at "Find valid OpenAPI document".

50 Fail

Needs attention

OpenAPI discovery

Failed check
01

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.

02

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

  1. 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<!DOCTYPE HTML>\n<html lang=\"en\">\n    <head>\n  <meta charset=\"UTF-8\"/>\n  <meta http-equiv=\"Content-Security-Policy\" content=\"default-src 'self' 'unsafe-eval' 'unsafe-inline' * blob: data: filesystem:; connect-src 'self' * https://privacyportal.onetrust.com https://*.onetrust.com https://geolocation.onetrust.com; object-src 'none';\"/>\n\n  \n\n  \n\n  <title>Thoughtworks: A Global Software Consultancy | Thoughtworks </title>\n\n  \n\n    \n\n    \n\n    \n\n    \n\n    \n    <meta name=\"description\" content=\"Error\"/>\n    \n    <meta name=\"template\" content=\"basic-page\"/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/>\n\n    <meta name=\"robots\" content=\"noindex,nofollow\"/>\n    <meta name=\"google-site-verification\" content=\"AA43W6MsN2rMNjvAWJThG_C2DdiFIbwn2xf0J8Vd2eE\"/>\n<meta name=\"googl"
          },
          {
            "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<!DOCTYPE HTML>\n<html lang=\"en\">\n    <head>\n  <meta charset=\"UTF-8\"/>\n  <meta http-equiv=\"Content-Security-Policy\" content=\"default-src 'self' 'unsafe-eval' 'unsafe-inline' * blob: data: filesystem:; connect-src 'self' * https://privacyportal.onetrust.com https://*.onetrust.com https://geolocation.onetrust.com; object-src 'none';\"/>\n\n  \n\n  \n\n  <title>Thoughtworks: A Global Software Consultancy | Thoughtworks </title>\n\n  \n\n    \n\n    \n\n    \n\n    \n\n    \n    <meta name=\"description\" content=\"Error\"/>\n    \n    <meta name=\"template\" content=\"basic-page\"/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/>\n\n    <meta name=\"robots\" content=\"noindex,nofollow\"/>\n    <meta name=\"google-site-verification\" content=\"AA43W6MsN2rMNjvAWJThG_C2DdiFIbwn2xf0J8Vd2eE\"/>\n<meta name=\"googl"
          },
          {
            "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<!DOCTYPE HTML>\n<html lang=\"en\">\n    <head>\n  <meta charset=\"UTF-8\"/>\n  <meta http-equiv=\"Content-Security-Policy\" content=\"default-src 'self' 'unsafe-eval' 'unsafe-inline' * blob: data: filesystem:; connect-src 'self' * https://privacyportal.onetrust.com https://*.onetrust.com https://geolocation.onetrust.com; object-src 'none';\"/>\n\n  \n\n  \n\n  <title>Thoughtworks: A Global Software Consultancy | Thoughtworks </title>\n\n  \n\n    \n\n    \n\n    \n\n    \n\n    \n    <meta name=\"description\" content=\"Error\"/>\n    \n    <meta name=\"template\" content=\"basic-page\"/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/>\n\n    <meta name=\"robots\" content=\"noindex,nofollow\"/>\n    <meta name=\"google-site-verification\" content=\"AA43W6MsN2rMNjvAWJThG_C2DdiFIbwn2xf0J8Vd2eE\"/>\n<meta name=\"googl"
          },
          {
            "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<!DOCTYPE HTML>\n<html lang=\"en\">\n    <head>\n  <meta charset=\"UTF-8\"/>\n  <meta http-equiv=\"Content-Security-Policy\" content=\"default-src 'self' 'unsafe-eval' 'unsafe-inline' * blob: data: filesystem:; connect-src 'self' * https://privacyportal.onetrust.com https://*.onetrust.com https://geolocation.onetrust.com; object-src 'none';\"/>\n\n  \n\n  \n\n  <title>Thoughtworks: A Global Software Consultancy | Thoughtworks </title>\n\n  \n\n    \n\n    \n\n    \n\n    \n\n    \n    <meta name=\"description\" content=\"Error\"/>\n    \n    <meta name=\"template\" content=\"basic-page\"/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/>\n\n    <meta name=\"robots\" content=\"noindex,nofollow\"/>\n    <meta name=\"google-site-verification\" content=\"AA43W6MsN2rMNjvAWJThG_C2DdiFIbwn2xf0J8Vd2eE\"/>\n<meta name=\"googl"
          },
          {
            "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<!DOCTYPE HTML>\n<html lang=\"en\">\n    <head>\n  <meta charset=\"UTF-8\"/>\n  <meta http-equiv=\"Content-Security-Policy\" content=\"default-src 'self' 'unsafe-eval' 'unsafe-inline' * blob: data: filesystem:; connect-src 'self' * https://privacyportal.onetrust.com https://*.onetrust.com https://geolocation.onetrust.com; object-src 'none';\"/>\n\n  \n\n  \n\n  <title>Thoughtworks: A Global Software Consultancy | Thoughtworks </title>\n\n  \n\n    \n\n    \n\n    \n\n    \n\n    \n    <meta name=\"description\" content=\"Error\"/>\n    \n    <meta name=\"template\" content=\"basic-page\"/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/>\n\n    <meta name=\"robots\" content=\"noindex,nofollow\"/>\n    <meta name=\"google-site-verification\" content=\"AA43W6MsN2rMNjvAWJThG_C2DdiFIbwn2xf0J8Vd2eE\"/>\n<meta name=\"googl"
          },
          {
            "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<!DOCTYPE HTML>\n<html lang=\"en\">\n    <head>\n  <meta charset=\"UTF-8\"/>\n  <meta http-equiv=\"Content-Security-Policy\" content=\"default-src 'self' 'unsafe-eval' 'unsafe-inline' * blob: data: filesystem:; connect-src 'self' * https://privacyportal.onetrust.com https://*.onetrust.com https://geolocation.onetrust.com; object-src 'none';\"/>\n\n  \n\n  \n\n  <title>Thoughtworks: A Global Software Consultancy | Thoughtworks </title>\n\n  \n\n    \n\n    \n\n    \n\n    \n\n    \n    <meta name=\"description\" content=\"Error\"/>\n    \n    <meta name=\"template\" content=\"basic-page\"/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/>\n\n    <meta name=\"robots\" content=\"noindex,nofollow\"/>\n    <meta name=\"google-site-verification\" content=\"AA43W6MsN2rMNjvAWJThG_C2DdiFIbwn2xf0J8Vd2eE\"/>\n<meta name=\"googl"
          },
          {
            "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<!DOCTYPE HTML>\n<html lang=\"en\">\n    <head>\n  <meta charset=\"UTF-8\"/>\n  <meta http-equiv=\"Content-Security-Policy\" content=\"default-src 'self' 'unsafe-eval' 'unsafe-inline' * blob: data: filesystem:; connect-src 'self' * https://privacyportal.onetrust.com https://*.onetrust.com https://geolocation.onetrust.com; object-src 'none';\"/>\n\n  \n\n  \n\n  <title>Thoughtworks: A Global Software Consultancy | Thoughtworks </title>\n\n  \n\n    \n\n    \n\n    \n\n    \n\n    \n    <meta name=\"description\" content=\"Error\"/>\n    \n    <meta name=\"template\" content=\"basic-page\"/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/>\n\n    <meta name=\"robots\" content=\"noindex,nofollow\"/>\n    <meta name=\"google-site-verification\" content=\"AA43W6MsN2rMNjvAWJThG_C2DdiFIbwn2xf0J8Vd2eE\"/>\n<meta name=\"googl"
          }
        ]
      },
      "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html;charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
      "howToFix": "Publish a valid OpenAPI 3.x or Swagger 2.0 JSON/YAML document with info, paths, operations, and responses."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Semantic HTML

Semantic HTML is missing or incomplete.

50 Fail

Needs attention

Semantic HTML

Failed check
01

Issue

Semantic HTML is incomplete: 1 buttons missing accessible names; 0/1 applicable form inputs have autocomplete attributes (1 missing).

Details

02

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 class=\"video-play-pause-btn\"> </button>"
    ],
    "missingAutocompleteInputs": [
      "<input id=\"vendor-search-handler\" type=\"text\" name=\"vendor-search-handler\" placeholder=\"Search&#x2026;\" aria-label=\"Cookie list search\">"
    ],
    "imagesMissingAlt": [],
    "skippedHeadingLevels": []
  },
  "counts": {
    "h1": 1,
    "headings": 36,
    "links": 141,
    "inaccessibleLinks": 0,
    "buttons": 40,
    "inaccessibleButtons": 1,
    "images": 126,
    "imagesWithAlt": 126,
    "autocompleteInputs": 1,
    "inputsWithAutocomplete": 0,
    "missingAutocompleteInputs": 1
  }
}

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
01

Issue

MCP Server Card was not found at the expected path.

02

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

  1. Fetch to find resource

    MCP Server Card was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 118812
          },
          {
            "path": "/.well-known/mcp/server-cards.json",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 118812
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 118812
          }
        ]
      },
      "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
01

Issue

mcp.json was not found at the expected path.

02

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

  1. 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": 118812
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 118812
          },
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 118812
          }
        ]
      },
      "issue": "mcp.json was not found at the expected path.",
      "howToFix": "Publish mcp.json or an MCP server card with serverInfo, protocolVersion, transport endpoint, and capabilities."
    }
  ]
}

Agent Ease of UseMCPInformational

WebMCP manifest

WebMCP manifest failed at "Fetch to find resource".

25 Fail

Needs attention

WebMCP manifest

Failed check
01

Issue

WebMCP manifest was not found at the expected path.

02

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

  1. Fetch to find resource

    WebMCP manifest was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 118812
          },
          {
            "path": "/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 118812
          },
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 118812
          }
        ]
      },
      "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
01

Issue

A2A Agent Card was not found at the expected path.

02

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

  1. Fetch to find resource

    A2A Agent Card was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 118812
          },
          {
            "path": "/.well-known/a2a/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 118812
          },
          {
            "path": "/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 118812
          }
        ]
      },
      "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
01

Issue

Agent Skills index was not found at the expected path.

