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55/100

OVERALL SCORE

Level 3, Bot-Aware

Moderate readiness for AI agents
AIDiscoverability44%Agent Easeof Use10%Security& Trust80%GEO, AIO, AEO78%SEO92%Performance& Accessibility65%
  • AI Discoverability 44 out of 100
  • Agent Ease of Use 10 out of 100
  • Security & Trust 80 out of 100
  • GEO, AIO and AEO 78 out of 100
  • SEO 92 out of 100
  • Performance and Accessibility 65 out of 100

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Next step

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Detailed report scores grouped by capability area
MetricScoreStatusPassedFailedWarningEvidence
AI Discoverability
44
Priority fix10131View details
Discoverability
67
Needs work540View details
Content Readiness
54
Needs work551View details
Bot Access Control
0
Priority fix040View details
Agent Ease of Use
10
Priority fix17221View details
API
0
Priority fix060View details
Auth
Not Applicable
Not Applicable1100
MCP
25
Priority fix260View details
Skill Discovery
5
Priority fix0101View details
Agent Commerce
Not Applicable
Not Applicable400
GEO, AIO and AEO
78
Mostly ready927View details
GEO Readiness
Not Applicable
Not Applicable400
AIO Readiness
70
Needs work214View details
AEO Readiness
73
Needs work313View details
SEO
92
Strong1010View details
SEO
92
Strong1010View details
Security & Trust
80
Mostly ready810View details
Security & Trust
80
Mostly ready410View details
AI Training Exposure
Not Applicable
Not Applicable400
Performance and Accessibility
65
Needs work2170View details
Performance
51
Needs work1260View details
Accessibility
90
Strong910View details

Prioritized recommendations

Issues ranked by score impact

37 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": "frame-ancestors 'self' *.thoughtspot.com thoughtspot.com preprod-thoughtspot.cs169.force.com preprod-thoughtspot.cs61.force.com thoughtspot--preprod.builder.salesforce-communities.com thoughtspot.admin.datocms.com thoughtspot--preprod.livepreview.salesforce-communities.com thoughtspot--livepreview.na117.force.com thoughtspot--sitestudio.na117.force.com thoughtspot-developers.admin.datocms.com thoughtspot.formstack.com *.gtmbuddy.ai gtmbuddy.ai *.gtmbuddy.io gtmbuddy.io"
}

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": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\"/><style id=\"inlined-app-tailwind-undefined\">*,::after,::before{box-sizing:border-box;border-width:0;border-style:solid;border-color:#e5e7eb}::after,::before{--tw-content:''}:host,html{line-height:1.5;-webkit-text-size-adjust:100%;-moz-tab-size:4;tab-size:4;font-family:ui-sans-serif,system-ui,sans-serif,\"Apple Color Emoji\",\"Segoe UI Emoji\",\"Segoe UI Symbol\",\"Noto Color Emoji\";font-feature-settings:normal;font-variation-settings:normal;-webkit-tap-highlight-color:transparent}body{margin:0;line-height:inherit}hr{height:0;color:inherit;border-top-width:1px}abbr:where([title]){text-decoration:underline dotted}h1,h2,h3,h4,h5,h6{font-size:inherit;font-weight:inherit}a{color:inherit;text-decoration:inherit}b,strong{font-weight:bolder}code,"
      },
      "issue": "Response is not valid JSON.",
      "howToFix": "Use application/linkset+json with service-desc, service-doc, and status relations that each include href."
    },
    {
      "id": "target-validation",
      "title": "Fetch advertised API catalog targets",
      "status": "fail",
      "evidence": {
        "checked": [],
        "failures": [
          {
            "reason": "No same-origin API catalog hrefs were available to fetch."
          }
        ]
      },
      "issue": "API Catalog did not expose any same-origin hrefs to validate.",
      "howToFix": "Make each same-origin API catalog href reachable and serve the advertised media type."
    }
  ]
}

AI DiscoverabilityDiscoverabilityEstablished

High-value schema types

High-value schema types is missing or incomplete.

50 Fail

Needs attention

High-value schema types

Failed check
01

Issue

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

02

Why it matters

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

Check name

High-value schema types

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

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

Result

High-value schema types is missing or incomplete.

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

AI DiscoverabilityDiscoverabilityEstablished

Link headers

Link headers failed at "Find useful Link headers".

50 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."
    }
  ]
}

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": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\"/><style id=\"inlined-app-tailwind-undefined\">*,::after,::before{box-sizing:border-box;border-width:0;border-style:solid;border-color:#e5e7eb}::after,::before{--tw-content:''}:host,html{line-height:1.5;-webkit-text-size-adjust:100%;-moz-tab-size:4;tab-size:4;font-family:ui-sans-serif,system-ui,sans-serif,\"Apple Color Emoji\",\"Segoe UI Emoji\",\"Segoe UI Symbol\",\"Noto Color Emoji\";font-feature-settings:normal;font-variation-settings:normal;-webkit-tap-highlight-color:transparent}body{margin:0;line-height:inherit}hr{height:0;color:inherit;border-top-width:1px}abbr:where([title]){text-decoration:underline dotted}h1,h2,h3,h4,h5,h6{font-size:inherit;font-weight:inherit}a{color:inherit;text-decoration:inherit}b,strong{font-weight:bolder}code,"
          },
          {
            "path": "/openapi.yaml",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\"/><style id=\"inlined-app-tailwind-undefined\">*,::after,::before{box-sizing:border-box;border-width:0;border-style:solid;border-color:#e5e7eb}::after,::before{--tw-content:''}:host,html{line-height:1.5;-webkit-text-size-adjust:100%;-moz-tab-size:4;tab-size:4;font-family:ui-sans-serif,system-ui,sans-serif,\"Apple Color Emoji\",\"Segoe UI Emoji\",\"Segoe UI Symbol\",\"Noto Color Emoji\";font-feature-settings:normal;font-variation-settings:normal;-webkit-tap-highlight-color:transparent}body{margin:0;line-height:inherit}hr{height:0;color:inherit;border-top-width:1px}abbr:where([title]){text-decoration:underline dotted}h1,h2,h3,h4,h5,h6{font-size:inherit;font-weight:inherit}a{color:inherit;text-decoration:inherit}b,strong{font-weight:bolder}code,"
          },
          {
            "path": "/swagger.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\"/><style id=\"inlined-app-tailwind-undefined\">*,::after,::before{box-sizing:border-box;border-width:0;border-style:solid;border-color:#e5e7eb}::after,::before{--tw-content:''}:host,html{line-height:1.5;-webkit-text-size-adjust:100%;-moz-tab-size:4;tab-size:4;font-family:ui-sans-serif,system-ui,sans-serif,\"Apple Color Emoji\",\"Segoe UI Emoji\",\"Segoe UI Symbol\",\"Noto Color Emoji\";font-feature-settings:normal;font-variation-settings:normal;-webkit-tap-highlight-color:transparent}body{margin:0;line-height:inherit}hr{height:0;color:inherit;border-top-width:1px}abbr:where([title]){text-decoration:underline dotted}h1,h2,h3,h4,h5,h6{font-size:inherit;font-weight:inherit}a{color:inherit;text-decoration:inherit}b,strong{font-weight:bolder}code,"
          },
          {
            "path": "/swagger.yaml",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\"/><style id=\"inlined-app-tailwind-undefined\">*,::after,::before{box-sizing:border-box;border-width:0;border-style:solid;border-color:#e5e7eb}::after,::before{--tw-content:''}:host,html{line-height:1.5;-webkit-text-size-adjust:100%;-moz-tab-size:4;tab-size:4;font-family:ui-sans-serif,system-ui,sans-serif,\"Apple Color Emoji\",\"Segoe UI Emoji\",\"Segoe UI Symbol\",\"Noto Color Emoji\";font-feature-settings:normal;font-variation-settings:normal;-webkit-tap-highlight-color:transparent}body{margin:0;line-height:inherit}hr{height:0;color:inherit;border-top-width:1px}abbr:where([title]){text-decoration:underline dotted}h1,h2,h3,h4,h5,h6{font-size:inherit;font-weight:inherit}a{color:inherit;text-decoration:inherit}b,strong{font-weight:bolder}code,"
          },
          {
            "path": "/api/openapi.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\"/><style id=\"inlined-app-tailwind-undefined\">*,::after,::before{box-sizing:border-box;border-width:0;border-style:solid;border-color:#e5e7eb}::after,::before{--tw-content:''}:host,html{line-height:1.5;-webkit-text-size-adjust:100%;-moz-tab-size:4;tab-size:4;font-family:ui-sans-serif,system-ui,sans-serif,\"Apple Color Emoji\",\"Segoe UI Emoji\",\"Segoe UI Symbol\",\"Noto Color Emoji\";font-feature-settings:normal;font-variation-settings:normal;-webkit-tap-highlight-color:transparent}body{margin:0;line-height:inherit}hr{height:0;color:inherit;border-top-width:1px}abbr:where([title]){text-decoration:underline dotted}h1,h2,h3,h4,h5,h6{font-size:inherit;font-weight:inherit}a{color:inherit;text-decoration:inherit}b,strong{font-weight:bolder}code,"
          },
          {
            "path": "/api/swagger.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\"/><style id=\"inlined-app-tailwind-undefined\">*,::after,::before{box-sizing:border-box;border-width:0;border-style:solid;border-color:#e5e7eb}::after,::before{--tw-content:''}:host,html{line-height:1.5;-webkit-text-size-adjust:100%;-moz-tab-size:4;tab-size:4;font-family:ui-sans-serif,system-ui,sans-serif,\"Apple Color Emoji\",\"Segoe UI Emoji\",\"Segoe UI Symbol\",\"Noto Color Emoji\";font-feature-settings:normal;font-variation-settings:normal;-webkit-tap-highlight-color:transparent}body{margin:0;line-height:inherit}hr{height:0;color:inherit;border-top-width:1px}abbr:where([title]){text-decoration:underline dotted}h1,h2,h3,h4,h5,h6{font-size:inherit;font-weight:inherit}a{color:inherit;text-decoration:inherit}b,strong{font-weight:bolder}code,"
          },
          {
            "path": "/docs/openapi.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\"/><style id=\"inlined-app-tailwind-undefined\">*,::after,::before{box-sizing:border-box;border-width:0;border-style:solid;border-color:#e5e7eb}::after,::before{--tw-content:''}:host,html{line-height:1.5;-webkit-text-size-adjust:100%;-moz-tab-size:4;tab-size:4;font-family:ui-sans-serif,system-ui,sans-serif,\"Apple Color Emoji\",\"Segoe UI Emoji\",\"Segoe UI Symbol\",\"Noto Color Emoji\";font-feature-settings:normal;font-variation-settings:normal;-webkit-tap-highlight-color:transparent}body{margin:0;line-height:inherit}hr{height:0;color:inherit;border-top-width:1px}abbr:where([title]){text-decoration:underline dotted}h1,h2,h3,h4,h5,h6{font-size:inherit;font-weight:inherit}a{color:inherit;text-decoration:inherit}b,strong{font-weight:bolder}code,"
          }
        ]
      },
      "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
      "howToFix": "Publish a valid OpenAPI 3.x or Swagger 2.0 JSON/YAML document with info, paths, operations, and responses."
    }
  ]
}

