Export Report
OVERALL SCORE
Level 3, Bot-Aware
- 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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| Metric | Score | Status | Passed | Failed | Warning | Evidence |
|---|---|---|---|---|---|---|
| AI Discoverability | 44 | Priority fix | 10 | 13 | 1 | View details |
| Discoverability | 67 | Needs work | 5 | 4 | 0 | View details |
| Content Readiness | 54 | Needs work | 5 | 5 | 1 | View details |
| Bot Access Control | 0 | Priority fix | 0 | 4 | 0 | View details |
| Agent Ease of Use | 10 | Priority fix | 17 | 22 | 1 | View details |
| API | 0 | Priority fix | 0 | 6 | 0 | View details |
| Auth | Not Applicable | Not Applicable | 11 | 0 | 0 | |
| MCP | 25 | Priority fix | 2 | 6 | 0 | View details |
| Skill Discovery | 5 | Priority fix | 0 | 10 | 1 | View details |
| Agent Commerce | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| GEO, AIO and AEO | 78 | Mostly ready | 9 | 2 | 7 | View details |
| GEO Readiness | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| AIO Readiness | 70 | Needs work | 2 | 1 | 4 | View details |
| AEO Readiness | 73 | Needs work | 3 | 1 | 3 | View details |
| SEO | 92 | Strong | 10 | 1 | 0 | View details |
| SEO | 92 | Strong | 10 | 1 | 0 | View details |
| Security & Trust | 80 | Mostly ready | 8 | 1 | 0 | View details |
| Security & Trust | 80 | Mostly ready | 4 | 1 | 0 | View details |
| AI Training Exposure | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| Performance and Accessibility | 65 | Needs work | 21 | 7 | 0 | View details |
| Performance | 51 | Needs work | 12 | 6 | 0 | View details |
| Accessibility | 90 | Strong | 9 | 1 | 0 | View 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
Security & TrustSecurity & TrustEstablished
Content-Security-Policy
Content-Security-Policy is missing or incomplete.
Needs attention
Content-Security-Policy
Issue
Content-Security-Policy is missing or incomplete.
Why it matters
Content Security Policy limits where scripts, styles, frames, and connections can load from, reducing the impact of injection bugs.
Check name
Content-Security-Policy
Score
0/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Constrain script, style, frame, and resource loading with a Content-Security-Policy header.
Result
Content-Security-Policy is missing or incomplete.
Evidence
{
"header": "content-security-policy",
"value": "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
Agent Ease of UseAPIEstablished
API Catalog
API Catalog failed at "Fetch API catalog".
Needs attention
API Catalog
Issue
The API catalog endpoint did not return HTTP 2xx.
Why it matters
API catalogs help agents find service descriptions, documentation, and status resources without guessing API entry points.
Check name
API Catalog
Score
0/100
Status
fail
Category
API
Maturity
Established
Goal
Publish an API catalog for automated API discovery using RFC 9727.
Result
API Catalog failed at "Fetch API catalog".
Validation steps
Fetch API catalog
The API catalog endpoint did not return HTTP 2xx.
Validate RFC 9727 linkset
Response is not valid JSON.
Fetch advertised API catalog targets
API Catalog did not expose any same-origin hrefs to validate.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch API catalog",
"status": "fail",
"evidence": {
"statusCode": 404,
"contentType": "text/html; charset=utf-8"
},
"issue": "The API catalog endpoint did not return HTTP 2xx.",
"howToFix": "Publish /.well-known/api-catalog."
},
{
"id": "validate",
"title": "Validate RFC 9727 linkset",
"status": "fail",
"evidence": {
"valid": false,
"compatibleContentType": false,
"issue": "Response is not valid JSON.",
"rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\"/><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
AI DiscoverabilityDiscoverabilityEstablished
High-value schema types
High-value schema types is missing or incomplete.
Needs attention
High-value schema types
Issue
No high-value schema types (e.g. Article, Product, Service) were found.
Why it matters
High-value schema types tell agents whether a page is an article, product, event, service, or other actionable content type.
Check name
High-value schema types
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Use schema types that describe the page's primary content or offering.
Result
High-value schema types is missing or incomplete.
Evidence
{
"found": [],
"expected": [
"Article",
"BlogPosting",
"NewsArticle",
"Product",
"SoftwareApplication",
"FAQPage",
"LocalBusiness",
"VideoObject",
"HowTo",
"Event",
"Course",
"Review",
"Service"
],
"allTypes": [
"Organization"
]
}AI DiscoverabilityDiscoverabilityEstablished
Link headers
Link headers failed at "Find useful Link headers".