02

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

  1. Fetch to find resource

    Agent Skills index was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-skills/index.json",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 118812
          },
          {
            "path": "/.well-known/skills/index.json",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 118812
          }
        ]
      },
      "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
01

Issue

agent.json was not found at the expected path.

02

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

  1. Fetch to find resource

    agent.json was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent.json",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 118812
          },
          {
            "path": "/agent.json",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 118812
          }
        ]
      },
      "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
01

Issue

agents.json was not found at the expected path.

02

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

  1. Fetch to find resource

    agents.json was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agents.json",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 118812
          },
          {
            "path": "/agents.json",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 118812
          }
        ]
      },
      "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
01

Issue

No DNS-AID entrypoint records were found under _agents.

02

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

  1. Resolve DNS-AID SVCB/HTTPS records

    No DNS-AID entrypoint records were found under _agents.

  2. Validate alpn and endpoint parameters

    Include alpn and endpoint service parameters in each DNS-AID record so agents know the protocol and target entrypoint.

  3. 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.thoughtworks.com",
        "probes": [
          {
            "name": "_index._agents.www.thoughtworks.com",
            "found": false,
            "recordCount": 1,
            "records": [],
            "hasAlpn": false,
            "hasEndpoint": false
          },
          {
            "name": "_a2a._agents.www.thoughtworks.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.thoughtworks.com",
            "dnssecTypes": [],
            "dnssecRecordCount": 0
          },
          {
            "name": "thoughtworks.com",
            "dnssecTypes": [],
            "dnssecRecordCount": 0
          }
        ]
      },
      "issue": "DNSSEC material was not visible for the hostname or parent zone from this resolver.",
      "howToFix": "Sign the public discovery zone with DNSSEC so validating resolvers can return authenticated data."
    }
  ]
}

Agent Ease of UseMCPInformational

WebMCP

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

13 Warning

Needs attention

WebMCP

Warning
01

Issue

WebMCP declarative annotations need fixes.

Details

02

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

  1. Detect data-mcp-tool annotations

    No data-mcp-tool attributes were found on interactive elements.

  2. Detect WebMCP declarative tags

    No elements found with tool-name or tool-description attributes.

  3. Validate WebMCP declarative annotation quality

    WebMCP declarative annotations need fixes.

    WebMCP declarative annotation issues
    • <input name="ot-group-id-C0002"> is missing tool-param-description.
    • <input name="ot-group-id-C0003"> is missing tool-param-description.
    • <input name="ot-group-id-C0004"> is missing tool-param-description.
    • <input name="vendor-search-handler"> is missing tool-param-description.
    • <input> is missing a name attribute.
    • <input> is missing tool-param-description.
    • <input> 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.

  4. Detect WebMCP imperative API usage

    navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.

  5. Detect WebMCP browser navigator injection

    navigator.modelContext was not detected in the rendered browser page.

  6. 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": 187,
        "interactiveWithTags": 0,
        "totalCount": 187,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<input name=\"ot-group-id-C0002\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0003\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0004\"> is missing tool-param-description.",
          "<input name=\"vendor-search-handler\"> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> 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": 12,
        "issues": [
          "<input name=\"ot-group-id-C0002\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0003\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0004\"> is missing tool-param-description.",
          "<input name=\"vendor-search-handler\"> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description."
        ]
      },
      "issue": "WebMCP declarative annotations need fixes.",
      "issueDetails": [
        {
          "title": "WebMCP declarative annotation issues",
          "items": [
            {
              "type": "code",
              "value": "<input name=\"ot-group-id-C0002\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input name=\"ot-group-id-C0003\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input name=\"ot-group-id-C0004\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input name=\"vendor-search-handler\"> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input> 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": 187,
        "interactiveWithTags": 0,
        "totalCount": 187,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<input name=\"ot-group-id-C0002\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0003\"> is missing tool-param-description.",
          "<input name=\"ot-group-id-C0004\"> is missing tool-param-description.",
          "<input name=\"vendor-search-handler\"> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> 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": 187,
    "interactiveWithTags": 0,
    "totalCount": 187,
    "taggedCount": 0,
    "dataMcpToolCount": 0,
    "dataMcpTools": [],
    "coverage": 0,
    "annotationIssues": [
      "<input name=\"ot-group-id-C0002\"> is missing tool-param-description.",
      "<input name=\"ot-group-id-C0003\"> is missing tool-param-description.",
      "<input name=\"ot-group-id-C0004\"> is missing tool-param-description.",
      "<input name=\"vendor-search-handler\"> is missing tool-param-description.",
      "<input> is missing a name attribute.",
      "<input> is missing tool-param-description.",
      "<input> is missing a name attribute.",
      "<input> is missing tool-param-description.",
      "<input> is missing a name attribute.",
      "<input> is missing tool-param-description.",
      "<input> is missing a name attribute.",
      "<input> is missing tool-param-description."
    ]
  },
  "browserWebMcp": {
    "checked": true,
    "detected": false,
    "hasNavigatorModelContext": false,
    "modelContextType": "undefined",
    "hasProvideContext": false,
    "hasRegisterTool": false
  }
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Visible structured data match

AIO: Visible structured data match scored 40/100 and needs a fix.

6 Fail

Needs attention

AIO: Visible structured data match

Failed check
01

Issue

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

Details

02

Why it matters

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

Check name

AIO: Visible structured data match

Score

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: Visible structured data match scored 40/100 and needs a fix.

Evidence
{
  "schemaCount": 4,
  "checkedFields": [
    {
      "path": "$[0].name",
      "value": "AI/works promo video"
    },
    {
      "path": "$[0].description",
      "value": "an AI/works video"
    },
    {
      "path": "$[1].name",
      "value": "Thoughtworks"
    },
    {
      "path": "$[2].name",
      "value": "Thoughtworks"
    },
    {
      "path": "$[3].itemListElement[0].name",
      "value": "Home"
    }
  ],
  "mismatches": [
    {
      "path": "$[0].name",
      "value": "AI/works promo video"
    },
    {
      "path": "$[0].description",
      "value": "an AI/works video"
    },
    {
      "path": "$[3].itemListElement[0].name",
      "value": "Home"
    }
  ],
  "score": 40,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Source and trust signals

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

4 Warning

Needs attention

AIO: Source and trust signals

Warning
01

Issue

Missing AIO trust signals: author, publisher.