AI DiscoverabilityBot Access ControlEstablished

AI bot rules in robots.txt

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

33 Fail

Needs attention

AI bot rules in robots.txt

Failed check
01

Issue

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

02

Why it matters

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

Check name

AI bot rules in robots.txt

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Established

Goal

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

Result

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

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

AI DiscoverabilityBot Access ControlInformational

Content Signal

Content Signal is missing or incomplete.

33 Fail

Needs attention

Content Signal

Failed check
01

Issue

No Content Signal found in robots.txt

02

Why it matters

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

Check name

Content Signal

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

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

Result

Content Signal is missing or incomplete.

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

AI DiscoverabilityContent ReadinessEstablished

Markdown negotiation

Markdown negotiation failed at "Markdown content type".

33 Fail

Needs attention

Markdown negotiation

Failed check
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 "RSC, Next-Router-State-Tree, Next-Router-Prefetch, 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": "RSC, Next-Router-State-Tree, Next-Router-Prefetch, accept-encoding"
      },
      "issue": "Markdown negotiation is missing Vary: Accept; current Vary header is \"RSC, Next-Router-State-Tree, Next-Router-Prefetch, 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": 82104,
        "excerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\"/><style id=\"inlined-app-tailwind-index\">*,::after,::before{box-sizing:border-box;border-width:0;border-style:solid;border-color:#e5e7eb}::after,::before{--tw-content:''}:host,html{l",
        "issue": "Markdown response is missing a heading."
      },
      "issue": "Markdown response is missing a heading.",
      "howToFix": "Return Markdown with at least one heading and substantive page content, including useful links or instructions for agents."
    }
  ]
}

Agent Ease of UseMCPEmerging recommendation

MCP Server Card

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

33 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": 498693
          },
          {
            "path": "/.well-known/mcp/server-cards.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 498696
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 498657
          }
        ]
      },
      "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".

33 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": 498621
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 498657
          },
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 498693
          }
        ]
      },
      "issue": "mcp.json was not found at the expected path.",
      "howToFix": "Publish mcp.json or an MCP server card with serverInfo, protocolVersion, transport endpoint, and capabilities."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Semantic HTML

Semantic HTML is missing or incomplete.

33 Fail

Needs attention

Semantic HTML

Failed check
01

Issue

Semantic HTML is incomplete: missing <main> landmark; missing <footer> landmark; skipped heading levels; 2 buttons missing accessible names.

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": false,
  "nav": true,
  "footer": false,
  "meaningfulH1": true,
  "headingOrder": false,
  "accessibleLinks": true,
  "accessibleButtons": false,
  "imageAltCoverage": true,
  "formAutocompleteCoverage": true,
  "details": {
    "inaccessibleLinks": [],
    "inaccessibleButtons": [
      "<button class></button>",
      "<button class></button>"
    ],
    "missingAutocompleteInputs": [],
    "imagesMissingAlt": [],
    "skippedHeadingLevels": [
      "h1: Data to Decisions, Powered by Agents",
      "h2: Spotter for Industries",
      "h2: Traditional BI Can’t Keep Up",
      "h2: THE NEW STANDARD FOR BI in the Age of AI",
      "h2: Talk to Your Data in a Whole New Way",
      "h2: Smarter Dashboards, No Overhead",
      "h2: AI-Augmented Insights",
      "h2: Connected to Where Work Happens",
      "h2: Adaptive. Context-aware. AI-powered",
      "h2: Explainable. Trusted. Enterprise-grade AI",
      "h2: What’s New with ThoughtSpot",
      "h3: Accelerate Data Prep for Trusted AI Insights.",
      "h3: Automated Modeling. Accelerated Insight.",
      "h3: Data to Dashboards, Instantly.",
      "h3: Less Coding. More Shipping.",
      "h3: Autonomous Agent for Analytics",
      "h3: Transform AI Agents Into Go-To Analysts",
      "h2: ThoughtSpot Agentic Analytics Platform",
      "h2: ThoughtSpot Agentic Analytics Platform",
      "h3: Analyst Studio",
      "h3: Agents",
      "h3: Semantic Model",
      "h3: AI-Augmented Dashboards",
      "h3: Data Management",
      "h3: Intelligent Apps",
      "h3: Built to support your data stack, no matter where it lives",
      "h3: Built to support your data stack, no matter where it lives",
      "h2: Built for Every Team",
      "h3: Business Leaders",
      "h3: Data Leaders & Analysts",
      "h3: Product Teams & Developers",
      "h2: The Leader in Data Analytics",
      "h2: Proven At Scale",
      "h2: Ready to Try ThoughtSpot?",
      "h6: Product",
      "h6: Solutions",
      "h6: Industry",
      "h6: Resources",
      "h6: How we compare",
      "h6: Company"
    ]
  },
  "counts": {
    "h1": 1,
    "headings": 40,
    "links": 239,
    "inaccessibleLinks": 0,
    "buttons": 34,
    "inaccessibleButtons": 2,
    "images": 249,
    "imagesWithAlt": 249,
    "autocompleteInputs": 0,
    "inputsWithAutocomplete": 0,
    "missingAutocompleteInputs": 0
  }
}

AI DiscoverabilityBot Access ControlInformational

Web Bot Auth request signing

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

33 Fail

Needs attention

Web Bot Auth request signing

Failed check
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": 498732
          }
        ]
      },
      "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 UseMCPInformational

WebMCP manifest

WebMCP manifest failed at "Fetch to find resource".

33 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": 498666
          },
          {
            "path": "/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 498630
          },
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 498621
          }
        ]
      },
      "issue": "WebMCP manifest was not found at the expected path.",
      "howToFix": "Keep declarative WebMCP manifest discovery informational until the manifest shape stabilizes; validate tools if you publish one."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Content freshness signals

Content freshness signals is partially implemented.

25 Warning

Needs attention

Content freshness signals

Warning
01

Issue

Content freshness signals are incomplete: missing Last-Modified HTTP header; missing dateModified/datePublished in JSON-LD.

02

Why it matters

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

Check name

Content freshness signals

Score

25/100

Status

warning

Category

Content Readiness

Maturity

Established

Goal

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

Result

Content freshness signals is partially implemented.

Evidence
{
  "lastModified": null,
  "schemaDates": [],
  "metaDateCount": 1,
  "timeDateCount": 0
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

A2A Agent Card

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

20 Fail

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": 498678
          },
          {
            "path": "/.well-known/a2a/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 498690
          },
          {
            "path": "/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 498642
          }
        ]
      },
      "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": 498702
          },
          {
            "path": "/.well-known/skills/index.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 498684
          }
        ]
      },
      "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": 498663
          },
          {
            "path": "/agent.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 498627
          }
        ]
      },
      "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": 498666
          },
          {
            "path": "/agents.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 498630
          }
        ]
      },
      "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.thoughtspot.com",
        "probes": [
          {
            "name": "_index._agents.www.thoughtspot.com",
            "found": false,
            "recordCount": 1,
            "records": [],
            "hasAlpn": false,
            "hasEndpoint": false
          },
          {
            "name": "_a2a._agents.www.thoughtspot.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.thoughtspot.com",
            "dnssecTypes": [],
            "dnssecRecordCount": 0
          },
          {
            "name": "thoughtspot.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."
    }
  ]
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer evidence and trust

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

8 Fail

Needs attention

AEO: Answer evidence and trust

Failed check
01

Issue

Missing AIO trust signals: author, publisher, freshnessDate.