50 Fail
AI DiscoverabilityDiscoverabilityEstablished
Link headers
Link headers failed at "Find useful Link headers".
Needs attention
Link headers
Issue
No useful agent discovery Link headers were found.
Why it matters
Link headers let automated clients discover API catalogs, documentation, and machine-readable alternates without parsing page markup first.
Check name
Link headers
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Include Link response headers for agent discovery using RFC 8288.
Result
Link headers failed at "Find useful Link headers".
Validation steps
Find useful Link headers
No useful agent discovery Link headers were found.
Fetch same-origin Link header targets
Link headers did not expose any same-origin targets to validate.
Evidence
{
"failedStep": "presence",
"steps": [
{
"id": "presence",
"title": "Find useful Link headers",
"status": "fail",
"evidence": {
"links": []
},
"issue": "No useful agent discovery Link headers were found.",
"howToFix": "Expose useful Link headers such as rel=\"api-catalog\", rel=\"service-doc\", and rel=\"service-desc\"."
},
{
"id": "target-validation",
"title": "Fetch same-origin Link header targets",
"status": "fail",
"evidence": {
"checked": [],
"failures": [
{
"reason": "No same-origin Link header targets were available to fetch."
}
]
},
"issue": "Link headers did not expose any same-origin targets to validate.",
"howToFix": "Make each same-origin Link href reachable and serve the advertised media type."
}
]
}Agent Ease of UseAPIEstablished
OpenAPI discovery
OpenAPI discovery failed at "Find valid OpenAPI document".
50 Fail
Agent Ease of UseAPIEstablished
OpenAPI discovery
OpenAPI discovery failed at "Find valid OpenAPI document".
Needs attention
OpenAPI discovery
Issue
OpenAPI YAML document did not match the expected shape. Content-Type "text/html; charset=utf-8" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.
Why it matters
OpenAPI documents let agents understand available operations, schemas, authentication, and request formats before calling an API.
Check name
OpenAPI discovery
Score
0/100
Status
fail
Category
API
Maturity
Established
Goal
Publish a valid OpenAPI or Swagger document for API discovery.
Result
OpenAPI discovery failed at "Find valid OpenAPI document".
Validation steps
Find valid OpenAPI document
OpenAPI YAML document did not match the expected shape. Content-Type "text/html; charset=utf-8" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Find valid OpenAPI document",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/openapi.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\"/><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
AI DiscoverabilityBot Access ControlEstablished
AI bot rules in robots.txt
AI bot rules in robots.txt is missing or incomplete.
Needs attention
AI bot rules in robots.txt
Issue
No specific User-agent rules found for major AI crawlers (GPTBot, ClaudeBot, etc.) in robots.txt.
Why it matters
Explicit AI bot rules reduce ambiguity for crawler operators and make training, indexing, or retrieval access policy auditable.
Check name
AI bot rules in robots.txt
Score
0/100
Status
fail
Category
Bot Access Control
Maturity
Established
Goal
Add User-agent rules for AI crawlers like GPTBot, Claude-Web, and others.
Result
AI bot rules in robots.txt is missing or incomplete.
Evidence
{
"expectedBots": [
"GPTBot",
"ChatGPT-User",
"ClaudeBot",
"Claude-Web",
"Anthropic-AI",
"Google-Extended",
"PerplexityBot",
"CCBot",
"Applebot-Extended",
"Meta-ExternalAgent",
"Bytespider",
"Amazonbot",
"Cohere-AI"
],
"configuredBots": []
}AI DiscoverabilityBot Access ControlInformational
Content Signal
Content Signal is missing or incomplete.
33 Fail
AI DiscoverabilityBot Access ControlInformational
Content Signal
Content Signal is missing or incomplete.
Needs attention
Content Signal
Issue
No Content Signal found in robots.txt
Why it matters
Content Signal provides a machine-readable way to communicate AI usage preferences where participating crawlers look for policy.
Check name
Content Signal
Score
0/100
Status
fail
Category
Bot Access Control
Maturity
Informational
Goal
Declare AI content usage preferences with Content Signal in robots.txt.
Result
Content Signal is missing or incomplete.
Evidence
{
"signals": [],
"ai-train": false,
"search": false,
"ai-input": false
}AI DiscoverabilityContent ReadinessEstablished
Markdown negotiation
Markdown negotiation failed at "Markdown content type".
33 Fail
AI DiscoverabilityContent ReadinessEstablished
Markdown negotiation
Markdown negotiation failed at "Markdown content type".