Details

02

Why it matters

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

Check name

AIO: Source and trust signals

Score

60/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": true,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "author",
    "publisher"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [
    "2026-01-16T14:40:40.000Z"
  ],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "/about-us",
      "text": "About",
      "html": "<a href=\"/about-us\" title=\"About\" aria-label=\"About\" role=\"button\" aria-expanded=\"false\" data-event-label=\"About\" data-event-category=\"/\" class=\"cmp-navigation__item-link menu-item__link \" generic-tracking-disabled=\"true\">About <span class=\"item-content-arrow-icon\"></span> </a>"
    },
    {
      "href": "/about-us",
      "text": "Go to overview",
      "html": "<a href=\"/about-us\" data-event-action=\"about\" data-event-category=\"/\" data-event-label=\"Go to overview\" data-link-click=\"{&quot;eventCategory&quot;:&quot;Mega Menu Clicks&quot;,&quot;eventAction&quot;:&quot;About&quot;,&quot;eventLabel&quot;:&quot;Go to Overview&quot;,&quot;eventDestination&quot;:&quot;https://www.thoughtworks.com/about-us&quot;}\"> <span class=\"overview-cta-text\">Go to overview</span> <span class=\"group-arrow-icon\"></span> </a>"
    },
    {
      "href": "/about-us/social-change/reports/global-impact-report-2025",
      "text": "Report Our global impact report dives into the work, stories and progress towards fulfilling our purpose.",
      "html": "<a style=\"background-color: #ffffff;\" href=\"/about-us/social-change/reports/global-impact-report-2025\" class=\"cmp-featured-card-carousel__text\" data-link-click=\"{&quot;eventCategory&quot;:&quot;Featured carousel&quot;,&quot;eventAction&quot;:&quot;Report&quot;,&quot;eventLabel&quot;:&quot;Our global impact report dives into the work, stories and progress towards fulfilling our purpose.&quot;,&quot;eventDestination&quot;:&quot;https://www.thoughtworks.com/about-us/social-change/reports/global-..."
    },
    {
      "href": "/about-us/partnerships",
      "text": "See our partners",
      "html": "<a aria-label=\"See our partners \" class=\"ce-module-tracking cmp-text-wcta__link ctaDefaultLink cmp__link-with-arrow\" data-event-action=\"Text Component CTA\" data-event-category=\"/\" data-event-label=\"See our partners \" style=\"background:;color:\" role=\"link\" href=\"/about-us/partnerships\" data-link-click=\"{&quot;eventCategory&quot;:&quot;CTA&quot;,&quot;eventLabel&quot;:&quot;See our partners &quot;,&quot;eventDestination&quot;:&quot;https://www.thoughtworks.com/about-us/partnerships&quot;}\"> <sp..."
    },
    {
      "href": "/about-us/partnerships/cloud/microsoft",
      "text": "",
      "html": "<a class=\"cmp-image-tile__wrapper__image ce-module-tracking\" href=\"/about-us/partnerships/cloud/microsoft\" aria-label=\"Microsoft Solution Partner badge\" data-link-click=\"{&quot;eventCategory&quot;:&quot;Image tiles with animation&quot;,&quot;eventAction&quot;:&quot;Logo animations&quot;,&quot;eventLabel&quot;:&quot;Microsoft Solution Partner badge&quot;,&quot;eventDestination&quot;:&quot;https://www.thoughtworks.com/about-us/partnerships/cloud/microsoft&quot;}\"> <noscript> <img src=\"/content/..."
    },
    {
      "href": "/about-us/partnerships/cloud/aws",
      "text": "",
      "html": "<a class=\"cmp-image-tile__wrapper__image ce-module-tracking\" href=\"/about-us/partnerships/cloud/aws\" aria-label=\"AWS partner badge\" data-link-click=\"{&quot;eventCategory&quot;:&quot;Image tiles with animation&quot;,&quot;eventAction&quot;:&quot;Logo animations&quot;,&quot;eventLabel&quot;:&quot;AWS partner badge&quot;,&quot;eventDestination&quot;:&quot;https://www.thoughtworks.com/about-us/partnerships/cloud/aws&quot;}\"> <noscript> <img src=\"/content/dam/thoughtworks/images/photography/image-..."
    },
    {
      "href": "/about-us/partnerships/cloud/google-cloud",
      "text": "",
      "html": "<a class=\"cmp-image-tile__wrapper__image ce-module-tracking\" href=\"/about-us/partnerships/cloud/google-cloud\" aria-label=\"Google Cloud Partner Badge\" data-link-click=\"{&quot;eventCategory&quot;:&quot;Image tiles with animation&quot;,&quot;eventAction&quot;:&quot;Logo animations&quot;,&quot;eventLabel&quot;:&quot;Google Cloud Partner Badge&quot;,&quot;eventDestination&quot;:&quot;https://www.thoughtworks.com/about-us/partnerships/cloud/google-cloud&quot;}\"> <noscript> <img src=\"/content/dam/th..."
    },
    {
      "href": "/about-us/partnerships/technology/stripe",
      "text": "",
      "html": "<a class=\"cmp-image-tile__wrapper__image ce-module-tracking\" href=\"/about-us/partnerships/technology/stripe\" aria-label=\"Stripe \" data-link-click=\"{&quot;eventCategory&quot;:&quot;Image tiles with animation&quot;,&quot;eventAction&quot;:&quot;Logo animations&quot;,&quot;eventLabel&quot;:&quot;Stripe &quot;,&quot;eventDestination&quot;:&quot;https://www.thoughtworks.com/about-us/partnerships/technology/stripe&quot;}\"> <noscript> <img src=\"/content/dam/thoughtworks/images/photography/image-tile..."
    },
    {
      "href": "/about-us/partnerships/technology/backstage-by-spotify",
      "text": "",
      "html": "<a class=\"cmp-image-tile__wrapper__image ce-module-tracking\" href=\"/about-us/partnerships/technology/backstage-by-spotify\" aria-label=\"Spotify\" data-link-click=\"{&quot;eventCategory&quot;:&quot;Image tiles with animation&quot;,&quot;eventAction&quot;:&quot;Logo animations&quot;,&quot;eventLabel&quot;:&quot;Spotify&quot;,&quot;eventDestination&quot;:&quot;https://www.thoughtworks.com/about-us/partnerships/technology/backstage-by-spotify&quot;}\"> <noscript> <img src=\"/content/dam/thoughtworks/i..."
    },
    {
      "href": "/about-us/partnerships/technology/databricks",
      "text": "",
      "html": "<a class=\"cmp-image-tile__wrapper__image ce-module-tracking\" href=\"/about-us/partnerships/technology/databricks\" aria-label=\"Databricks logo\" data-link-click=\"{&quot;eventCategory&quot;:&quot;Image tiles with animation&quot;,&quot;eventAction&quot;:&quot;Logo animations&quot;,&quot;eventLabel&quot;:&quot;Databricks logo&quot;,&quot;eventDestination&quot;:&quot;https://www.thoughtworks.com/about-us/partnerships/technology/databricks&quot;}\"> <noscript> <img src=\"/content/dam/thoughtworks/image..."
    },
    {
      "href": "/about-us/partnerships/technology/dx",
      "text": "",
      "html": "<a class=\"cmp-image-tile__wrapper__image ce-module-tracking\" href=\"/about-us/partnerships/technology/dx\" aria-label=\"DX\" data-link-click=\"{&quot;eventCategory&quot;:&quot;Image tiles with animation&quot;,&quot;eventAction&quot;:&quot;Logo animations&quot;,&quot;eventLabel&quot;:&quot;DX&quot;,&quot;eventDestination&quot;:&quot;https://www.thoughtworks.com/about-us/partnerships/technology/dx&quot;}\"> <noscript> <img src=\"/content/dam/thoughtworks/images/photography/image-tile/homepage/hp_image..."
    },
    {
      "href": "/about-us/news/2024/thoughtworks-and-cyn-launch-ai-powered-mngd-srvs",
      "text": "",
      "html": "<a class=\"cmp-image-tile__wrapper__image ce-module-tracking\" href=\"/about-us/news/2024/thoughtworks-and-cyn-launch-ai-powered-mngd-srvs\" aria-label=\"CYN\" data-link-click=\"{&quot;eventCategory&quot;:&quot;Image tiles with animation&quot;,&quot;eventAction&quot;:&quot;Logo animations&quot;,&quot;eventLabel&quot;:&quot;CYN&quot;,&quot;eventDestination&quot;:&quot;https://www.thoughtworks.com/about-us/news/2024/thoughtworks-and-cyn-launch-ai-powered-mngd-srvs&quot;}\"> <noscript> <img src=\"/conten..."
    },
    {
      "href": "/about-us/partnerships/technology/mechanical-orchard",
      "text": "",
      "html": "<a class=\"cmp-image-tile__wrapper__image ce-module-tracking\" href=\"/about-us/partnerships/technology/mechanical-orchard\" aria-label=\"Mechanical Orchard \" data-link-click=\"{&quot;eventCategory&quot;:&quot;Image tiles with animation&quot;,&quot;eventAction&quot;:&quot;Logo animations&quot;,&quot;eventLabel&quot;:&quot;Mechanical Orchard &quot;,&quot;eventDestination&quot;:&quot;https://www.thoughtworks.com/about-us/partnerships/technology/mechanical-orchard&quot;}\"> <noscript> <img src=\"/conten..."
    },
    {
      "href": "/about-us/partnerships/technology/snowflake",
      "text": "",
      "html": "<a class=\"cmp-image-tile__wrapper__image ce-module-tracking\" href=\"/about-us/partnerships/technology/snowflake\" aria-label=\"Snowflake\" data-link-click=\"{&quot;eventCategory&quot;:&quot;Image tiles with animation&quot;,&quot;eventAction&quot;:&quot;Logo animations&quot;,&quot;eventLabel&quot;:&quot;Snowflake&quot;,&quot;eventDestination&quot;:&quot;https://www.thoughtworks.com/about-us/partnerships/technology/snowflake&quot;}\"> <noscript> <img src=\"/content/dam/thoughtworks/images/photography/..."
    },
    {
      "href": "/about-us/partnerships/technology/Nvidia",
      "text": "",
      "html": "<a class=\"cmp-image-tile__wrapper__image ce-module-tracking\" href=\"/about-us/partnerships/technology/Nvidia\" aria-label=\"Nvidia logo\" data-link-click=\"{&quot;eventCategory&quot;:&quot;Image tiles with animation&quot;,&quot;eventAction&quot;:&quot;Logo animations&quot;,&quot;eventLabel&quot;:&quot;Nvidia logo&quot;,&quot;eventDestination&quot;:&quot;https://www.thoughtworks.com/about-us/partnerships/technology/Nvidia&quot;}\"> <noscript> <img src=\"/content/dam/thoughtworks/images/photography/im..."
    },
    {
      "href": "/about-us",
      "text": "About us",
      "html": "<a class=\"ce-module-tracking footer__list__content-link\" href=\"/about-us\" data-event-action=\"Footer Navigation\" data-event-category=\"/\" data-event-label=\"About us\">About us</a>"
    },
    {
      "href": "/about-us/partnerships",
      "text": "Partnerships",
      "html": "<a class=\"ce-module-tracking footer__list__content-link\" href=\"/about-us/partnerships\" data-event-action=\"Footer Navigation\" data-event-category=\"/\" data-event-label=\"Partnerships\">Partnerships</a>"
    },
    {
      "href": "/about-us/news",
      "text": "News",
      "html": "<a class=\"ce-module-tracking footer__list__content-link\" href=\"/about-us/news\" data-event-action=\"Footer Navigation\" data-event-category=\"/\" data-event-label=\"News\">News</a>"
    },
    {
      "href": "/about-us/diversity-and-inclusion",
      "text": "Diversity, Equity and Inclusion",
      "html": "<a class=\"ce-module-tracking footer__list__content-link\" href=\"/about-us/diversity-and-inclusion\" data-event-action=\"Footer Navigation\" data-event-category=\"/\" data-event-label=\"Diversity, Equity and Inclusion\">Diversity, Equity and Inclusion</a>"
    },
    {
      "href": "/about-us/privacy-policy",
      "text": "Privacy policy",
      "html": "<a class=\"ce-module-tracking footer__list__content-link\" href=\"/about-us/privacy-policy\" data-event-action=\"Footer Navigation\" data-event-category=\"/\" data-event-label=\"Privacy policy\">Privacy policy</a>"
    },
    {
      "href": "/about-us/accessibility",
      "text": "Accessibility statement",
      "html": "<a class=\"ce-module-tracking footer__list__content-link\" href=\"/about-us/accessibility\" data-event-action=\"Footer Navigation\" data-event-category=\"/\" data-event-label=\"Accessibility statement\">Accessibility statement</a>"
    },
    {
      "href": "https://www.linkedin.com/company/thoughtworks/",
      "text": "",
      "html": "<a class=\"social-icons__icon\" id=\"linkedin-link\" href=\"https://www.linkedin.com/company/thoughtworks/\" target=\"_blank\" data-event-label=\"linkedin-link\" rel=\"noreferrer\" title=\"Read Thoughtworks company news on LinkedIn\" generic-tracking-disabled> <svg xmlns=\"http://www.w3.org/2000/svg\" width=\"21.048\" height=\"21.182\" viewBox=\"0 0 19.048 18.182\"> <g data-name=\"LinkedIN_Color\" transform=\"translate(51 110)\"> <path d=\"M10.667,18.182H6.584c0-.1.054-11.114,0-12.266h4.084V7.652a4.081,4.081,0,0,1,3.68..."
    },
    {
      "href": "https://www.thoughtworks.com/about-us/privacy-policy",
      "text": "Privacy policy",
      "html": "<a href=\"https://www.thoughtworks.com/about-us/privacy-policy\">Privacy policy</a>"
    },
    {
      "href": "/about-us/privacy-policy",
      "text": "More information",
      "html": "<a href=\"/about-us/privacy-policy\" class=\"privacy-notice-link\" rel=\"noopener\" target=\"_blank\" aria-label=\"More information, opens in a new tab\">More information</a>"
    }
  ],
  "contactLinks": [
    {
      "href": "/insights/articles",
      "text": "Articles In-depth insights to help your business grow",
      "html": "<a class=\"menu-item__link\" data-event-action=\"insights\" data-event-label=\"Articles\" data-event-category=\"/\" data-link-click=\"{&quot;eventCategory&quot;:&quot;Mega Menu Clicks&quot;,&quot;eventAction&quot;:&quot;Insights&quot;,&quot;eventLabel&quot;:&quot;Articles&quot;,&quot;eventDestination&quot;:&quot;https://www.thoughtworks.com/insights/articles&quot;}\" href=\"/insights/articles\" aria-label=\"Articles\"> Articles <p>In-depth insights to help your business grow</p> <span class=\"item-content-a..."
    },
    {
      "href": "/careers/learning-and-development",
      "text": "Learning and Development Explore how we support career growth",
      "html": "<a href=\"/careers/learning-and-development\" title=\"Learning and Development\" aria-label=\"Learning and Development\" role=\"link\" data-event-label=\"Learning and Development\" data-event-category=\"/\" data-event-action=\"careers\" class=\"cmp-navigation__item-link menu-item__link \" data-link-click=\"{&quot;eventCategory&quot;:&quot;Mega Menu Clicks&quot;,&quot;eventAction&quot;:&quot;Careers&quot;,&quot;eventLabel&quot;:&quot;Learning and Development&quot;,&quot;eventDestination&quot;:&quot;https://www..."
    },
    {
      "href": "/contact-us",
      "text": "Contact",
      "html": "<a href=\"/contact-us\" title=\"Contact\" aria-label=\"Contact\" role=\"link\" data-event-label=\"Contact\" data-event-category=\"/\" data-event-action=\"contact\" class=\"cmp-navigation__item-link menu-item__link contact\" data-link-click=\"{&quot;eventCategory&quot;:&quot;Mega Menu Clicks&quot;,&quot;eventAction&quot;:&quot;Contact&quot;,&quot;eventLabel&quot;:&quot;Contact&quot;,&quot;eventDestination&quot;:&quot;https://www.thoughtworks.com/contact-us&quot;}\">Contact <span class=\"item-content-arrow-icon\">..."
    },
    {
      "href": "/clients/pexa-group-ai-assistant",
      "text": "Client story Enterprise-grade AI in 8 weeks: How PEXA delivered a secure, permission-aware GenAI tool that supports more than 1,000 employees.",
      "html": "<a style=\"background-color: #ffffff;\" href=\"/clients/pexa-group-ai-assistant\" class=\"cmp-featured-card-carousel__text\" data-link-click=\"{&quot;eventCategory&quot;:&quot;Featured carousel&quot;,&quot;eventAction&quot;:&quot;Client story&quot;,&quot;eventLabel&quot;:&quot;Enterprise-grade AI in 8 weeks: How PEXA delivered a secure, permission-aware GenAI tool that supports more than 1,000 employees.&quot;,&quot;eventDestination&quot;:&quot;https://www.thoughtworks.com/clients/pexa-group-ai-assi..."
    },
    {
      "href": "/contact-us",
      "text": "Get in touch",
      "html": "<a class=\"cta-banner__cta__button ce-module-tracking cmp__link-btn--default\" href=\"/contact-us\" data-event-action=\"Inquiry Click\" data-event-category=\"/\" data-event-label=\"Get in touch\" data-link-click=\"{&quot;eventCategory&quot;:&quot;CTA&quot;,&quot;eventAction&quot;:&quot;Banner: Build differently. Explore our platform and services for the AI era.&quot;,&quot;eventLabel&quot;:&quot;Get in touch&quot;,&quot;eventDestination&quot;:&quot;https://www.thoughtworks.com/contact-us&quot;}\" role=\"l..."
    },
    {
      "href": "/contact-us",
      "text": "Contact us",
      "html": "<a class=\"ce-module-tracking footer__list__content-link\" href=\"/contact-us\" data-event-action=\"Footer Navigation\" data-event-category=\"/\" data-event-label=\"Contact us\">Contact us</a>"
    },
    {
      "href": "https://integrity.thoughtworks.com",
      "text": "Integrity helpline",
      "html": "<a class=\"ce-module-tracking footer__list__content-link\" href=\"https://integrity.thoughtworks.com\" data-event-action=\"Footer Navigation\" data-event-category=\"/\" data-event-label=\"Integrity helpline\">Integrity helpline</a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "/about-us/privacy-policy",
      "text": "Privacy policy",
      "html": "<a class=\"ce-module-tracking footer__list__content-link\" href=\"/about-us/privacy-policy\" data-event-action=\"Footer Navigation\" data-event-category=\"/\" data-event-label=\"Privacy policy\">Privacy policy</a>"
    },
    {
      "href": "https://www.thoughtworks.com/about-us/privacy-policy",
      "text": "Privacy policy",
      "html": "<a href=\"https://www.thoughtworks.com/about-us/privacy-policy\">Privacy policy</a>"
    },
    {
      "href": "/about-us/privacy-policy",
      "text": "More information",
      "html": "<a href=\"/about-us/privacy-policy\" class=\"privacy-notice-link\" rel=\"noopener\" target=\"_blank\" aria-label=\"More information, opens in a new tab\">More information</a>"
    }
  ],
  "score": 60,
  "weight": 20
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Entity clarity