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

40/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": false,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "author",
    "publisher",
    "freshnessDate"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "https://www.linkedin.com/company/thoughtspot",
      "text": "",
      "html": "<a itemprop=\"sameAs\" href=\"https://www.linkedin.com/company/thoughtspot\" target=\"_blank\" title=\"Thoughtspot on LinkedIn\" rel=\"noreferer noopener nofollow\"> <picture><img src=\"https://media.thoughtspot.com/35707/1755734328-2025_icon_linkedin.svg\" alt=\"LinkedIn logo\" width=\"20\" height=\"19\" loading=\"lazy\"></picture> </a>"
    },
    {
      "href": "https://www.linkedin.com/company/thoughtspot",
      "text": "",
      "html": "<a itemprop=\"sameAs\" href=\"https://www.linkedin.com/company/thoughtspot\" target=\"_blank\" title=\"Thoughtspot on LinkedIn\" rel=\"noreferer noopener nofollow\"> <picture><img src=\"https://media.thoughtspot.com/35707/1755734328-2025_icon_linkedin.svg\" alt=\"LinkedIn logo\" width=\"21\" height=\"20\" loading=\"lazy\"></picture> </a>"
    },
    {
      "href": "https://www.linkedin.com/company/thoughtspot",
      "text": "",
      "html": "<a itemprop=\"sameAs\" href=\"https://www.linkedin.com/company/thoughtspot\" target=\"_blank\" title=\"Thoughtspot on LinkedIn\" rel=\"noreferer noopener nofollow\"> <picture><img src=\"https://media.thoughtspot.com/35707/1755734328-2025_icon_linkedin.svg\" alt=\"LinkedIn logo\" width=\"21\" height=\"20\" loading=\"lazy\"></picture> </a>"
    }
  ],
  "contactLinks": [
    {
      "href": "/contact-us",
      "text": "Contact Us",
      "html": "<a class=\"group relative flex items-center gap-3 rounded-lg px-3 py-[14px] transition min-w-0 hover:bg-white after:absolute after:left-3 after:right-3 after:bottom-0 after:h-[2px] after:bg-[#00D2FF] after:opacity-0 after:transition-opacity group-hover:after:opacity-100\" href=\"/contact-us\"><div class=\"flex shrink-0\"><img src=\"https://media.thoughtspot.com/35707/1771393283-contact-us.svg\" alt=\"Thoughtspot Spotter\" class=\"h-6 w-6 object-contain object-center\"></div><span class=\"whitespace-normal..."
    },
    {
      "href": "/support",
      "text": "Support Center",
      "html": "<a class=\"group relative flex items-center gap-3 rounded-lg px-3 py-[14px] transition min-w-0 hover:bg-white after:absolute after:left-3 after:right-3 after:bottom-0 after:h-[2px] after:bg-[#00D2FF] after:opacity-0 after:transition-opacity group-hover:after:opacity-100\" href=\"/support\"><div class=\"flex shrink-0\"><img src=\"https://media.thoughtspot.com/35707/1771393284-support-center.svg\" alt=\"Thoughtspot Spotter\" class=\"h-6 w-6 object-contain object-center\"></div><span class=\"whitespace-norma..."
    },
    {
      "href": "/contact-us",
      "text": "Contact Us",
      "html": "<a class=\"flex flex-col gap-1 px-6 py-4 transition hover:bg-white/50 min-w-0\" href=\"/contact-us\"><div class=\"flex items-center gap-3 min-w-0\"><div class=\"flex shrink-0\"><img src=\"https://media.thoughtspot.com/35707/1771393283-contact-us.svg\" alt=\"Thoughtspot Spotter\" class=\"h-6 w-6 object-contain object-center\"></div><span class=\"whitespace-normal break-words hyphens-auto text-[14px] font-medium leading-tight text-[#1C4466]\">Contact Us</span></div></a>"
    },
    {
      "href": "/support",
      "text": "Support Center",
      "html": "<a class=\"flex flex-col gap-1 px-6 py-4 transition hover:bg-white/50 min-w-0\" href=\"/support\"><div class=\"flex items-center gap-3 min-w-0\"><div class=\"flex shrink-0\"><img src=\"https://media.thoughtspot.com/35707/1771393284-support-center.svg\" alt=\"Thoughtspot Spotter\" class=\"h-6 w-6 object-contain object-center\"></div><span class=\"whitespace-normal break-words hyphens-auto text-[14px] font-medium leading-tight text-[#1C4466]\">Support Center</span></div></a>"
    },
    {
      "href": "https://chat.openai.com/?q=I%20want%20to%20understand%20how%20ThoughtSpot%20helps%20companies%20make%20faster%2C%20data-driven%20decisions%20using%20AI.%20Summarize%20ThoughtSpot%E2%80%99s%20platform%2C%20including%20Spotter%20and%20AI%20Agents%2C%20using%3A%20https%3A%2F%2Fwww.thoughtspot.com%2F%20and%20https%3A%2F%2Fwww.thoughtspot.com%2Fproduct%2Fagents",
      "text": "",
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      "html": "<a href=\"/support\">Support Center</a>"
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  ],
  "privacyLinks": [
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GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Source and trust signals

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

6 Fail

Needs attention

AIO: Source and trust signals

Failed check
01

Issue

Missing AIO trust signals: author, publisher, freshnessDate.

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

40/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
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    "author": false,
    "publisher": false,
    "freshnessDate": false,
    "aboutOrContact": true,
    "policyLinks": true
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  "missing": [
    "author",
    "publisher",
    "freshnessDate"
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  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [],
  "visibleDates": [],
  "aboutLinks": [
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      "href": "https://www.linkedin.com/company/thoughtspot",
      "text": "",
      "html": "<a itemprop=\"sameAs\" href=\"https://www.linkedin.com/company/thoughtspot\" target=\"_blank\" title=\"Thoughtspot on LinkedIn\" rel=\"noreferer noopener nofollow\"> <picture><img src=\"https://media.thoughtspot.com/35707/1755734328-2025_icon_linkedin.svg\" alt=\"LinkedIn logo\" width=\"20\" height=\"19\" loading=\"lazy\"></picture> </a>"
    },
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      "text": "",
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    },
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      "href": "https://www.linkedin.com/company/thoughtspot",
      "text": "",
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    {
      "href": "/support",
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GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer-first sections

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

6 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": 33,
  "passing": 4,
  "failing": [
    {
      "heading": "Spotter for Industries",
      "headingHtml": "<h2 class=\"h1-geist text-white mb-[30px]\">Spotter for Industries</h2>",
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      "paragraphHtml": "<p class=\"pb-[32px] lead-geist lg:!text-[28px] lg:!leading-[40px] text-[#B8B8B8] xl:max-w-[600px]\"> The most trusted agent for enterprise analytics, now tailored to your industry for trusted, actionable insights. </p>",
      "words": 16,
      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
    },
    {
      "heading": "Traditional BI Can’t Keep Up",
      "headingHtml": "<h2 class=\"jsx-77ac745bea4107b8 mb-[20px] text-start md:text-center bg-[linear-gradient(163deg,#FFF_39.59%,#80E9FF_84.18%,#00D2FF_128.76%)] bg-clip-text text-transparent geistmono-medium h2-geist\"><fragment> Traditional BI Can&#x2019;t <br class=\"block lg:hidden\"> Keep Up </fragment></h2>",
      "firstParagraph": "Static dashboards, request backlogs, stale data—this outdated model slows decisions and stalls innovation. In a real-time world, insights should flow live into workflows so every team can act with confidence, not lag behind.",
      "paragraphHtml": "<p class=\"jsx-77ac745bea4107b8 mb-[60px] text-start md:text-center text-[#B8B8B8] max-sm:!text-[16px] max-sm:!leading-[24px] body2-geist\"><fragment> Static dashboards, request backlogs, stale data&#x2014;this outdated model slows decisions and stalls innovation. <br class=\"hidden lg:block\"> In a real-time world, insights should flow live into workflows so every team can act with confidence, not lag behind. </fragment></p>",
      "words": 34,
      "direct": false,
      "issue": "First paragraph is 34 words and does not look like a concise direct answer."
    },
    {
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      "headingHtml": "<h2 class=\"jsx-77ac745bea4107b8 feattitle text-start md:text-center h2-geist mb-[30px] bg-[linear-gradient(to_right,_#FFFFFF_0%,_#FFFFFF_40%,_#00D2FF_65%,_#00D2FF_100%)] bg-clip-text text-transparent\"><fragment> THE NEW STANDARD FOR <br> BI in the Age of AI </fragment></h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Talk to Your Data in a Whole New Way",
      "headingHtml": "<h2 class=\"jsx-77ac745bea4107b8 text-[#00D2FF] h3-geist\"><fragment> Talk to Your Data <br class=\"hidden lg:block\"> in a Whole New Way </fragment></h2>",
      "firstParagraph": "Ask questions in natural language and get instant, governed answers on live data. Empower everyone—from sales to the C-suite—to move faster without bottlenecks or backlogs.",
      "paragraphHtml": "<p class=\"jsx-77ac745bea4107b8 xl:max-w-[420px] text-white mt-[20px] md:mt-[24px] max-sm:!text-[16px] max-sm:!leading-[24px] body2-geist\">Ask questions in natural language and get instant, governed answers on live data. Empower everyone&#x2014;from sales to the C-suite&#x2014;to move faster without bottlenecks or backlogs.</p>",
      "words": 27,
      "direct": false,
      "issue": "First paragraph is 27 words and does not look like a concise direct answer."
    },
    {
      "heading": "AI-Augmented Insights",
      "headingHtml": "<h2 class=\"jsx-77ac745bea4107b8 text-[#00D2FF] h3-geist\"><fragment> AI-Augmented <br class=\"hidden lg:block\"> Insights </fragment></h2>",
      "firstParagraph": "Don’t settle for static charts. Built-in AI automatically surfaces key trends, drivers, and alerts, guiding deeper analysis effortlessly. Go beyond “What Happened” to “Why” and “What If.”",
      "paragraphHtml": "<p class=\"jsx-77ac745bea4107b8 xl:max-w-[420px] text-white mt-[20px] md:mt-[24px] max-sm:!text-[16px] max-sm:!leading-[24px] body2-geist\">Don&#x2019;t settle for static charts. Built-in AI automatically surfaces key trends, drivers, and alerts, guiding deeper analysis effortlessly. Go beyond &#x201c;What Happened&#x201d; to &#x201c;Why&#x201d; and &#x201c;What If.&#x201d;</p>",
      "words": 28,
      "direct": false,
      "issue": "First paragraph is 28 words and does not look like a concise direct answer."
    },
    {
      "heading": "Connected to Where Work Happens",
      "headingHtml": "<h2 class=\"jsx-77ac745bea4107b8 text-[#00D2FF] h3-geist\"><fragment> Connected to Where <br class=\"hidden lg:block\"> Work Happens </fragment></h2>",
      "firstParagraph": "Deliver insights exactly where your users work—from Salesforce to ServiceNow to your own products. Low-code, developer-friendly, with flexible pricing that matches your business model.",
      "paragraphHtml": "<p class=\"jsx-77ac745bea4107b8 xl:max-w-[420px] text-white mt-[20px] md:mt-[24px] max-sm:!text-[16px] max-sm:!leading-[24px] body2-geist\">Deliver insights exactly where your users work&#x2014;from Salesforce to ServiceNow to your own products. Low-code, developer-friendly, with flexible pricing that matches your business model.</p>",
      "words": 25,
      "direct": false,
      "issue": "First paragraph is 25 words and does not look like a concise direct answer."
    },
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      "firstParagraph": "Connect data to business context with an AI-native, adaptive layer. Context-aware and agentic, it delivers natural language queries, governed accuracy, and seamless integration.",
      "paragraphHtml": "<p class=\"jsx-77ac745bea4107b8 xl:max-w-[420px] text-white mt-[20px] md:mt-[24px] max-sm:!text-[16px] max-sm:!leading-[24px] body2-geist\">Connect data to business context with an AI-native, adaptive layer. Context-aware and agentic, it delivers natural language queries, governed accuracy, and seamless integration.</p>",
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      "paragraphHtml": "<p class=\"jsx-77ac745bea4107b8 xl:max-w-[420px] text-white mt-[20px] md:mt-[24px] max-sm:!text-[16px] max-sm:!leading-[24px] body2-geist\">Connect data to business context with an AI-native, adaptive layer. Context-aware and agentic, it delivers natural language queries, governed accuracy, and seamless integration.</p>",
      "words": 23,
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      "issue": "First paragraph is 23 words and does not look like a concise direct answer."
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      "headingHtml": "<h2 class=\"jsx-6684fa0adfe9f851 v3_content-slider_badgestit__UAQP1 h2-geist pb-[24px] md:pb-[48px] md:text-center text-white\">What&#x2019;s New with ThoughtSpot</h2>",
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      "paragraphHtml": "<p class=\"jsx-6684fa0adfe9f851 overline-geist text-white pb-[4px]\">Introducing The Next-Generation Analyst Studio</p>",
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    {
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      "paragraphHtml": "<p class=\"jsx-6684fa0adfe9f851 pb-[32px] max-sm:!text-[16px] max-sm:!leading-[24px] body2-geist text-[#B8B8B8]\">Eliminate the data prep bottleneck. Prep and blend any data with SQL, Python, or spreadsheets in one unified workflow. With SpotCache, you can power high-volume AI agents and unlimited queries, while optimizing cloud spend and maintaining end-to-end governance.</p>",
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      "heading": "Automated Modeling. Accelerated Insight.",
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      "issue": "First paragraph is 42 words and does not look like a concise direct answer."
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    {
      "heading": "Less Coding. More Shipping.",
      "headingHtml": "<h3 class=\"jsx-6684fa0adfe9f851 h4-geist text-[#00D2FF] pb-[20px]\">Less Coding. More Shipping.</h3>",
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      "paragraphHtml": "<p class=\"jsx-6684fa0adfe9f851 pb-[32px] max-sm:!text-[16px] max-sm:!leading-[24px] body2-geist text-[#B8B8B8]\">SpotterCode brings AI-assisted coding directly into your IDE, letting you start with a simple prompt that describes the experience you want. It understands your intent and generates the right code patterns, components, and embed logic&#x2014;so you can move quickly from idea to intelligent feature without getting bogged down in repetitive setup work.</p>",
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      "issue": "No paragraph follows this heading."
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    {
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      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
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      "headingHtml": "<h3 class=\"h3-geist pb-[8px] text-[#00D2FF]\">Semantic Model</h3>",
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    {
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      "issue": "First paragraph is 9 words and does not look like a concise direct answer."
    },
    {
      "heading": "Data Management",
      "headingHtml": "<h3 class=\"h3-geist pb-[8px] text-[#00D2FF]\">Data Management</h3>",
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    {
      "heading": "Intelligent Apps",
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    {
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    {
      "heading": "Ready to Try ThoughtSpot?",
      "headingHtml": "<h2 class=\"h2-geist text-white text-center pb-[36px]\"> Ready to Try ThoughtSpot? </h2>",
      "firstParagraph": "Ask AI for a summary aboutThoughtSpot",
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}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Visible structured data match