Needs attention
Markdown negotiation
Issue
Content-Type "text/html; charset=utf-8" does not indicate Markdown when requested with Accept: text/markdown.
Why it matters
Markdown negotiation gives agents a cleaner representation of page content while preserving normal HTML for browsers.
Check name
Markdown negotiation
Score
0/100
Status
fail
Category
Content Readiness
Maturity
Established
Goal
Return HTML responses as markdown when agents request it.
Result
Markdown negotiation failed at "Markdown content type".
Validation steps
Markdown content type
Content-Type "text/html; charset=utf-8" does not indicate Markdown when requested with Accept: text/markdown.
Vary: Accept header
Markdown negotiation is missing Vary: Accept; current Vary header is "RSC, Next-Router-State-Tree, Next-Router-Prefetch, accept-encoding".
Structured Markdown body
Markdown response is missing a heading.
Evidence
{
"failedStep": "content-type",
"steps": [
{
"id": "content-type",
"title": "Markdown content type",
"status": "fail",
"evidence": {
"statusCode": 200,
"contentType": "text/html; charset=utf-8"
},
"issue": "Content-Type \"text/html; charset=utf-8\" does not indicate Markdown when requested with Accept: text/markdown.",
"howToFix": "Return Content-Type: text/markdown; charset=utf-8 for requests with Accept: text/markdown."
},
{
"id": "vary-accept",
"title": "Vary: Accept header",
"status": "fail",
"evidence": {
"vary": "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
Agent Ease of UseMCPEmerging recommendation
MCP Server Card
MCP Server Card failed at "Fetch to find resource".
Needs attention
MCP Server Card
Issue
MCP Server Card was not found at the expected path.
Why it matters
MCP Server Cards help agents discover server transports, capabilities, and protocol details before opening an MCP session.
Check name
MCP Server Card
Score
0/100
Status
fail
Category
MCP
Maturity
Emerging recommendation
Goal
Publish an MCP Server Card for agent discovery.
Result
MCP Server Card failed at "Fetch to find resource".
Validation steps
Fetch to find resource
MCP Server Card was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/mcp/server-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 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
Agent Ease of UseMCPEmerging recommendation
mcp.json
mcp.json failed at "Fetch to find resource".
Needs attention
mcp.json
Issue
mcp.json was not found at the expected path.
Why it matters
MCP clients need trustworthy server metadata, protocol version, transport details, and capability hints before connecting to a remote MCP server.
Check name
mcp.json
Score
0/100
Status
fail
Category
MCP
Maturity
Emerging recommendation
Goal
Expose a stable MCP server metadata document that points agents to the site's MCP endpoint.
Result
mcp.json failed at "Fetch to find resource".
Validation steps
Fetch to find resource
mcp.json was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 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
AI DiscoverabilityContent ReadinessEstablished
Semantic HTML
Semantic HTML is missing or incomplete.
Needs attention
Semantic HTML
Issue
Semantic HTML is incomplete: missing <main> landmark; missing <footer> landmark; skipped heading levels; 2 buttons missing accessible names.
Details
Why it matters
Semantic HTML gives browsers, assistive technology, search systems, and agents reliable landmarks, headings, controls, form semantics, and image context.
Check name
Semantic HTML
Score
0/100
Status
fail
Category
Content Readiness
Maturity
Established
Goal
Expose readable page structure through semantic HTML and accessible controls.
Result
Semantic HTML is missing or incomplete.
Evidence
{
"main": 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
AI DiscoverabilityBot Access ControlInformational
Web Bot Auth request signing
Web Bot Auth request signing failed at "Fetch to find resource".
Needs attention
Web Bot Auth request signing
Issue
Web Bot Auth request signing was not found at the expected path.
Why it matters
Web Bot Auth discovery lets servers and clients find signing keys for bot identity workflows based on HTTP Message Signatures.
Check name
Web Bot Auth request signing
Score
0/100
Status
fail
Category
Bot Access Control
Maturity
Informational
Goal
Advertise HTTP Message Signatures keys when this site operates signed bot clients or supports Web Bot Auth workflows.
Result
Web Bot Auth request signing failed at "Fetch to find resource".
Validation steps
Fetch to find resource
Web Bot Auth request signing was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/http-message-signatures-directory",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 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
Agent Ease of UseMCPInformational
WebMCP manifest
WebMCP manifest failed at "Fetch to find resource".
Needs attention
WebMCP manifest
Issue
WebMCP manifest was not found at the expected path.