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

4 Warning

Needs attention

GEO: Entity clarity

Warning
01

Issue

Title/H1 terms missing from description: thoughtworks, leading, technology, consultancy, don, just, works.

Details

02

Why it matters

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

Check name

GEO: Entity clarity

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "title": "Thoughtworks: A leading technology consultancy | Thoughtworks",
  "h1": "We don’t just do AI. We do AI that works.",
  "description": "We are laser-focused on transforming your digital journey so you can make extraordinary impact today, tomorrow and beyond.",
  "topicOverlap": 0,
  "topicTerms": [
    "thoughtworks",
    "leading",
    "technology",
    "consultancy",
    "don",
    "just",
    "works"
  ],
  "descriptionTerms": [
    "laser",
    "focused",
    "transforming",
    "digital",
    "journey",
    "make",
    "extraordinary",
    "impact",
    "today",
    "tomorrow",
    "beyond"
  ],
  "missingFromDescription": [
    "thoughtworks",
    "leading",
    "technology",
    "consultancy",
    "don",
    "just",
    "works"
  ],
  "score": 70,
  "weight": 28
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer-first sections

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

4 Warning

Needs attention

AEO: Answer-first sections

Warning
01

Issue

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

Details

02

Why it matters

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

Check name

AEO: Answer-first sections

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "sectionCount": 30,
  "passing": 1,
  "failing": [
    {
      "heading": "Industries",
      "headingHtml": "<h3>Industries</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Publications and Tools",
      "headingHtml": "<h3>Publications and Tools</h3>",
      "firstParagraph": "An opinionated guide to today's technology landscape",
      "paragraphHtml": "<p>An opinionated guide to today&apos;s technology landscape</p>",
      "words": 7,
      "direct": false,
      "issue": "First paragraph is 7 words and does not look like a concise direct answer."
    },
    {
      "heading": "All Insights",
      "headingHtml": "<h3>All Insights</h3>",
      "firstParagraph": "In-depth insights to help your business grow",
      "paragraphHtml": "<p>In-depth insights to help your business grow</p>",
      "words": 7,
      "direct": false,
      "issue": "First paragraph is 7 words and does not look like a concise direct answer."
    },
    {
      "heading": "Meet Thoughtworks' Agentic Development Platform",
      "headingHtml": "<h2 style=\"text-align: center;\">Meet Thoughtworks&apos;&#xa0;<span class=\"highlight-text\">Agentic Development Platform</span></h2>",
      "firstParagraph": "",
      "paragraphHtml": "<p style=\"text-align: center;\">&#xa0;</p>",
      "words": 0,
      "direct": false,
      "issue": "First paragraph is 0 words and does not look like a concise direct answer."
    },
    {
      "heading": "Leaders want AI to work by ‘next Tuesday’.",
      "headingHtml": "<h2 style=\"text-align: center;\">Leaders want&#xa0;<span class=\"highlight-text\">AI to work</span>&#xa0;by &#x2018;next Tuesday&#x2019;.</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Our global impact report dives into the work, stories and progress towards fulfilling our purpose.",
      "headingHtml": "<h2 class=\"cmp-featured-card-carousel__text-content\">Our global impact report dives into the work, stories and progress towards fulfilling our purpose.</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Catch the latest Technology Radar. An opinionated guide to today's technology landscape",
      "headingHtml": "<h2 class=\"cmp-featured-card-carousel__text-content\">Catch the latest Technology Radar. An opinionated guide to today&apos;s technology landscape</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Constellation Research recognizes AI/works™ for changing the economics of enterprise software delivery",
      "headingHtml": "<h2 class=\"cmp-featured-card-carousel__text-content\">Constellation Research recognizes AI/works&#x2122; for changing the economics of enterprise software delivery</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Enterprise-grade AI in 8 weeks: How PEXA delivered a secure, permission-aware GenAI tool that supports more than 1,000 employees.",
      "headingHtml": "<h2 class=\"cmp-featured-card-carousel__text-content\">Enterprise-grade AI in 8 weeks: How PEXA delivered a secure, permission-aware GenAI tool that supports more than 1,000 employees.</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "AI that works in action",
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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
01

Issue

No question-led h2 sections or FAQ pattern was detected.

Details

02

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": 16,
  "questionH2s": [],
  "hasFaq": false,
  "score": 50,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer evidence and trust

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

3 Warning

Needs attention

AEO: Answer evidence and trust

Warning
01

Issue

Missing AIO trust signals: author, publisher.