AIO: Visible structured data match scored 50/100 and needs improvement.

5 Warning

Needs attention

AIO: Visible structured data match

Warning
01

Issue

2 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

50/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AIO: Visible structured data match scored 50/100 and needs improvement.

Evidence
{
  "schemaCount": 1,
  "checkedFields": [
    {
      "path": "$[0].name",
      "value": "ThoughtSpot, Inc."
    },
    {
      "path": "$[0].description",
      "value": "ThoughtSpot is the Agentic Analytics platform that turns insights into action with AI agents, automated insights, and embedded intelligence."
    },
    {
      "path": "$[0].founders[0].name",
      "value": "Ajeet Singh"
    },
    {
      "path": "$[0].founders[1].name",
      "value": "Amit Prakash"
    }
  ],
  "mismatches": [
    {
      "path": "$[0].founders[0].name",
      "value": "Ajeet Singh"
    },
    {
      "path": "$[0].founders[1].name",
      "value": "Amit Prakash"
    }
  ],
  "score": 50,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Answer block readiness

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

2 Warning

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": 4,
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      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
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      "words": 23,
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      "headingHtml": "<h2 class=\"jsx-77ac745bea4107b8 text-[#00D2FF] h3-geist\">Explainable. Trusted. Enterprise-grade AI</h2>",
      "firstParagraph": "Connect data to business context with an AI-native, adaptive layer. Context-aware and agentic, it delivers natural language queries, governed accuracy, and seamless integration.",
      "paragraphHtml": "<p class=\"jsx-77ac745bea4107b8 xl:max-w-[420px] text-white mt-[20px] md:mt-[24px] max-sm:!text-[16px] max-sm:!leading-[24px] body2-geist\">Connect data to business context with an AI-native, adaptive layer. Context-aware and agentic, it delivers natural language queries, governed accuracy, and seamless integration.</p>",
      "words": 23,
      "direct": false,
      "issue": "First paragraph is 23 words and does not look like a concise direct answer."
    },
    {
      "heading": "What’s New with ThoughtSpot",
      "headingHtml": "<h2 class=\"jsx-6684fa0adfe9f851 v3_content-slider_badgestit__UAQP1 h2-geist pb-[24px] md:pb-[48px] md:text-center text-white\">What&#x2019;s New with ThoughtSpot</h2>",
      "firstParagraph": "Introducing The Next-Generation Analyst Studio",
      "paragraphHtml": "<p class=\"jsx-6684fa0adfe9f851 overline-geist text-white pb-[4px]\">Introducing The Next-Generation Analyst Studio</p>",
      "words": 5,
      "direct": false,
      "issue": "First paragraph is 5 words and does not look like a concise direct answer."
    },
    {
      "heading": "Accelerate Data Prep for Trusted AI Insights.",
      "headingHtml": "<h3 class=\"jsx-6684fa0adfe9f851 h4-geist text-[#00D2FF] pb-[20px]\">Accelerate Data Prep for Trusted AI Insights.</h3>",
      "firstParagraph": "Eliminate the data prep bottleneck. Prep and blend any data with SQL, Python, or spreadsheets in one unified workflow. With SpotCache, you can power high-volume AI agents and unlimited queries, while optimizing cloud spend and maintaining end-to-end governance.",
      "paragraphHtml": "<p class=\"jsx-6684fa0adfe9f851 pb-[32px] max-sm:!text-[16px] max-sm:!leading-[24px] body2-geist text-[#B8B8B8]\">Eliminate the data prep bottleneck. Prep and blend any data with SQL, Python, or spreadsheets in one unified workflow. With SpotCache, you can power high-volume AI agents and unlimited queries, while optimizing cloud spend and maintaining end-to-end governance.</p>",
      "words": 38,
      "direct": false,
      "issue": "First paragraph is 38 words and does not look like a concise direct answer."
    },
    {
      "heading": "Automated Modeling. Accelerated Insight.",
      "headingHtml": "<h3 class=\"jsx-6684fa0adfe9f851 h4-geist text-[#00D2FF] pb-[20px]\">Automated Modeling. Accelerated Insight.</h3>",
      "firstParagraph": "SpotterModel turns raw data into governed semantic models in minutes. Guided by your business logic, it maps relationships, dimensions, and measures with human-in-the-loop validation—keeping definitions consistent across workflows and automating maintenance. Your team reviews and approves while SpotterModel does the...",
      "paragraphHtml": "<p class=\"jsx-6684fa0adfe9f851 pb-[32px] max-sm:!text-[16px] max-sm:!leading-[24px] body2-geist text-[#B8B8B8]\">SpotterModel turns raw data into governed semantic models in minutes. Guided by your business logic, it maps relationships, dimensions, and measures with human-in-the-loop validation&#x2014;keeping definitions consistent across workflows and automating maintenance. Your team reviews and approves while SpotterModel does the rest.</p>",
      "words": 42,
      "direct": false,
      "issue": "First paragraph is 42 words and does not look like a concise direct answer."
    },
    {
      "heading": "Less Coding. More Shipping.",
      "headingHtml": "<h3 class=\"jsx-6684fa0adfe9f851 h4-geist text-[#00D2FF] pb-[20px]\">Less Coding. More Shipping.</h3>",
      "firstParagraph": "SpotterCode brings AI-assisted coding directly into your IDE, letting you start with a simple prompt that describes the experience you want. It understands your intent and generates the right code patterns, components, and embed logic—so you can move quickly from idea to intelligent feature without getting bogged do...",
      "paragraphHtml": "<p class=\"jsx-6684fa0adfe9f851 pb-[32px] max-sm:!text-[16px] max-sm:!leading-[24px] body2-geist text-[#B8B8B8]\">SpotterCode brings AI-assisted coding directly into your IDE, letting you start with a simple prompt that describes the experience you want. It understands your intent and generates the right code patterns, components, and embed logic&#x2014;so you can move quickly from idea to intelligent feature without getting bogged down in repetitive setup work.</p>",
      "words": 53,
      "direct": false,
      "issue": "First paragraph is 53 words and does not look like a concise direct answer."
    },
    {
      "heading": "Transform AI Agents Into Go-To Analysts",
      "headingHtml": "<h3 class=\"jsx-6684fa0adfe9f851 h4-geist text-[#00D2FF] pb-[20px]\">Transform AI Agents Into Go-To Analysts</h3>",
      "firstParagraph": "Deliver instant insights inside the agents, apps, and platforms where your teams already work. Go from question to multi-step analyses to shareable AI-augmented dashboards, in minutes.",
      "paragraphHtml": "<p class=\"jsx-6684fa0adfe9f851 pb-[32px] max-sm:!text-[16px] max-sm:!leading-[24px] body2-geist text-[#B8B8B8]\">Deliver instant insights inside the agents, apps, and platforms where your teams already work. Go from question to multi-step analyses to shareable AI-augmented dashboards, in minutes.</p>",
      "words": 26,
      "direct": false,
      "issue": "First paragraph is 26 words and does not look like a concise direct answer."
    },
    {
      "heading": "ThoughtSpot Agentic Analytics Platform",
      "headingHtml": "<h2 class=\"h2-geist text-white text-center pb-[8px]\"><fragment> ThoughtSpot Agentic <br class=\"hidden lg:block\"> Analytics Platform </fragment></h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "ThoughtSpot Agentic Analytics Platform",
      "headingHtml": "<h2 class=\"h2-geist text-white text-start md:text-center pb-[20px]\"><fragment> ThoughtSpot Agentic <br class=\"hidden lg:block\"> Analytics Platform </fragment></h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Analyst Studio",
      "headingHtml": "<h3 class=\"h3-geist pb-[8px] text-[#00D2FF]\">Analyst Studio</h3>",