Why it matters
A WebMCP manifest advertises browser-exposed tools declaratively so agents can understand available site actions before invoking them.
Check name
WebMCP manifest
Score
0/100
Status
fail
Category
MCP
Maturity
Informational
Goal
Publish a WebMCP manifest for declarative browser tool discovery when using the draft manifest convention.
Result
WebMCP manifest failed at "Fetch to find resource".
Validation steps
Fetch to find resource
WebMCP manifest was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/webmcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 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
AI DiscoverabilityContent ReadinessEstablished
Content freshness signals
Content freshness signals is partially implemented.
Needs attention
Content freshness signals
Issue
Content freshness signals are incomplete: missing Last-Modified HTTP header; missing dateModified/datePublished in JSON-LD.
Why it matters
Freshness signals help agents decide whether content is current enough to cite, summarize, or compare against newer sources.
Check name
Content freshness signals
Score
25/100
Status
warning
Category
Content Readiness
Maturity
Established
Goal
Expose modified and published dates for freshness-aware retrieval and ranking.
Result
Content freshness signals is partially implemented.
Evidence
{
"lastModified": null,
"schemaDates": [],
"metaDateCount": 1,
"timeDateCount": 0
}Agent Ease of UseSkill DiscoveryEmerging recommendation
A2A Agent Card
A2A Agent Card failed at "Fetch to find resource".
20 Fail
Agent Ease of UseSkill DiscoveryEmerging recommendation
A2A Agent Card
A2A Agent Card failed at "Fetch to find resource".
Needs attention
A2A Agent Card
Issue
A2A Agent Card was not found at the expected path.
Why it matters
A2A Agent Cards let compatible clients discover agent skills, input and output modes, and the endpoint used to invoke those skills.
Check name
A2A Agent Card
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish an agent card so A2A-compatible clients can discover capabilities.
Result
A2A Agent Card failed at "Fetch to find resource".
Validation steps
Fetch to find resource
A2A Agent Card was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agent-card.json",
"statusCode": 404,
"contentType": "text/html; 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
Agent Ease of UseSkill DiscoveryEmerging recommendation
Agent Skills index
Agent Skills index failed at "Fetch to find resource".
Needs attention
Agent Skills index
Issue
Agent Skills index was not found at the expected path.
Why it matters
An Agent Skills index lets clients find task-specific SKILL.md documents that describe how to use site capabilities correctly.
Check name
Agent Skills index
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish an agent skills discovery index.
Result
Agent Skills index failed at "Fetch to find resource".
Validation steps
Fetch to find resource
Agent Skills index was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agent-skills/index.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 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
Agent Ease of UseSkill DiscoveryEmerging recommendation
agent.json
agent.json failed at "Fetch to find resource".
Needs attention
agent.json
Issue
agent.json was not found at the expected path.
Why it matters
agent.json is an emerging machine-readable manifest for declaring what a website does, how agents authenticate, and which actions or protocols are available.
Check name
agent.json
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish the singular Agent Web Protocol agent.json manifest without confusing it with the separate agents.json directory convention.
Result
agent.json failed at "Fetch to find resource".
Validation steps
Fetch to find resource
agent.json was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agent.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 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
Agent Ease of UseSkill DiscoveryInformational
agents.json
agents.json failed at "Fetch to find resource".
Needs attention
agents.json
Issue
agents.json was not found at the expected path.
Why it matters
agents.json gives clients a simple directory of agent-facing capabilities and contacts when a site chooses to advertise them.
Check name
agents.json
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Informational
Goal
Publish an agents.json directory for agent-facing capabilities and contacts when using this convention.
Result
agents.json failed at "Fetch to find resource".
Validation steps
Fetch to find resource
agents.json was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agents.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 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
Agent Ease of UseSkill DiscoveryEmerging recommendation
DNS-AID Agent Discovery
DNS-AID Agent Discovery failed at "Resolve DNS-AID SVCB/HTTPS records".
Needs attention
DNS-AID Agent Discovery
Issue
No DNS-AID entrypoint records were found under _agents.
Why it matters
DNS-AID lets agents discover index, A2A, and other agent entrypoints before fetching HTTP metadata, while DNSSEC can authenticate the discovery zone.
Check name
DNS-AID Agent Discovery
Score
25/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish DNS for AI Discovery records under _agents for DNS-based agent entrypoint discovery.
Result
DNS-AID Agent Discovery failed at "Resolve DNS-AID SVCB/HTTPS records".