Details

02

Why it matters

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

Check name

AEO: Answer evidence and trust

Score

60/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
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      "text": "",
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      "href": "/contact-us",
      "text": "Contact us",
      "html": "<a class=\"ce-module-tracking footer__list__content-link\" href=\"/contact-us\" data-event-action=\"Footer Navigation\" data-event-category=\"/\" data-event-label=\"Contact us\">Contact us</a>"
    },
    {
      "href": "https://integrity.thoughtworks.com",
      "text": "Integrity helpline",
      "html": "<a class=\"ce-module-tracking footer__list__content-link\" href=\"https://integrity.thoughtworks.com\" data-event-action=\"Footer Navigation\" data-event-category=\"/\" data-event-label=\"Integrity helpline\">Integrity helpline</a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "/about-us/privacy-policy",
      "text": "Privacy policy",
      "html": "<a class=\"ce-module-tracking footer__list__content-link\" href=\"/about-us/privacy-policy\" data-event-action=\"Footer Navigation\" data-event-category=\"/\" data-event-label=\"Privacy policy\">Privacy policy</a>"
    },
    {
      "href": "https://www.thoughtworks.com/about-us/privacy-policy",
      "text": "Privacy policy",
      "html": "<a href=\"https://www.thoughtworks.com/about-us/privacy-policy\">Privacy policy</a>"
    },
    {
      "href": "/about-us/privacy-policy",
      "text": "More information",
      "html": "<a href=\"/about-us/privacy-policy\" class=\"privacy-notice-link\" rel=\"noopener\" target=\"_blank\" aria-label=\"More information, opens in a new tab\">More information</a>"
    }
  ],
  "score": 60,
  "weight": 22
}

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
01

Issue

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

Details

02

Why it matters

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

Check name

GEO: Explanatory content depth

Score

75/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "candidatePassages": 5,
  "citablePassages": 0,
  "failingCandidateParagraphs": [
    {
      "index": 22,
      "heading": "H2: Meet Thoughtworks' Agentic Development Platform",
      "text": "AI/works™ packs decades of engineering IP into a platform that changes the economics of building industrial-grade systems. With our technologists steering AI/works, you get higher quality systems, delivered at radically lower cost. Faster than you can say “algorithmic bias”.",
      "words": 41,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (41 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p style=\"text-align: center;\">AI/works&#x2122; packs decades of engineering IP into a platform that changes the economics of building industrial-grade systems. With our technologists steering AI/works, you get higher quality systems, delivered at radically lower cost. Faster than you can say &#x201c;algorithmic bias&#x201d;.</p>"
    },
    {
      "index": 31,
      "heading": "H4: Your Privacy",
      "text": "Thoughtworks.com stores and retrieves information on your browser in the form of cookies. This information might be about you, your preferences or your device and is used to make the site function properly. We also use cookies to give you a more personalized web experience. For additional detail on our cookie categories, you can review them here and reference our privacy policy. More information",
      "words": 65,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (65 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p id=\"ot-pc-desc\" class=\"ot-grp-desc\">Thoughtworks.com stores and retrieves information on your browser in the form of cookies. This information might be about you, your preferences or your device and is used to make the site function properly. We also use cookies to give you a more personalized web experience. For additional detail on our cookie categories, you can review them here and reference our privacy policy.<br> <br><a href=\"/about-us/privacy-policy\" class=\"privacy-notice-link\" rel=\"..."
    },
    {
      "index": 32,
      "heading": "H4: Strictly Necessary Cookies",
      "text": "These cookies are essential in enabling you to move around our site and use our features. Without them, services you ask for can't be provided. Registered Visitor Cookie: a unique identifier given to each registered user that recognizes you anonymously during site access.",
      "words": 43,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (43 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p class=\"ot-grp-desc ot-category-desc\">These cookies are essential in enabling you to move around our site and use our features. Without them, services you ask for can&apos;t be provided. Registered Visitor Cookie: a unique identifier given to each registered user that recognizes you anonymously during site access.</p>"
    },
    {
      "index": 34,
      "heading": "H4: Functional Cookies",
      "text": "These cookies allow websites and applications to remember choices you make and provide more enhanced, personal features. We may use information collected from functional cookies to identify user behavior and to serve content based on the user profile. These cookies can't track your browsing activity on other websites and don't gather any information about you for advertising usage or to record where you’ve been on...",
      "words": 71,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (71 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p class=\"ot-grp-desc ot-category-desc\">These cookies allow websites and applications to remember choices you make and provide more enhanced, personal features. We may use information collected from functional cookies to identify user behavior and to serve content based on the user profile. These cookies can&apos;t track your browsing activity on other websites and don&apos;t gather any information about you for advertising usage or to record where you&#x2019;ve been on the internet, outside..."
    },
    {
      "index": 35,
      "heading": "H4: Targeting Cookies",
      "text": "In order to keep our website services relevant, easy to use and up-to-date, we use web analytics services to help us understand how people use the site. Cookies allow us to recognize your browser or device and identify whether you've visited our website before, what you've previously viewed or clicked on and how you found us. The information is anonymous and only used for statistical purposes.",
      "words": 66,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (66 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p class=\"ot-grp-desc ot-category-desc\">In order to keep our website services relevant, easy to use and up-to-date, we use web analytics services to help us understand how people use the site. Cookies allow us to recognize your browser or device and identify whether you&apos;ve visited our website before, what you&apos;ve previously viewed or clicked on and how you found us. The information is anonymous and only used for statistical purposes.</p>"
    }
  ],
  "citableParagraphs": [],
  "score": 75,
  "weight": 18
}

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
01

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

02

Why it matters

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

Check name

GEO: Extraction-friendly structure

Score

85/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "hasSummary": false,
  "tableCount": 0,
  "tablesWithHead": 0,
  "tablesMissingThead": [],
  "orderedLists": 0,
  "hasFaq": false,
  "definitionPatterns": 5,
  "schemaBlocks": 4,
  "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: Entity and definition clarity

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

2 Warning

Needs attention

AEO: Entity and definition clarity

Warning
01

Issue

Entity or definition gaps: thoughtworks, leading, technology, consultancy, don, just, works.

Details

02

Why it matters

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

Check name

AEO: Entity and definition clarity

Score

75/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "title": "Thoughtworks: A leading technology consultancy | Thoughtworks",
  "h1": "We don’t just do AI. We do AI that works.",
  "description": "We are laser-focused on transforming your digital journey so you can make extraordinary impact today, tomorrow and beyond.",
  "topicOverlap": 0,
  "definitionCount": 5,
  "topicTerms": [
    "thoughtworks",
    "leading",
    "technology",
    "consultancy",
    "don",
    "just",
    "works"
  ],
  "descriptionTerms": [
    "laser",
    "focused",
    "transforming",
    "digital",
    "journey",
    "make",
    "extraordinary",
    "impact",
    "today",
    "tomorrow",
    "beyond"
  ],
  "missingFromDescription": [
    "thoughtworks",
    "leading",
    "technology",
    "consultancy",
    "don",
    "just",
    "works"
  ],
  "score": 75,
  "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
01

Issue

48 image(s) are missing width/height attributes. 12 possible modal/interstitial element(s) detected.

Details

02

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
{
  "viewportContent": "width=device-width, initial-scale=1",
  "visibleWords": 1074,
  "htmlBytes": 372238,
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      "src": "/etc.clientlibs/thoughtworks/clientlibs/clientlib-site/resources/images/global.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/etc.clientlibs/thoughtworks/clientlibs/clientlib-site/resources/images/global.svg\" alt title>"
    },
    {
      "src": "/etc.clientlibs/thoughtworks/clientlibs/clientlib-site/resources/images/global.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/etc.clientlibs/thoughtworks/clientlibs/clientlib-site/resources/images/global.svg\" alt title>"
    },
    {
      "src": "/content/dam/thoughtworks/images/photography/inline-image/homepage/hp_inline_ai_that_works_logo_desktop.jpg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/content/dam/thoughtworks/images/photography/inline-image/homepage/hp_inline_ai_that_works_logo_desktop.jpg\" alt=\"AI works agentic development platform logo\" title>"
    },
    {
      "src": "/etc.clientlibs/thoughtworks/clientlibs/clientlib-site/resources/images/pause-icon.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/etc.clientlibs/thoughtworks/clientlibs/clientlib-site/resources/images/pause-icon.svg\" alt=\"Pause\" title=\"Pause\">"
    },
    {
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      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/etc.clientlibs/thoughtworks/clientlibs/clientlib-site/resources/images/play-icon.svg\" alt=\"Play\" title=\"Play\">"
    },
    {
      "src": "/content/dam/thoughtworks/images/photography/inline-image/homepage/hp_inline_ai_that_works_logo_mobile.jpg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/content/dam/thoughtworks/images/photography/inline-image/homepage/hp_inline_ai_that_works_logo_mobile.jpg\" alt=\"AI works agentic development platform logo\" title>"
    },
    {
      "src": "/content/dam/thoughtworks/images/photography/inline-image/homepage/hp_inline_ai_that_works_logo_mobile.jpg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img data-src=\"/content/dam/thoughtworks/images/photography/inline-image/homepage/hp_inline_ai_that_works_logo_mobile.jpg\" alt=\"AI works agentic development platform logo\" title class=\"inline-image__image--mobile ls-is-cached lazyloaded\" src=\"/content/dam/thoughtworks/images/photography/inline-image/homepage/hp_inline_ai_that_works_logo_mobile.jpg\">"
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      "width": "",
      "height": "",
      "loading": "",
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      "width": "",
      "height": "",
      "loading": "",
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      "height": "",
      "loading": "",
      "html": "<img src=\"/content/dam/thoughtworks/images/photography/inline-image/homepage/hp_inline_client_logos_updated.png\" alt=\"Logos\" title>"
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      "height": "",
      "loading": "",
      "html": "<img src=\"/content/dam/thoughtworks/images/photography/inline-image/homepage/hp_inline_client_logos_updated.png\" alt=\"Logos\" title>"
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      "width": "",
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      "height": "",
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      "width": "",
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      "height": "",
      "loading": "",
      "html": "<img src=\"/content/dam/thoughtworks/images/photography/multi-card-auto-scroll/homepage/hp_multi_card_autoscroll_large_automotive.jpg\" alt=\"test\" title>"
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      "width": "",
      "height": "",
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      "html": "<img src=\"/content/dam/thoughtworks/images/photography/multi-card-auto-scroll/homepage/hp_multi_card_autoscroll_large_automotive.jpg\" alt=\"test\" title class=\"cmp-multi-card-auto-scroll__card__image\">"
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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
01

Issue

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

Details

02

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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  "passing": 1,
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      "heading": "Publications and Tools",
      "headingHtml": "<h3>Publications and Tools</h3>",
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      "firstParagraph": "",
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      "headingHtml": "<h3 id=\"ot-header-id-C0001\">Strictly Necessary Cookies</h3>",
      "firstParagraph": "",
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      "firstParagraph": "",
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      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
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      "heading": "Functional Cookies",
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      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
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      "firstParagraph": "",
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}