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      "paragraphHtml": "<p class=\"body1-geist pb-[16px] text-white\">Data Prep for AI with SQL &amp; Spreadsheets, Data Mashups, Adavanced Analytics</p>",
      "words": 11,
      "direct": false,
      "issue": "First paragraph is 11 words and does not look like a concise direct answer."
    },
    {
      "heading": "Agents",
      "headingHtml": "<h3 class=\"h3-geist pb-[8px] text-[#00D2FF]\">Agents</h3>",
      "firstParagraph": "Spotter - Analyst Agent for Self-service Insights, Unifed Team of Agents Across Analytics Workflow",
      "paragraphHtml": "<p class=\"body1-geist pb-[16px] text-white\">Spotter - Analyst Agent for Self-service Insights, Unifed Team of Agents Across Analytics Workflow</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "Semantic Model",
      "headingHtml": "<h3 class=\"h3-geist pb-[8px] text-[#00D2FF]\">Semantic Model</h3>",
      "firstParagraph": "Trusted & Secure Metrics Layer, Agent-ready Metadata, Data Security",
      "paragraphHtml": "<p class=\"body1-geist pb-[16px] text-white\">Trusted &amp; Secure Metrics Layer, Agent-ready Metadata, Data Security</p>",
      "words": 8,
      "direct": false,
      "issue": "First paragraph is 8 words and does not look like a concise direct answer."
    },
    {
      "heading": "AI-Augmented Dashboards",
      "headingHtml": "<h3 class=\"h3-geist pb-[8px] text-[#00D2FF]\">AI-Augmented Dashboards</h3>",
      "firstParagraph": "AI-First, Mobile Ready, Automated Insights, Connected Where You Work",
      "paragraphHtml": "<p class=\"body1-geist pb-[16px] text-white\">AI-First, Mobile Ready, Automated Insights, Connected Where You Work</p>",
      "words": 9,
      "direct": false,
      "issue": "First paragraph is 9 words and does not look like a concise direct answer."
    },
    {
      "heading": "Data Management",
      "headingHtml": "<h3 class=\"h3-geist pb-[8px] text-[#00D2FF]\">Data Management</h3>",
      "firstParagraph": "Real time, Zero Copy on In-Memory, Unified Metadata and Compliance",
      "paragraphHtml": "<p class=\"body1-geist pb-[16px] text-white\">Real time, Zero Copy on In-Memory, Unified Metadata and Compliance</p>",
      "words": 10,
      "direct": false,
      "issue": "First paragraph is 10 words and does not look like a concise direct answer."
    },
    {
      "heading": "Intelligent Apps",
      "headingHtml": "<h3 class=\"h3-geist pb-[8px] text-[#00D2FF]\">Intelligent Apps</h3>",
      "firstParagraph": "Embedded Analytics for Your Customers, Insights to Actions, APIs and SDKs, Workflow Automation",
      "paragraphHtml": "<p class=\"body1-geist pb-[16px] text-white\">Embedded Analytics for Your Customers, Insights to Actions, APIs and SDKs, Workflow Automation</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "Built to support your data stack, no matter where it lives",
      "headingHtml": "<h3 class=\"capitalize text-[40px] text-white geistmono-medium text-center\">Built to support your data stack, no matter where it lives</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Built to support your data stack, no matter where it lives",
      "headingHtml": "<h3 class=\"v3_grid_images_gridtext__wh2cT capitalize text-[24px] text-white geistmono-medium pb-[20px]\">Built to support your data stack, no matter where it lives</h3>",
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      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Built for Every Team",
      "headingHtml": "<h2 class=\"h2-geist pb-[20px] md:pb-[28px] text-start md:text-center text-white\">Built for Every Team</h2>",
      "firstParagraph": "Empower every role to make smarter, faster decisions with live, AI-powered answers built for how you work.",
      "paragraphHtml": "<p class=\"max-sm:!text-[16px] max-sm:!leading-[24px] body2-geist pb-[20px] md:pb-[60px] text-start md:text-center text-[#B8B8B8]\"><fragment> Empower every role to make smarter, faster decisions with live, <br class=\"hidden lg:block\"> AI-powered answers built for how you work. </fragment></p>",
      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "Business Leaders",
      "headingHtml": "<h3 class=\"v3_three-col-personas_personatitle__x5CqG geistmono-regular pb-[16px] xl:pb-[16px] xl:text-[18px] xl:leading-[38px] xl:text-[18px] text-[16px] leading-[38px] font-normal text-white\">Business Leaders</h3>",
      "firstParagraph": "Make faster, data-informed decisions. Improve revenue, control costs, and respond to business dynamics in real time, across web, mobile, or embedded in your existing tools.",
      "paragraphHtml": "<p class=\"v3_three-col-personas_personadesc__DokVG pb-[20px] md:pb-[26px] lg:pb-40px] caption-geist text-white\">Make faster, data-informed decisions. Improve revenue, control costs, and respond to business dynamics in real time, across web, mobile, or embedded in your existing tools.</p>",
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      "direct": false,
      "issue": "First paragraph is 25 words and does not look like a concise direct answer."
    },
    {
      "heading": "Data Leaders & Analysts",
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      "firstParagraph": "Reduce dashboard sprawl with governed self-service at scale. Spend less time building and maintaining dashboards and more time modeling data, defining metrics, and driving strategy.",
      "paragraphHtml": "<p class=\"v3_three-col-personas_personadesc__DokVG pb-[20px] md:pb-[26px] lg:pb-40px] caption-geist text-white\">Reduce dashboard sprawl with governed self-service at scale. Spend less time building and maintaining dashboards and more time modeling data, defining metrics, and driving strategy.</p>",
      "words": 25,
      "direct": false,
      "issue": "First paragraph is 25 words and does not look like a concise direct answer."
    },
    {
      "heading": "Product Teams & Developers",
      "headingHtml": "<h3 class=\"v3_three-col-personas_personatitle__x5CqG geistmono-regular pb-[16px] xl:pb-[16px] xl:text-[18px] xl:leading-[38px] xl:text-[18px] text-[16px] leading-[38px] font-normal text-white\">Product Teams &amp; Developers</h3>",
      "firstParagraph": "Embed tailored analytics into your apps and workflows, fast. Delight users with interactive, AI-driven experiences while accelerating time-to-market with flexible, low-code tools.",
      "paragraphHtml": "<p class=\"v3_three-col-personas_personadesc__DokVG pb-[20px] md:pb-[26px] lg:pb-40px] caption-geist text-white\">Embed tailored analytics into your apps and workflows, fast. Delight users with interactive, AI-driven experiences while accelerating time-to-market with flexible, low-code tools.</p>",
      "words": 22,
      "direct": false,
      "issue": "First paragraph is 22 words and does not look like a concise direct answer."
    },
    {
      "heading": "The Leader in Data Analytics",
      "headingHtml": "<h2 class=\"h2-geist pb-[20px] md:pb-[40px] badgestit text-start md:text-center text-white\">The Leader in Data Analytics</h2>",
      "firstParagraph": "2025 Leader",
      "paragraphHtml": "<p class=\"body2-geist mt-4 text-white flex items-center justify-center\">2025 Leader</p>",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
    },
    {
      "heading": "Ready to Try ThoughtSpot?",
      "headingHtml": "<h2 class=\"h2-geist text-white text-center pb-[36px]\"> Ready to Try ThoughtSpot? </h2>",
      "firstParagraph": "Ask AI for a summary aboutThoughtSpot",
      "paragraphHtml": "<p class=\"my-4\">Ask AI for a summary about<br>ThoughtSpot</p>",
      "words": 6,
      "direct": false,
      "issue": "First paragraph is 6 words and does not look like a concise direct answer."
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  ],
  "score": 65,
  "weight": 8
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer intent coverage