Validation steps
Resolve DNS-AID SVCB/HTTPS records
No DNS-AID entrypoint records were found under _agents.
Validate alpn and endpoint parameters
Include alpn and endpoint service parameters in each DNS-AID record so agents know the protocol and target entrypoint.
Check DNSSEC material
DNSSEC material was not visible for the hostname or parent zone from this resolver.
Evidence
{
"failedStep": "svcb-https-records",
"steps": [
{
"id": "svcb-https-records",
"title": "Resolve DNS-AID SVCB/HTTPS records",
"status": "fail",
"evidence": {
"hostname": "www.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
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer evidence and trust
AEO: Answer evidence and trust scored 40/100 and needs a fix.
Needs attention
AEO: Answer evidence and trust
Issue
Missing AIO trust signals: author, publisher, freshnessDate.
Details
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Answer evidence and trust
Score
40/100
Status
fail
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Answer evidence and trust scored 40/100 and needs a fix.
Evidence
{
"signals": {
"author": false,
"publisher": false,
"freshnessDate": false,
"aboutOrContact": true,
"policyLinks": true
},
"missing": [
"author",
"publisher",
"freshnessDate"
],
"authorMeta": "",
"schemaAuthors": [],
"schemaPublishers": [],
"schemaDates": [],
"visibleDates": [],
"aboutLinks": [
{
"href": "https://www.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": "",
"html": "<a target=\"_blank\" 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\"> <img src=\"https://media.thoughtspot.com/35707/1774039843-chatgpt.png\" width=\"30\" height=\"30\" alt=\"ChatGPT Logo\"..."
},
{
"href": "https://grok.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": "",
"html": "<a target=\"_blank\" href=\"https://grok.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\"> <img src=\"https://media.thoughtspot.com/35707/1774039843-grok.png\" width=\"30\" height=\"30\" alt=\"Grok Logo\"> </a>"
},
{
"href": "https://www.perplexity.ai/search?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": "",
"html": "<a target=\"_blank\" href=\"https://www.perplexity.ai/search?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\"> <img src=\"https://media.thoughtspot.com/35707/1774039844-perplexity.png\" width=\"30\" height=\"30\" alt=\"Pe..."
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{
"href": "https://www.google.com/search?udm=50&aep=11&q=I+want+to+understand+how+ThoughtSpot+helps+companies+make+faster%2C+data-driven+decisions+using+AI.+Summarize+ThoughtSpot%E2%80%99s+platform%2C+including+Spotter+and+AI+Agents%2C+using%3A+https%3A%2F%2Fwww.thoughtspot.com%2F+and+https%3A%2F%2Fwww.thoughtspot.com%2Fproduct%2Fagents&csuir=1",
"text": "",
"html": "<a target=\"_blank\" href=\"https://www.google.com/search?udm=50&aep=11&q=I+want+to+understand+how+ThoughtSpot+helps+companies+make+faster%2C+data-driven+decisions+using+AI.+Summarize+ThoughtSpot%E2%80%99s+platform%2C+including+Spotter+and+AI+Agents%2C+using%3A+https%3A%2F%2Fwww.thoughtspot.com%2F+and+https%3A%2F%2Fwww.thoughtspot.com%2Fproduct%2Fagents&csuir=1\"> <img src=\"https://media.thoughtspot.com/35707/1774039843-google-ai-mode.png\" width=\"30\" height=\"30\" alt=\"Gemini Logo\"> </a>"
},
{
"href": "https://claude.ai/new?q=As%20an%20analytics%20leader%2C%20I%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%20information%20from%20https%3A%2F%2Fwww.thoughtspot.com%2F%20and%20https%3A%2F%2Fwww.thoughtspot.com%2Fproduct%2Fagents.%20Focus%20on%20key%20capabilities%2C%20how%20natural%20language%20querying%20and%20AI%20Agents%20work%2C%20business%20use%20cases%2C%20and%20what%20differentiates%20ThoughtSpot%20from%20traditional%20BI%20tools.",
"text": "",
"html": "<a target=\"_blank\" href=\"https://claude.ai/new?q=As%20an%20analytics%20leader%2C%20I%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%20information%20from%20https%3A%2F%2Fwww.thoughtspot.com%2F%20and%20https%3A%2F%2Fwww.thoughtspot.com%2Fproduct%2Fagents.%20Focus%20on%20key%20capabilities%2C%20how%20natural%20language..."