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
01

Issue

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

Details

02

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
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      "text": "Meet Thoughtworks' Agentic Development Platform",
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      "text": "Leaders want AI to work by ‘next Tuesday’.",
      "html": "<h2 style=\"text-align: center;\">Leaders want&#xa0;<span class=\"highlight-text\">AI to work</span>&#xa0;by &#x2018;next Tuesday&#x2019;.</h2>"
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      "html": "<h2 class=\"cmp-featured-card-carousel__text-content\">Catch the latest Technology Radar. An opinionated guide to today&apos;s technology landscape</h2>"
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      "text": "Constellation Research recognizes AI/works™ for changing the economics of enterprise software delivery",
      "html": "<h2 class=\"cmp-featured-card-carousel__text-content\">Constellation Research recognizes AI/works&#x2122; for changing the economics of enterprise software delivery</h2>"
    },
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      "text": "Enterprise-grade AI in 8 weeks: How PEXA delivered a secure, permission-aware GenAI tool that supports more than 1,000 employees.",
      "html": "<h2 class=\"cmp-featured-card-carousel__text-content\">Enterprise-grade AI in 8 weeks: How PEXA delivered a secure, permission-aware GenAI tool that supports more than 1,000 employees.</h2>"
    },
    {
      "text": "AI that works in action",
      "html": "<h2 style=\"text-align: center;\"><span class=\"highlight-text\">AI that works</span>&#xa0;in action</h2>"
    },
    {
      "text": "Partner ecosystems built on engineering foundations",
      "html": "<h2 style=\"text-align: center;\"><span class=\"highlight-text\">Partner ecosystems</span> built on engineering foundations</h2>"
    },
    {
      "text": "Together let’s be extraordinary.",
      "html": "<h2 class=\"cta-banner__title aem-GridColumn aem-GridColumn--large--7 \" style=\"color: #000000\">Together let&#x2019;s be extraordinary. </h2>"
    },
    {
      "text": "Build differently. Explore our platform and services for the AI era.",
      "html": "<h2 class=\"cta-banner__title aem-GridColumn aem-GridColumn--large--7 \" style=\"color: #ffffff\">Build differently. Explore our platform and services for the AI era.</h2>"
    },
    {
      "text": "Company",
      "html": "<h2 class=\"footer__list__heading footer__list--alignment\">Company</h2>"
    },
    {
      "text": "Insights",
      "html": "<h2 class=\"footer__list__heading footer__list--alignment\">Insights</h2>"
    },
    {
      "text": "Site info",
      "html": "<h2 class=\"footer__list__heading footer__list--alignment\">Site info</h2>"
    },
    {
      "text": "Connect with us",
      "html": "<h2 class=\"footer__connect-with-us\">Connect with us</h2>"
    },
    {
      "text": "Privacy Preference Center",
      "html": "<h2 id=\"ot-pc-title\">Privacy Preference Center</h2>"
    },
    {
      "text": "Privacy Preference Center",
      "html": "<h2 id=\"ot-pc-title-mobile\">Privacy Preference Center</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Thoughtworks: A leading technology consultancy?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Thoughtworks: A leading technology consultancy work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Thoughtworks: A leading technology consultancy?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Thoughtworks: A leading technology consultancy free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Thoughtworks: A leading technology consultancy compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is Thoughtworks: A leading technology consultancy?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Thoughtworks: A leading technology consultancy?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Thoughtworks: A leading technology consultancy free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Thoughtworks: A leading technology consultancy compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 8
}

Agent Ease of UseAPIEmerging recommendation

AI context endpoint

AI context endpoint is informational for this page.

Informational

Needs attention

AI context endpoint

Informational
01

Issue

AI context endpoint is informational for this page.

02

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

  1. 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": 118812
          },
          {
            "path": "/api/context",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 118812
          },
          {
            "path": "/context",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 118812
          }
        ]
      },
      "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
01

Issue

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

Details

02

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": "Meet Thoughtworks' Agentic Development Platform",
      "html": "<h2 style=\"text-align: center;\">Meet Thoughtworks&apos;&#xa0;<span class=\"highlight-text\">Agentic Development Platform</span></h2>"
    },
    {
      "text": "Leaders want AI to work by ‘next Tuesday’.",
      "html": "<h2 style=\"text-align: center;\">Leaders want&#xa0;<span class=\"highlight-text\">AI to work</span>&#xa0;by &#x2018;next Tuesday&#x2019;.</h2>"
    },
    {
      "text": "Our global impact report dives into the work, stories and progress towards fulfilling our purpose.",
      "html": "<h2 class=\"cmp-featured-card-carousel__text-content\">Our global impact report dives into the work, stories and progress towards fulfilling our purpose.</h2>"
    },
    {
      "text": "Catch the latest Technology Radar. An opinionated guide to today's technology landscape",
      "html": "<h2 class=\"cmp-featured-card-carousel__text-content\">Catch the latest Technology Radar. An opinionated guide to today&apos;s technology landscape</h2>"
    },
    {
      "text": "Constellation Research recognizes AI/works™ for changing the economics of enterprise software delivery",
      "html": "<h2 class=\"cmp-featured-card-carousel__text-content\">Constellation Research recognizes AI/works&#x2122; for changing the economics of enterprise software delivery</h2>"
    },
    {
      "text": "Enterprise-grade AI in 8 weeks: How PEXA delivered a secure, permission-aware GenAI tool that supports more than 1,000 employees.",
      "html": "<h2 class=\"cmp-featured-card-carousel__text-content\">Enterprise-grade AI in 8 weeks: How PEXA delivered a secure, permission-aware GenAI tool that supports more than 1,000 employees.</h2>"
    },
    {
      "text": "AI that works in action",
      "html": "<h2 style=\"text-align: center;\"><span class=\"highlight-text\">AI that works</span>&#xa0;in action</h2>"
    },
    {
      "text": "Partner ecosystems built on engineering foundations",
      "html": "<h2 style=\"text-align: center;\"><span class=\"highlight-text\">Partner ecosystems</span> built on engineering foundations</h2>"
    },
    {
      "text": "Together let’s be extraordinary.",
      "html": "<h2 class=\"cta-banner__title aem-GridColumn aem-GridColumn--large--7 \" style=\"color: #000000\">Together let&#x2019;s be extraordinary. </h2>"
    },
    {
      "text": "Build differently. Explore our platform and services for the AI era.",
      "html": "<h2 class=\"cta-banner__title aem-GridColumn aem-GridColumn--large--7 \" style=\"color: #ffffff\">Build differently. Explore our platform and services for the AI era.</h2>"
    },
    {
      "text": "Company",
      "html": "<h2 class=\"footer__list__heading footer__list--alignment\">Company</h2>"
    },
    {
      "text": "Insights",
      "html": "<h2 class=\"footer__list__heading footer__list--alignment\">Insights</h2>"
    },
    {
      "text": "Site info",
      "html": "<h2 class=\"footer__list__heading footer__list--alignment\">Site info</h2>"
    },
    {
      "text": "Connect with us",
      "html": "<h2 class=\"footer__connect-with-us\">Connect with us</h2>"
    },
    {
      "text": "Privacy Preference Center",
      "html": "<h2 id=\"ot-pc-title\">Privacy Preference Center</h2>"
    },
    {
      "text": "Privacy Preference Center",
      "html": "<h2 id=\"ot-pc-title-mobile\">Privacy Preference Center</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Thoughtworks: A leading technology consultancy?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Thoughtworks: A leading technology consultancy work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Thoughtworks: A leading technology consultancy?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Thoughtworks: A leading technology consultancy free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Thoughtworks: A leading technology consultancy compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is Thoughtworks: A leading technology consultancy?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Thoughtworks: A leading technology consultancy?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Thoughtworks: A leading technology consultancy free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Thoughtworks: A leading technology consultancy 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
01