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

1 Warning

Needs attention

AEO: Answer intent coverage

Warning
01

Issue

Missing likely AI Overview intent sections: how, 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
{
  "headings": [
    {
      "text": "Spotter for Industries",
      "html": "<h2 class=\"h1-geist text-white mb-[30px]\">Spotter for Industries</h2>"
    },
    {
      "text": "Traditional BI Can’t Keep Up",
      "html": "<h2 class=\"jsx-77ac745bea4107b8 mb-[20px] text-start md:text-center bg-[linear-gradient(163deg,#FFF_39.59%,#80E9FF_84.18%,#00D2FF_128.76%)] bg-clip-text text-transparent geistmono-medium h2-geist\"><fragment> Traditional BI Can&#x2019;t <br class=\"block lg:hidden\"> Keep Up </fragment></h2>"
    },
    {
      "text": "THE NEW STANDARD FOR BI in the Age of AI",
      "html": "<h2 class=\"jsx-77ac745bea4107b8 feattitle text-start md:text-center h2-geist mb-[30px] bg-[linear-gradient(to_right,_#FFFFFF_0%,_#FFFFFF_40%,_#00D2FF_65%,_#00D2FF_100%)] bg-clip-text text-transparent\"><fragment> THE NEW STANDARD FOR <br> BI in the Age of AI </fragment></h2>"
    },
    {
      "text": "Talk to Your Data in a Whole New Way",
      "html": "<h2 class=\"jsx-77ac745bea4107b8 text-[#00D2FF] h3-geist\"><fragment> Talk to Your Data <br class=\"hidden lg:block\"> in a Whole New Way </fragment></h2>"
    },
    {
      "text": "Smarter Dashboards, No Overhead",
      "html": "<h2 class=\"jsx-77ac745bea4107b8 text-[#00D2FF] h3-geist\"><fragment> Smarter Dashboards, <br class=\"hidden lg:block\"> No Overhead </fragment></h2>"
    },
    {
      "text": "AI-Augmented Insights",
      "html": "<h2 class=\"jsx-77ac745bea4107b8 text-[#00D2FF] h3-geist\"><fragment> AI-Augmented <br class=\"hidden lg:block\"> Insights </fragment></h2>"
    },
    {
      "text": "Connected to Where Work Happens",
      "html": "<h2 class=\"jsx-77ac745bea4107b8 text-[#00D2FF] h3-geist\"><fragment> Connected to Where <br class=\"hidden lg:block\"> Work Happens </fragment></h2>"
    },
    {
      "text": "Adaptive. Context-aware. AI-powered",
      "html": "<h2 class=\"jsx-77ac745bea4107b8 text-[#00D2FF] h3-geist\"><fragment> Adaptive. Context-aware. <br class=\"hidden lg:block\"> AI-powered </fragment></h2>"
    },
    {
      "text": "Explainable. Trusted. Enterprise-grade AI",
      "html": "<h2 class=\"jsx-77ac745bea4107b8 text-[#00D2FF] h3-geist\">Explainable. Trusted. Enterprise-grade AI</h2>"
    },
    {
      "text": "What’s New with ThoughtSpot",
      "html": "<h2 class=\"jsx-6684fa0adfe9f851 v3_content-slider_badgestit__UAQP1 h2-geist pb-[24px] md:pb-[48px] md:text-center text-white\">What&#x2019;s New with ThoughtSpot</h2>"
    },
    {
      "text": "ThoughtSpot Agentic Analytics Platform",
      "html": "<h2 class=\"h2-geist text-white text-center pb-[8px]\"><fragment> ThoughtSpot Agentic <br class=\"hidden lg:block\"> Analytics Platform </fragment></h2>"
    },
    {
      "text": "ThoughtSpot Agentic Analytics Platform",
      "html": "<h2 class=\"h2-geist text-white text-start md:text-center pb-[20px]\"><fragment> ThoughtSpot Agentic <br class=\"hidden lg:block\"> Analytics Platform </fragment></h2>"
    },
    {
      "text": "Built for Every Team",
      "html": "<h2 class=\"h2-geist pb-[20px] md:pb-[28px] text-start md:text-center text-white\">Built for Every Team</h2>"
    },
    {
      "text": "The Leader in Data Analytics",
      "html": "<h2 class=\"h2-geist pb-[20px] md:pb-[40px] badgestit text-start md:text-center text-white\">The Leader in Data Analytics</h2>"
    },
    {
      "text": "Proven At Scale",
      "html": "<h2 class=\"h2-geist pb-[60px] md:pb-[40px] text-start md:text-center text-white\">Proven At Scale</h2>"
    },
    {
      "text": "Ready to Try ThoughtSpot?",
      "html": "<h2 class=\"h2-geist text-white text-center pb-[36px]\"> Ready to Try ThoughtSpot? </h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is ThoughtSpot Agentic Analytics Platform?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does ThoughtSpot Agentic Analytics Platform work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use ThoughtSpot Agentic Analytics Platform?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is ThoughtSpot Agentic Analytics Platform free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does ThoughtSpot Agentic Analytics Platform compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "how",
      "label": "How does ThoughtSpot Agentic Analytics Platform work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use ThoughtSpot Agentic Analytics Platform?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is ThoughtSpot Agentic Analytics Platform free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does ThoughtSpot Agentic Analytics Platform compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 8
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Page experience for AIO

AIO: Page experience for AIO scored 80/100 and needs improvement.

1 Warning

Needs attention

AIO: Page experience for AIO

Warning
01

Issue

215 image(s) are missing width/height attributes.

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

80/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AIO: Page experience for AIO scored 80/100 and needs improvement.