Issue

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

02

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

  1. Fetch and validate /auth.md

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

  2. Publish protected resource metadata

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

  3. 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": 118812,
        "validation": {
          "valid": false,
          "issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html;charset=utf-8\" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.",
          "compatibleContentType": false,
          "contentLength": 97160,
          "hasRegisterInstructions": false,
          "hasProtectedResourceLink": false,
          "hasAuthorizationServerLink": false,
          "mentionsIdentity": false,
          "mentionsCredential": false,
          "links": [
            "https://privacyportal.onetrust.com",
            "https://*.onetrust.com",
            "https://geolocation.onetrust.com;",
            "/title",
            "https://www.thoughtworks.com/content/dam/thoughtworks/asset.jpg\"",
            "https://www.thoughtworks.com/content/dam/thoughtworks/asset.jpg\"",
            "https://www.thoughtworks.com/error/404-page\"",
            "https://www.thoughtworks.com/content/dam/thoughtworks/asset.jpg\"",
            "https://www.thoughtworks.com/error/404-page\"/>",
            "https://www.thoughtworks.com/en-au/error/404-page\""
          ],
          "rawExcerpt": "\n<!DOCTYPE HTML>\n<html lang=\"en\">\n    <head>\n  <meta charset=\"UTF-8\"/>\n  <meta http-equiv=\"Content-Security-Policy\" content=\"default-src 'self' 'unsafe-eval' 'unsafe-inline' * blob: data: filesystem:; connect-src 'self' * https://privacyportal.onetrust.com https://*.onetrust.com https://geolocation.onetrust.com; object-src 'none';\"/>\n\n  \n\n  \n\n  <title>Thoughtworks: A Global Software Consultancy | Thoughtworks </title>\n\n  \n\n    \n\n    \n\n    \n\n    \n\n    \n    <meta name=\"description\" content=\"Error\"/>\n    \n    <meta name=\"template\" content=\"basic-page\"/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/>\n\n    <meta name=\"robots\" content=\"noindex,nofollow\"/>\n    <meta name=\"google-site-verification\" content=\"AA43W6MsN2rMNjvAWJThG_C2DdiFIbwn2xf0J8Vd2eE\"/>\n<meta name=\"googl"
        }
      },
      "issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html;charset=utf-8\" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.",
      "howToFix": "Serve /auth.md at the site root as Markdown with agent registration instructions and links to OAuth metadata."
    },
    {
      "id": "oauth-protected-resource",
      "title": "Publish protected resource metadata",
      "status": "fail",
      "evidence": {
        "path": "/.well-known/oauth-protected-resource",
        "ok": false,
        "statusCode": 404,
        "contentType": "text/html;charset=utf-8",
        "length": 118812,
        "text": "\n<!DOCTYPE HTML>\n<html lang=\"en\">\n    <head>\n  <meta charset=\"UTF-8\"/>\n  <meta http-equiv=\"Content-Security-Policy\" content=\"default-src 'self' 'unsafe-eval' 'unsafe-inline' * blob: data: filesystem:; connect-src 'self' * https://privacyportal.onetrust.com https://*.onetrust.com https://geolocation.onetrust.com; object-src 'none';\"/>\n\n  \n\n  \n\n  <title>Thoughtworks: A Global Software Consultancy | Thoughtworks </title>\n\n  \n\n    \n\n    \n\n    \n\n    \n\n    \n    <meta name=\"description\" content=\"Error\"/>\n    \n    <meta name=\"template\" content=\"basic-page\"/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/>\n\n    <meta name=\"robots\" content=\"noindex,nofollow\"/>\n    <meta name=\"google-site-verification\" content=\"AA43W6MsN2rMNjvAWJThG_C2DdiFIbwn2xf0J8Vd2eE\"/>\n<meta name=\"google-site-verification\" content=\"kiO_CiGIcZKuyAwkoZIXjBOUAWRv57hnbTDbaHyvrV0\"/>\n\n\n    \n\n\n    \n    <meta content=\"Error\" itemprop=\"name\"/>\n    <meta content=\"Error\" itemprop=\"description\"/>\n    <meta content=\"https://www.thoughtworks.com/content/dam/thoughtworks/asset.jpg\" itemprop=\"image\"/>\n\n    <meta content=\"Error\" property=\"og:title\"/>\n    <meta content=\"Error\" property=\"og:description\"/>\n    <meta content=\"https://www.thoughtworks.com/content/dam/thoughtworks/asset.jpg\" property=\"og:image\"/>\n    <meta content=\"Thoughtworks\" property=\"og:site_name\"/>\n    <meta content=\"https://www.thoughtworks.com/error/404-page\" property=\"og:url\"/>\n\n    \n    \n    <meta content=\"summary_large_image\" name=\"twitter:card\"/>\n    <meta content=\"Error\" name=\"twitter:title\"/>\n    <meta content=\"Error\" name=\"twitter:description\"/>\n    <meta content=\"https://www.thoughtworks.com/content/dam/thoughtworks/asset.jpg\" name=\"twitter:image:src\"/>\n    <meta content=\"23009949\" name=\"twitter:account_id\"/>\n\n    <meta content=\"[117154494974817]\" property=\"fb:app_id\"/>\n\n\n  \n\n    <link rel=\"canonical\" href=\"https://www.thoughtworks.com/error/404-page\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/en-au/error/404-page\" hreflang=\"en-au\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/en-br/error/404-page\" hreflang=\"en-br\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/pt-br/error/404-page\" hreflang=\"pt-br\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/en-ca/error/404-page\" hreflang=\"en-ca\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/en-cl/error/404-page\" hreflang=\"en-cl\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/es-cl/error/404-page\" hreflang=\"es-cl\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/en-cn/error/404-page\" hreflang=\"en-cn\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/zh-cn/error/404-page\" hreflang=\"zh-cn\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/en-ec/error/404-page\" hreflang=\"en-ec\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/es-ec/error/404-page\" hreflang=\"es-ec\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/en-de/error/404-page\" hreflang=\"en-de\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/de-de/error/404-page\" hreflang=\"de-de\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/en-in/error/404-page\" hreflang=\"en-in\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/en-sg/error/404-page\" hreflang=\"en-sg\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/en-es/error/404-page\" hreflang=\"en-es\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/es-es/error/404-page\" hreflang=\"es-es\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/en-th/error/404-page\" hreflang=\"en-th\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/en-gb/error/404-page\" hreflang=\"en-gb\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com"
      },
      "issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/oauth-protected-resource with resource and authorization_servers fields."
    },
    {
      "id": "agent-auth-block",
      "title": "Validate agent_auth authorization metadata",
      "status": "fail",
      "evidence": {
        "valid": false,
        "issue": "OAuth authorization server metadata could not be fetched.",
        "fetch": {
          "ok": false,
          "statusCode": 404,
          "contentType": "text/html;charset=utf-8",
          "length": 118812,
          "text": "\n<!DOCTYPE HTML>\n<html lang=\"en\">\n    <head>\n  <meta charset=\"UTF-8\"/>\n  <meta http-equiv=\"Content-Security-Policy\" content=\"default-src 'self' 'unsafe-eval' 'unsafe-inline' * blob: data: filesystem:; connect-src 'self' * https://privacyportal.onetrust.com https://*.onetrust.com https://geolocation.onetrust.com; object-src 'none';\"/>\n\n  \n\n  \n\n  <title>Thoughtworks: A Global Software Consultancy | Thoughtworks </title>\n\n  \n\n    \n\n    \n\n    \n\n    \n\n    \n    <meta name=\"description\" content=\"Error\"/>\n    \n    <meta name=\"template\" content=\"basic-page\"/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/>\n\n    <meta name=\"robots\" content=\"noindex,nofollow\"/>\n    <meta name=\"google-site-verification\" content=\"AA43W6MsN2rMNjvAWJThG_C2DdiFIbwn2xf0J8Vd2eE\"/>\n<meta name=\"google-site-verification\" content=\"kiO_CiGIcZKuyAwkoZIXjBOUAWRv57hnbTDbaHyvrV0\"/>\n\n\n    \n\n\n    \n    <meta content=\"Error\" itemprop=\"name\"/>\n    <meta content=\"Error\" itemprop=\"description\"/>\n    <meta content=\"https://www.thoughtworks.com/content/dam/thoughtworks/asset.jpg\" itemprop=\"image\"/>\n\n    <meta content=\"Error\" property=\"og:title\"/>\n    <meta content=\"Error\" property=\"og:description\"/>\n    <meta content=\"https://www.thoughtworks.com/content/dam/thoughtworks/asset.jpg\" property=\"og:image\"/>\n    <meta content=\"Thoughtworks\" property=\"og:site_name\"/>\n    <meta content=\"https://www.thoughtworks.com/error/404-page\" property=\"og:url\"/>\n\n    \n    \n    <meta content=\"summary_large_image\" name=\"twitter:card\"/>\n    <meta content=\"Error\" name=\"twitter:title\"/>\n    <meta content=\"Error\" name=\"twitter:description\"/>\n    <meta content=\"https://www.thoughtworks.com/content/dam/thoughtworks/asset.jpg\" name=\"twitter:image:src\"/>\n    <meta content=\"23009949\" name=\"twitter:account_id\"/>\n\n    <meta content=\"[117154494974817]\" property=\"fb:app_id\"/>\n\n\n  \n\n    <link rel=\"canonical\" href=\"https://www.thoughtworks.com/error/404-page\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/en-au/error/404-page\" hreflang=\"en-au\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/en-br/error/404-page\" hreflang=\"en-br\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/pt-br/error/404-page\" hreflang=\"pt-br\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/en-ca/error/404-page\" hreflang=\"en-ca\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/en-cl/error/404-page\" hreflang=\"en-cl\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/es-cl/error/404-page\" hreflang=\"es-cl\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/en-cn/error/404-page\" hreflang=\"en-cn\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/zh-cn/error/404-page\" hreflang=\"zh-cn\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/en-ec/error/404-page\" hreflang=\"en-ec\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/es-ec/error/404-page\" hreflang=\"es-ec\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/en-de/error/404-page\" hreflang=\"en-de\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/de-de/error/404-page\" hreflang=\"de-de\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/en-in/error/404-page\" hreflang=\"en-in\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/en-sg/error/404-page\" hreflang=\"en-sg\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/en-es/error/404-page\" hreflang=\"en-es\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/es-es/error/404-page\" hreflang=\"es-es\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/en-th/error/404-page\" hreflang=\"en-th\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com/en-gb/error/404-page\" hreflang=\"en-gb\"/>\n    \n        <link rel=\"alternate\" href=\"https://www.thoughtworks.com"
        }
      },
      "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": 3,
    "signals": [
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign up"
      }
    ]
  },
  "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
01

Issue

16 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

02

Why it matters

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

Check name

GEO: Q&A and FAQ opportunities

Score

75/100

Status

informational

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

GEO: Q&A and FAQ opportunities is informational for this page.

Evidence
{
  "h2Count": 16,
  "questionH2s": 0,
  "hasFaq": false,
  "nonQuestionH2s": [
    {
      "index": 1,
      "text": "Meet Thoughtworks' Agentic Development Platform",
      "isQuestion": false,
      "html": "<h2 style=\"text-align: center;\">Meet Thoughtworks&apos;&#xa0;<span class=\"highlight-text\">Agentic Development Platform</span></h2>"
    },
    {
      "index": 2,
      "text": "Leaders want AI to work by ‘next Tuesday’.",
      "isQuestion": false,
      "html": "<h2 style=\"text-align: center;\">Leaders want&#xa0;<span class=\"highlight-text\">AI to work</span>&#xa0;by &#x2018;next Tuesday&#x2019;.</h2>"
    },
    {
      "index": 4,
      "text": "Our global impact report dives into the work, stories and progress towards fulfilling our purpose.",
      "isQuestion": false,
      "html": "<h2 class=\"cmp-featured-card-carousel__text-content\">Our global impact report dives into the work, stories and progress towards fulfilling our purpose.</h2>"
    },
    {
      "index": 5,
      "text": "Catch the latest Technology Radar. An opinionated guide to today's technology landscape",
      "isQuestion": false,
      "html": "<h2 class=\"cmp-featured-card-carousel__text-content\">Catch the latest Technology Radar. An opinionated guide to today&apos;s technology landscape</h2>"
    },
    {
      "index": 6,
      "text": "Constellation Research recognizes AI/works™ for changing the economics of enterprise software delivery",
      "isQuestion": false,
      "html": "<h2 class=\"cmp-featured-card-carousel__text-content\">Constellation Research recognizes AI/works&#x2122; for changing the economics of enterprise software delivery</h2>"
    },
    {
      "index": 7,
      "text": "Enterprise-grade AI in 8 weeks: How PEXA delivered a secure, permission-aware GenAI tool that supports more than 1,000 employees.",
      "isQuestion": false,
      "html": "<h2 class=\"cmp-featured-card-carousel__text-content\">Enterprise-grade AI in 8 weeks: How PEXA delivered a secure, permission-aware GenAI tool that supports more than 1,000 employees.</h2>"
    },
    {
      "index": 8,
      "text": "AI that works in action",
      "isQuestion": false,
      "html": "<h2 style=\"text-align: center;\"><span class=\"highlight-text\">AI that works</span>&#xa0;in action</h2>"
    },
    {
      "index": 9,
      "text": "Partner ecosystems built on engineering foundations",
      "isQuestion": false,
      "html": "<h2 style=\"text-align: center;\"><span class=\"highlight-text\">Partner ecosystems</span> built on engineering foundations</h2>"
    },
    {
      "index": 10,
      "text": "Together let’s be extraordinary.",
      "isQuestion": false,
      "html": "<h2 class=\"cta-banner__title aem-GridColumn aem-GridColumn--large--7 \" style=\"color: #000000\">Together let&#x2019;s be extraordinary. </h2>"
    },
    {
      "index": 11,
      "text": "Build differently. Explore our platform and services for the AI era.",
      "isQuestion": false,
      "html": "<h2 class=\"cta-banner__title aem-GridColumn aem-GridColumn--large--7 \" style=\"color: #ffffff\">Build differently. Explore our platform and services for the AI era.</h2>"
    },
    {
      "index": 12,
      "text": "Company",
      "isQuestion": false,
      "html": "<h2 class=\"footer__list__heading footer__list--alignment\">Company</h2>"
    },
    {
      "index": 13,
      "text": "Insights",
      "isQuestion": false,
      "html": "<h2 class=\"footer__list__heading footer__list--alignment\">Insights</h2>"
    },
    {
      "index": 14,
      "text": "Site info",
      "isQuestion": false,
      "html": "<h2 class=\"footer__list__heading footer__list--alignment\">Site info</h2>"
    },
    {
      "index": 15,
      "text": "Connect with us",
      "isQuestion": false,
      "html": "<h2 class=\"footer__connect-with-us\">Connect with us</h2>"
    },
    {
      "index": 16,
      "text": "Privacy Preference Center",
      "isQuestion": false,
      "html": "<h2 id=\"ot-pc-title\">Privacy Preference Center</h2>"
    },
    {
      "index": 17,
      "text": "Privacy Preference Center",
      "isQuestion": false,
      "html": "<h2 id=\"ot-pc-title-mobile\">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
01

Issue

IndexNow key is informational for this page.

02

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

  1. Find advertised IndexNow key location

    No IndexNow key location was advertised in HTML, Link headers, or robots.txt.

  2. 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
01

Issue

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

02

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

  1. Fetch to find resource

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

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/openid-configuration",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 118812
          },
          {
            "path": "/.well-known/oauth-authorization-server",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 118812
          }
        ]
      },
      "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": 3,
    "signals": [
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign up"
      }
    ]
  },
  "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
01

Issue

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

02

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

  1. Fetch protected resource metadata

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

  2. Validate protected resource metadata

    Response is not valid JSON.

  3. Validate protected resource identity

    Protected resource metadata `resource` did not match the resource identifier used to retrieve it.

  4. Probe protected API Bearer challenge

    No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch protected resource metadata",
      "status": "fail",
      "evidence": {
        "path": "/.well-known/oauth-protected-resource",
        "statusCode": 404,
        "contentType": "text/html;charset=utf-8"
      },
      "issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/oauth-protected-resource JSON."
    },
    {
      "id": "metadata",
      "title": "Validate protected resource metadata",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Response is not valid JSON.",
        "rawExcerpt": "\n<!DOCTYPE HTML>\n<html lang=\"en\">\n    <head>\n  <meta charset=\"UTF-8\"/>\n  <meta http-equiv=\"Content-Security-Policy\" content=\"default-src 'self' 'unsafe-eval' 'unsafe-inline' * blob: data: filesystem:; connect-src 'self' * https://privacyportal.onetrust.com https://*.onetrust.com https://geolocation.onetrust.com; object-src 'none';\"/>\n\n  \n\n  \n\n  <title>Thoughtworks: A Global Software Consultancy | Thoughtworks </title>\n\n  \n\n    \n\n    \n\n    \n\n    \n\n    \n    <meta name=\"description\" content=\"Error\"/>\n    \n    <meta name=\"template\" content=\"basic-page\"/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/>\n\n    <meta name=\"robots\" content=\"noindex,nofollow\"/>\n    <meta name=\"google-site-verification\" content=\"AA43W6MsN2rMNjvAWJThG_C2DdiFIbwn2xf0J8Vd2eE\"/>\n<meta name=\"googl"
      },
      "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.thoughtworks.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.thoughtworks.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/admin/summary",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://www.thoughtworks.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/scans",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://www.thoughtworks.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": 3,
    "signals": [
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign up"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

Performance and AccessibilityBest PracticesBrowser audit

Browser errors were logged to the console

100 Fail

Check name

Browser errors were logged to the console

Score

0/100

Status

fail

Device

desktop

Category

Best Practices

Fix guidance

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

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

SEOSEOBrowser audit

Links are not crawlable

50 Fail

Check name

Links are not crawlable

Score

0/100

Status

fail

Device

desktop

Category

SEO

Fix guidance

Search engines may use `href` attributes on links to crawl websites. Ensure that the `href` attribute of anchor elements links to an appropriate destination, so more pages of the site can be discovered. [Learn how to make links crawlable](https://support.google.com/webmasters/answer/9112205)

Evidence
{
  "description": "Search engines may use `href` attributes on links to crawl websites. Ensure that the `href` attribute of anchor elements links to an appropriate destination, so more pages of the site can be discovered. [Learn how to make links crawlable](https://support.google.com/webmasters/answer/9112205)"
}

SEOSEOBrowser audit

Links do not have descriptive text

50 Fail

Check name

Links do not have descriptive text

Score

0/100

Status

fail

Device

desktop

Category

SEO

Estimated savings

1 link found

Fix guidance

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

Evidence
{
  "displayValue": "1 link found",
  "description": "Descriptive link text helps search engines understand your content. [Learn how to make links more accessible](https://developer.chrome.com/docs/lighthouse/seo/link-text/)."
}

Performance and AccessibilityPerformanceBrowser audit

Font display

17 Fail

Check name

Font display

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

Est savings of 70 ms

Fix guidance

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

Evidence
{
  "displayValue": "Est savings of 70 ms",
  "description": "Consider setting [font-display](https://developer.chrome.com/docs/performance/insights/font-display) to swap or optional to ensure text is consistently visible. swap can be further optimized to mitigate layout shifts with [font metric overrides](https://developer.chrome.com/blog/font-fallbacks)."
}

Performance and AccessibilityPerformanceBrowser audit

Forced reflow

17 Fail

Check name

Forced reflow

Score

0/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

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

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

Performance and AccessibilityPerformanceBrowser audit

LCP request discovery

17 Fail

Check name

LCP request discovery

Score

0/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

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

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

Performance and AccessibilityPerformanceBrowser audit

Reduce unused CSS

17 Fail

Check name

Reduce unused CSS

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

Est savings of 117 KiB

Fix guidance

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

Evidence
{
  "displayValue": "Est savings of 117 KiB",
  "description": "Reduce unused rules from stylesheets and defer CSS not used for above-the-fold content to decrease bytes consumed by network activity. [Learn how to reduce unused CSS](https://developer.chrome.com/docs/lighthouse/performance/unused-css-rules/).",
  "numericValue": 80
}

Performance and AccessibilityPerformanceBrowser audit

Render-blocking requests

17 Fail

Check name

Render-blocking requests

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

Est savings of 840 ms

Fix guidance

Requests are blocking the page's initial render, which may delay LCP. [Deferring or inlining](https://developer.chrome.com/docs/performance/insights/render-blocking) can move these network requests out of the critical path.

Evidence
{
  "displayValue": "Est savings of 840 ms",
  "description": "Requests are blocking the page's initial render, which may delay LCP. [Deferring or inlining](https://developer.chrome.com/docs/performance/insights/render-blocking) can move these network requests out of the critical path."
}

Performance and AccessibilityPerformanceBrowser audit

Loading performance

4 Fail

Check name

Loading performance

Score

79/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

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

Evidence
{
  "checks": [
    {
      "id": "max-potential-fid",
      "title": "Max Potential First Input Delay",
      "score": 79,
      "displayValue": "160 ms",
      "numericValue": 163
    },
    {
      "id": "interactive",
      "title": "Time to Interactive",
      "score": 82,
      "displayValue": "2.9 s",
      "numericValue": 2928.2037494704555
    },
    {
      "id": "largest-contentful-paint",
      "title": "Largest Contentful Paint",
      "score": 84,
      "displayValue": "1.4 s",
      "numericValue": 1381.0228975570733
    },
    {
      "id": "server-response-time",
      "title": "Initial server response time was short",
      "score": 100,
      "displayValue": "Root document took 0 ms",
      "numericValue": 4
    },
    {
      "id": "first-contentful-paint",
      "title": "First Contentful Paint",
      "score": 91,
      "displayValue": "0.9 s",
      "numericValue": 908.0516590752834
    },
    {
      "id": "total-blocking-time",
      "title": "Total Blocking Time",
      "score": 50,
      "displayValue": "350 ms",
      "numericValue": 345
    },
    {
      "id": "network-rtt",
      "title": "Network Round Trip Times",
      "score": 100,
      "displayValue": "10 ms",
      "numericValue": 8.175735
    },
    {
      "id": "speed-index",
      "title": "Speed Index",
      "score": 43,
      "displayValue": "2.5 s",
      "numericValue": 2472.2914567097473
    }
  ]
}

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 dateScoreReadinessReport
70/100Level 3, Bot-AwareCurrent report
thoughtworks.com AI SEO Report: 70/100 (Level 3, Bot-Aware)