Evidence
{
  "viewportContent": "width=device-width, initial-scale=1.0",
  "visibleWords": 1669,
  "htmlBytes": 1113274,
  "imagesMissingDimensions": [
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      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"https://media.thoughtspot.com/35707/1772086906-spotteragent.svg\" alt=\"Thoughtspot Spotter\" class=\"h-6 w-6 object-contain object-center\">"
    },
    {
      "src": "https://media.thoughtspot.com/35707/1772086918-spottermodel.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"https://media.thoughtspot.com/35707/1772086918-spottermodel.svg\" alt=\"Thoughtspot Spotter\" class=\"h-6 w-6 object-contain object-center\">"
    },
    {
      "src": "https://media.thoughtspot.com/35707/1772086945-spotterviz.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"https://media.thoughtspot.com/35707/1772086945-spotterviz.svg\" alt=\"Thoughtspot Spotter\" class=\"h-6 w-6 object-contain object-center\">"
    },
    {
      "src": "https://media.thoughtspot.com/35707/1772086971-spottercode.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"https://media.thoughtspot.com/35707/1772086971-spottercode.svg\" alt=\"Thoughtspot Spotter\" class=\"h-6 w-6 object-contain object-center\">"
    },
    {
      "src": "https://media.thoughtspot.com/35707/1771849771-ai1.png?auto=format,compress&w=11",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img style=\"opacity:0;transition:opacity .5s\" class=\"transition-transform duration-500 max-w-[106px]\" src=\"https://media.thoughtspot.com/35707/1771849771-ai1.png?auto=format,compress&amp;w=11\" srcset alt=\"AI-Assisted Coding with SpotterCode\" width height loading=\"lazy\" sizes>"
    },
    {
      "src": "https://media.thoughtspot.com/35707/1771851103-ai2.png?auto=format,compress&w=11",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img style=\"opacity:0;transition:opacity .5s\" class=\"transition-transform duration-500 max-w-[106px]\" src=\"https://media.thoughtspot.com/35707/1771851103-ai2.png?auto=format,compress&amp;w=11\" srcset alt=\"Automated Semantic Modeling with ThoughtSpot\" width height loading=\"lazy\" sizes>"
    },
    {
      "src": "https://media.thoughtspot.com/35707/1771851062-ai3.png?auto=format,compress&w=11",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img style=\"opacity:0;transition:opacity .5s\" class=\"transition-transform duration-500 max-w-[106px]\" src=\"https://media.thoughtspot.com/35707/1771851062-ai3.png?auto=format,compress&amp;w=11\" srcset alt=\"Data to Dashboards Instantly with SpotterViz\" width height loading=\"lazy\" sizes>"
    },
    {
      "src": "https://media.thoughtspot.com/35707/1774287323-gartner-market-guide-2026_a1_r1_1200x628.svg",
      "width": "",
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      "src": "https://media.thoughtspot.com/35707/1770849803-2-spotterviz_lbbuilt_hero-slide-1.png?auto=format,compress&w=11",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img style=\"opacity:0;transition:opacity .5s\" class=\"object-contain object-bottom\" src=\"https://media.thoughtspot.com/35707/1770849803-2-spotterviz_lbbuilt_hero-slide-1.png?auto=format,compress&amp;w=11\" srcset alt=\"Data to Dashboards, Instantly.\" width height loading=\"lazy\" sizes>"
    },
    {
      "src": "https://media.thoughtspot.com/35707/1765243259-spottercode_hero-min.png?auto=format,compress&fit=max&w=11",
      "width": "1648",
      "height": "",
      "loading": "lazy",
      "html": "<img class=\"object-contain object-bottom\" src=\"https://media.thoughtspot.com/35707/1765243259-spottercode_hero-min.png?auto=format,compress&amp;fit=max&amp;w=11\" srcset=\"https://media.thoughtspot.com/35707/1765243259-spottercode_hero-min.png?auto=format,compress&amp;fit=max&amp;w=1648&amp;fit=max 1648w, https://media.thoughtspot.com/35707/1765243259-spottercode_hero-min.png?auto=format,compress&amp;fit=max&amp;w=3296&amp;fit=max 3296w, https://media.thoughtspot.com/35707/1765243259-spottercod..."
    },
    {
      "src": "https://media.thoughtspot.com/35707/1770849589-spotter3_hero_r1.png?auto=format,compress&fit=max&w=11",
      "width": "1648",
      "height": "",
      "loading": "lazy",
      "html": "<img class=\"object-contain object-bottom\" src=\"https://media.thoughtspot.com/35707/1770849589-spotter3_hero_r1.png?auto=format,compress&amp;fit=max&amp;w=11\" srcset=\"https://media.thoughtspot.com/35707/1770849589-spotter3_hero_r1.png?auto=format,compress&amp;fit=max&amp;w=1648&amp;fit=max 1648w, https://media.thoughtspot.com/35707/1770849589-spotter3_hero_r1.png?auto=format,compress&amp;fit=max&amp;w=3296&amp;fit=max 3296w, https://media.thoughtspot.com/35707/1770849589-spotter3_hero_r1.png?a..."
    },
    {
      "src": "https://media.thoughtspot.com/35707/1756167990-mcp-v5.png?auto=format,compress&w=11",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img style=\"opacity:0;transition:opacity .5s\" class=\"object-contain object-bottom\" src=\"https://media.thoughtspot.com/35707/1756167990-mcp-v5.png?auto=format,compress&amp;w=11\" srcset alt=\"Transform AI Agents Into Go-To Analysts\" width height loading=\"lazy\" sizes>"
    },
    {
      "src": "https://media.thoughtspot.com/35707/1755408921-white-wave.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://media.thoughtspot.com/35707/1755408921-white-wave.svg\" alt=\"white-wave\" width height loading=\"lazy\">"
    },
    {
      "src": "https://media.thoughtspot.com/35707/1755853987-frame-2018782297.png?auto=format,compress&w=11",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img style=\"opacity:0;transition:opacity .5s\" class=\"block object-cover object-top select-none pointer-events-none transition duration-200 !opacity-100 w-full brightness-100\" src=\"https://media.thoughtspot.com/35707/1755853987-frame-2018782297.png?auto=format,compress&amp;w=11\" srcset=\"https://media.thoughtspot.com/35707/1755853987-frame-2018782297.png?auto=format,compress&amp;w=688&amp;fit=max 688w, https://media.thoughtspot.com/35707/1755853987-frame-2018782297.png?auto=format,compress&amp;..."
    },
    {
      "src": "https://media.thoughtspot.com/35707/1755854077-tspartner9.png?auto=format,compress&w=11",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img style=\"opacity:0;transition:opacity .5s\" class=\"block object-cover object-top select-none pointer-events-none transition duration-200 !opacity-100 w-full brightness-100\" src=\"https://media.thoughtspot.com/35707/1755854077-tspartner9.png?auto=format,compress&amp;w=11\" srcset=\"https://media.thoughtspot.com/35707/1755854077-tspartner9.png?auto=format,compress&amp;w=688&amp;fit=max 688w, https://media.thoughtspot.com/35707/1755854077-tspartner9.png?auto=format,compress&amp;w=1376&amp;fit=max..."
    },
    {
      "src": "https://media.thoughtspot.com/35707/1755854078-tspartner10.png?auto=format,compress&w=11",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img style=\"opacity:0;transition:opacity .5s\" class=\"block object-cover object-top select-none pointer-events-none transition duration-200 !opacity-100 w-full brightness-100\" src=\"https://media.thoughtspot.com/35707/1755854078-tspartner10.png?auto=format,compress&amp;w=11\" srcset=\"https://media.thoughtspot.com/35707/1755854078-tspartner10.png?auto=format,compress&amp;w=688&amp;fit=max 688w, https://media.thoughtspot.com/35707/1755854078-tspartner10.png?auto=format,compress&amp;w=1376&amp;fit=..."
    },
    {
      "src": "https://media.thoughtspot.com/35707/1755905452-tspartnersbottomfade.png?auto=format,compress&w=11",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img style=\"opacity:0;transition:opacity .5s\" class=\"h-full w-full relative z-[2]\" src=\"https://media.thoughtspot.com/35707/1755905452-tspartnersbottomfade.png?auto=format,compress&amp;w=11\" srcset=\"https://media.thoughtspot.com/35707/1755905452-tspartnersbottomfade.png?auto=format,compress&amp;w=778&amp;fit=max 778w, https://media.thoughtspot.com/35707/1755905452-tspartnersbottomfade.png?auto=format,compress&amp;w=1556&amp;fit=max 1556w, https://media.thoughtspot.com/35707/1755905452-tspartn..."
    },
    {
      "src": "https://media.thoughtspot.com/35707/1755756102-gart-reportnew.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://media.thoughtspot.com/35707/1755756102-gart-reportnew.svg\" alt=\"2025 Leader\" width height loading=\"lazy\">"
    },
    {
      "src": "https://media.thoughtspot.com/35707/1755756105-gart-insights.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://media.thoughtspot.com/35707/1755756105-gart-insights.svg\" alt=\"4.5\" width height loading=\"lazy\">"
    },
    {
      "src": "https://media.thoughtspot.com/35707/1755793851-g2.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://media.thoughtspot.com/35707/1755793851-g2.svg\" alt=\"4.4\" width height loading=\"lazy\">"
    },
    {
      "src": "https://media.thoughtspot.com/35707/1755668474-ts-badge4.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://media.thoughtspot.com/35707/1755668474-ts-badge4.svg\" alt=\"4.4\" width height loading=\"lazy\">"
    },
    {
      "src": "https://media.thoughtspot.com/35707/1755614832-default-1.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://media.thoughtspot.com/35707/1755614832-default-1.svg\" class=\"max-sm:h-[32px] max-h-[40px] w-auto object-contain transition-opacity duration-200 opacity-0\" alt=\"CWT logo\" width height loading=\"lazy\">"
    },
    {
      "src": "https://media.thoughtspot.com/35707/1755614803-default.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://media.thoughtspot.com/35707/1755614803-default.svg\" class=\"absolute top-1/2 left-1/2 -translate-x-1/2 -translate-y-1/2 max-sm:h-[32px] max-h-[40px] w-auto object-contain pointer-events-none transition-opacity duration-200 opacity-100\" alt width height loading=\"lazy\">"
    },
    {
      "src": "https://media.thoughtspot.com/35707/1755614894-bramblestate3.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://media.thoughtspot.com/35707/1755614894-bramblestate3.svg\" class=\"max-sm:h-[32px] max-h-[40px] w-auto object-contain transition-opacity duration-200 opacity-100 group-hover:opacity-0\" alt=\"Brambles logo\" width height loading=\"lazy\">"
    },
    {
      "src": "https://media.thoughtspot.com/35707/1755614894-bramble-default.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://media.thoughtspot.com/35707/1755614894-bramble-default.svg\" class=\"absolute top-1/2 left-1/2 -translate-x-1/2 -translate-y-1/2 max-sm:h-[32px] max-h-[40px] w-auto object-contain pointer-events-none transition-opacity duration-200 opacity-0 group-hover:opacity-100\" alt width height loading=\"lazy\">"
    },
    {
      "src": "https://media.thoughtspot.com/35707/1755614933-m-dstate3.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://media.thoughtspot.com/35707/1755614933-m-dstate3.svg\" class=\"max-sm:h-[32px] max-h-[40px] w-auto object-contain transition-opacity duration-200 opacity-100 group-hover:opacity-0\" alt=\"MDaudit logo\" width height loading=\"lazy\">"
    },
    {
      "src": "https://media.thoughtspot.com/35707/1755614933-mddefault.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://media.thoughtspot.com/35707/1755614933-mddefault.svg\" class=\"absolute top-1/2 left-1/2 -translate-x-1/2 -translate-y-1/2 max-sm:h-[32px] max-h-[40px] w-auto object-contain pointer-events-none transition-opacity duration-200 opacity-0 group-hover:opacity-100\" alt width height loading=\"lazy\">"
    },
    {
      "src": "https://media.thoughtspot.com/35707/1755614992-lyftinactive.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://media.thoughtspot.com/35707/1755614992-lyftinactive.svg\" class=\"max-sm:h-[32px] max-h-[40px] w-auto object-contain transition-opacity duration-200 opacity-100 group-hover:opacity-0\" alt=\"LYFT logo\" width height loading=\"lazy\">"
    },
    {
      "src": "https://media.thoughtspot.com/35707/1755614992-lyftdefault.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://media.thoughtspot.com/35707/1755614992-lyftdefault.svg\" class=\"absolute top-1/2 left-1/2 -translate-x-1/2 -translate-y-1/2 max-sm:h-[32px] max-h-[40px] w-auto object-contain pointer-events-none transition-opacity duration-200 opacity-0 group-hover:opacity-100\" alt width height loading=\"lazy\">"
    },
    {
      "src": "https://media.thoughtspot.com/35707/1755615039-sepstate3.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://media.thoughtspot.com/35707/1755615039-sepstate3.svg\" class=\"max-sm:h-[32px] max-h-[40px] w-auto object-contain transition-opacity duration-200 opacity-100 group-hover:opacity-0\" alt=\"Sephora logo\" width height loading=\"lazy\">"
    },
    {
      "src": "https://media.thoughtspot.com/35707/1755615039-sepdefault.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://media.thoughtspot.com/35707/1755615039-sepdefault.svg\" class=\"absolute top-1/2 left-1/2 -translate-x-1/2 -translate-y-1/2 max-sm:h-[32px] max-h-[40px] w-auto object-contain pointer-events-none transition-opacity duration-200 opacity-0 group-hover:opacity-100\" alt width height loading=\"lazy\">"
    }
  ],
  "possibleDialogs": [],
  "score": 80,
  "weight": 10
}

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": 498639
          },
          {
            "path": "/api/context",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 498630
          },
          {
            "path": "/context",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 498618
          }
        ]
      },
      "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: how, 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": "Spotter for Industries",
      "html": "<h2 class=\"h1-geist text-white mb-[30px]\">Spotter for Industries</h2>"
    },
    {
      "text": "Traditional BI Can’t Keep Up",
      "html": "<h2 class=\"jsx-77ac745bea4107b8 mb-[20px] text-start md:text-center bg-[linear-gradient(163deg,#FFF_39.59%,#80E9FF_84.18%,#00D2FF_128.76%)] bg-clip-text text-transparent geistmono-medium h2-geist\"><fragment> Traditional BI Can&#x2019;t <br class=\"block lg:hidden\"> Keep Up </fragment></h2>"
    },
    {
      "text": "THE NEW STANDARD FOR BI in the Age of AI",
      "html": "<h2 class=\"jsx-77ac745bea4107b8 feattitle text-start md:text-center h2-geist mb-[30px] bg-[linear-gradient(to_right,_#FFFFFF_0%,_#FFFFFF_40%,_#00D2FF_65%,_#00D2FF_100%)] bg-clip-text text-transparent\"><fragment> THE NEW STANDARD FOR <br> BI in the Age of AI </fragment></h2>"
    },
    {
      "text": "Talk to Your Data in a Whole New Way",
      "html": "<h2 class=\"jsx-77ac745bea4107b8 text-[#00D2FF] h3-geist\"><fragment> Talk to Your Data <br class=\"hidden lg:block\"> in a Whole New Way </fragment></h2>"
    },
    {
      "text": "Smarter Dashboards, No Overhead",
      "html": "<h2 class=\"jsx-77ac745bea4107b8 text-[#00D2FF] h3-geist\"><fragment> Smarter Dashboards, <br class=\"hidden lg:block\"> No Overhead </fragment></h2>"
    },
    {
      "text": "AI-Augmented Insights",
      "html": "<h2 class=\"jsx-77ac745bea4107b8 text-[#00D2FF] h3-geist\"><fragment> AI-Augmented <br class=\"hidden lg:block\"> Insights </fragment></h2>"
    },
    {
      "text": "Connected to Where Work Happens",
      "html": "<h2 class=\"jsx-77ac745bea4107b8 text-[#00D2FF] h3-geist\"><fragment> Connected to Where <br class=\"hidden lg:block\"> Work Happens </fragment></h2>"
    },
    {
      "text": "Adaptive. Context-aware. AI-powered",
      "html": "<h2 class=\"jsx-77ac745bea4107b8 text-[#00D2FF] h3-geist\"><fragment> Adaptive. Context-aware. <br class=\"hidden lg:block\"> AI-powered </fragment></h2>"
    },
    {
      "text": "Explainable. Trusted. Enterprise-grade AI",
      "html": "<h2 class=\"jsx-77ac745bea4107b8 text-[#00D2FF] h3-geist\">Explainable. Trusted. Enterprise-grade AI</h2>"
    },
    {
      "text": "What’s New with ThoughtSpot",
      "html": "<h2 class=\"jsx-6684fa0adfe9f851 v3_content-slider_badgestit__UAQP1 h2-geist pb-[24px] md:pb-[48px] md:text-center text-white\">What&#x2019;s New with ThoughtSpot</h2>"
    },
    {
      "text": "ThoughtSpot Agentic Analytics Platform",
      "html": "<h2 class=\"h2-geist text-white text-center pb-[8px]\"><fragment> ThoughtSpot Agentic <br class=\"hidden lg:block\"> Analytics Platform </fragment></h2>"
    },
    {
      "text": "ThoughtSpot Agentic Analytics Platform",
      "html": "<h2 class=\"h2-geist text-white text-start md:text-center pb-[20px]\"><fragment> ThoughtSpot Agentic <br class=\"hidden lg:block\"> Analytics Platform </fragment></h2>"
    },
    {
      "text": "Built for Every Team",
      "html": "<h2 class=\"h2-geist pb-[20px] md:pb-[28px] text-start md:text-center text-white\">Built for Every Team</h2>"
    },
    {
      "text": "The Leader in Data Analytics",
      "html": "<h2 class=\"h2-geist pb-[20px] md:pb-[40px] badgestit text-start md:text-center text-white\">The Leader in Data Analytics</h2>"
    },
    {
      "text": "Proven At Scale",
      "html": "<h2 class=\"h2-geist pb-[60px] md:pb-[40px] text-start md:text-center text-white\">Proven At Scale</h2>"
    },
    {
      "text": "Ready to Try ThoughtSpot?",
      "html": "<h2 class=\"h2-geist text-white text-center pb-[36px]\"> Ready to Try ThoughtSpot? </h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is ThoughtSpot Agentic Analytics Platform?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does ThoughtSpot Agentic Analytics Platform work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use ThoughtSpot Agentic Analytics Platform?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is ThoughtSpot Agentic Analytics Platform free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does ThoughtSpot Agentic Analytics Platform compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "how",
      "label": "How does ThoughtSpot Agentic Analytics Platform work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use ThoughtSpot Agentic Analytics Platform?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is ThoughtSpot Agentic Analytics Platform free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does ThoughtSpot Agentic Analytics Platform compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 4
}

AI DiscoverabilityDiscoverabilityEstablished

IndexNow key

IndexNow key is informational for this page.

Informational

Needs attention

IndexNow key

Informational
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."
    }
  ]
}

Performance and AccessibilityAccessibilityBrowser audit

Heading elements are not in a sequentially-descending order

100 Fail

Check name

Heading elements are not in a sequentially-descending order

Score

0/100

Status

fail

Device

desktop

Category

Accessibility

Fix guidance

Properly ordered headings that do not skip levels convey the semantic structure of the page, making it easier to navigate and understand when using assistive technologies. [Learn more about heading order](https://dequeuniversity.com/rules/axe/4.11/heading-order).

Evidence
{
  "description": "Properly ordered headings that do not skip levels convey the semantic structure of the page, making it easier to navigate and understand when using assistive technologies. [Learn more about heading order](https://dequeuniversity.com/rules/axe/4.11/heading-order)."
}

SEOSEOBrowser audit

Links do not have descriptive text

100 Fail

Check name

Links do not have descriptive text

Score

0/100

Status

fail

Device

desktop

Category

SEO

Estimated savings

14 links found

Fix guidance

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

Evidence
{
  "displayValue": "14 links found",
  "description": "Descriptive link text helps search engines understand your content. [Learn how to make links more accessible](https://developer.chrome.com/docs/lighthouse/seo/link-text/)."
}

Performance and AccessibilityPerformanceBrowser audit

Document does not have a main landmark.

17 Fail

Check name

Document does not have a main landmark.

Score

0/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

One main landmark helps screen reader users navigate a web page. [Learn more about landmarks](https://dequeuniversity.com/rules/axe/4.11/landmark-one-main).

Evidence
{
  "description": "One main landmark helps screen reader users navigate a web page. [Learn more about landmarks](https://dequeuniversity.com/rules/axe/4.11/landmark-one-main)."
}

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

Legacy JavaScript

17 Fail

Check name

Legacy JavaScript

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

Est savings of 82 KiB

Fix guidance

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

Evidence
{
  "displayValue": "Est savings of 82 KiB",
  "description": "Polyfills and transforms enable older browsers to use new JavaScript features. However, many aren't necessary for modern browsers. Consider modifying your JavaScript build process to not transpile [Baseline](https://web.dev/articles/baseline-and-polyfills) features, unless you know you must support older browsers. [Learn why most sites can deploy ES6+ code without transpiling](https://developer.chrome.com/docs/performance/insights/legacy-javascript)"
}

Performance and AccessibilityPerformanceBrowser audit

Network dependency tree

17 Fail

Check name

Network dependency tree

Score

0/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

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

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

Performance and AccessibilityPerformanceBrowser audit

Use efficient cache lifetimes

17 Fail

Check name

Use efficient cache lifetimes

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

Est savings of 667 KiB

Fix guidance

A long cache lifetime can speed up repeat visits to your page. [Learn more about caching](https://developer.chrome.com/docs/performance/insights/cache).

Evidence
{
  "displayValue": "Est savings of 667 KiB",
  "description": "A long cache lifetime can speed up repeat visits to your page. [Learn more about caching](https://developer.chrome.com/docs/performance/insights/cache)."
}

Performance and AccessibilityPerformanceBrowser audit

Loading performance

9 Fail

Check name

Loading performance

Score

49/100

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": "speed-index",
      "title": "Speed Index",
      "score": 16,
      "displayValue": "3.5 s",
      "numericValue": 3515.8705817124423
    },
    {
      "id": "server-response-time",
      "title": "Initial server response time was short",
      "score": 100,
      "displayValue": "Root document took 10 ms",
      "numericValue": 14
    },
    {
      "id": "total-blocking-time",
      "title": "Total Blocking Time",
      "score": 0,
      "displayValue": "3,770 ms",
      "numericValue": 3771.000000000009
    },
    {
      "id": "interactive",
      "title": "Time to Interactive",
      "score": 1,
      "displayValue": "12.7 s",
      "numericValue": 12728.2187971524
    },
    {
      "id": "first-contentful-paint",
      "title": "First Contentful Paint",
      "score": 100,
      "displayValue": "0.4 s",
      "numericValue": 430.003510302461
    },
    {
      "id": "network-rtt",
      "title": "Network Round Trip Times",
      "score": 100,
      "displayValue": "380 ms",
      "numericValue": 375.51222
    },
    {
      "id": "largest-contentful-paint",
      "title": "Largest Contentful Paint",
      "score": 62,
      "displayValue": "2.0 s",
      "numericValue": 2024.5161473913206
    },
    {
      "id": "max-potential-fid",
      "title": "Max Potential First Input Delay",
      "score": 15,
      "displayValue": "420 ms",
      "numericValue": 418
    }
  ]
}

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

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1 reports
Public score history report links
Scan dateScoreReadinessReport
55/100Level 3, Bot-AwareCurrent report
Report ID 215a6709-8928-4ec2-8cc8-9789fccab30d. Scanned Jun 8, 2026, 7:15 PM.
thoughtspot.com AI SEO Report: 55/100 (Level 3, Bot-Aware)