},
{
"href": "/support",
"text": "Support Center",
"html": "<a href=\"/support\">Support Center</a>"
}
],
"privacyLinks": [
{
"href": "/terms-of-use",
"text": "Terms of Use",
"html": "<a href=\"/terms-of-use\">Terms of Use</a>"
},
{
"href": "/privacy",
"text": "Privacy Statement",
"html": "<a href=\"/privacy\">Privacy Statement</a>"
}
],
"score": 40,
"weight": 22
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Source and trust signals
AIO: Source and trust signals scored 40/100 and needs a fix.
6 Fail
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Source and trust signals
AIO: Source and trust signals scored 40/100 and needs a fix.
Needs attention
AIO: Source and trust signals
Issue
Missing AIO trust signals: author, publisher, freshnessDate.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Source and trust signals
Score
40/100
Status
fail
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Source and trust signals scored 40/100 and needs a fix.
Evidence
{
"signals": {
"author": false,
"publisher": false,
"freshnessDate": false,
"aboutOrContact": true,
"policyLinks": true
},
"missing": [
"author",
"publisher",
"freshnessDate"
],
"authorMeta": "",
"schemaAuthors": [],
"schemaPublishers": [],
"schemaDates": [],
"visibleDates": [],
"aboutLinks": [
{
"href": "https://www.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>"
}
],
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{
"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": "",
"html": "<a target=\"_blank\" 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\"> <img src=\"https://media.thoughtspot.com/35707/1774039843-chatgpt.png\" width=\"30\" height=\"30\" alt=\"ChatGPT Logo\"..."
},
{
"href": "https://grok.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": "",
"html": "<a target=\"_blank\" href=\"https://grok.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\"> <img src=\"https://media.thoughtspot.com/35707/1774039843-grok.png\" width=\"30\" height=\"30\" alt=\"Grok Logo\"> </a>"
},
{
"href": "https://www.perplexity.ai/search?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": "",
"html": "<a target=\"_blank\" href=\"https://www.perplexity.ai/search?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\"> <img src=\"https://media.thoughtspot.com/35707/1774039844-perplexity.png\" width=\"30\" height=\"30\" alt=\"Pe..."
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"text": "",
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"href": "https://claude.ai/new?q=As%20an%20analytics%20leader%2C%20I%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%20information%20from%20https%3A%2F%2Fwww.thoughtspot.com%2F%20and%20https%3A%2F%2Fwww.thoughtspot.com%2Fproduct%2Fagents.%20Focus%20on%20key%20capabilities%2C%20how%20natural%20language%20querying%20and%20AI%20Agents%20work%2C%20business%20use%20cases%2C%20and%20what%20differentiates%20ThoughtSpot%20from%20traditional%20BI%20tools.",
"text": "",
"html": "<a target=\"_blank\" href=\"https://claude.ai/new?q=As%20an%20analytics%20leader%2C%20I%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%20information%20from%20https%3A%2F%2Fwww.thoughtspot.com%2F%20and%20https%3A%2F%2Fwww.thoughtspot.com%2Fproduct%2Fagents.%20Focus%20on%20key%20capabilities%2C%20how%20natural%20language..."
},
{
"href": "/support",
"text": "Support Center",
"html": "<a href=\"/support\">Support Center</a>"
}
],
"privacyLinks": [
{
"href": "/terms-of-use",
"text": "Terms of Use",
"html": "<a href=\"/terms-of-use\">Terms of Use</a>"
},
{
"href": "/privacy",
"text": "Privacy Statement",
"html": "<a href=\"/privacy\">Privacy Statement</a>"
}
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"score": 40,
"weight": 20
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer-first sections
AEO: Answer-first sections scored 65/100 and needs improvement.
6 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer-first sections
AEO: Answer-first sections scored 65/100 and needs improvement.
Needs attention
AEO: Answer-first sections
Issue
29 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.
Details
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Answer-first sections
Score
65/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Answer-first sections scored 65/100 and needs improvement.
Evidence
{
"sectionCount": 33,
"passing": 4,
"failing": [
{
"heading": "Spotter for Industries",
"headingHtml": "<h2 class=\"h1-geist text-white mb-[30px]\">Spotter for Industries</h2>",
"firstParagraph": "The most trusted agent for enterprise analytics, now tailored to your industry for trusted, actionable insights.",
"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’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—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."
},
{
"heading": "THE NEW STANDARD FOR BI in the Age of AI",
"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—from sales to the C-suite—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’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.”</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—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."
},
{
"heading": "Adaptive. Context-aware. AI-powered",
"headingHtml": "<h2 class=\"jsx-77ac745bea4107b8 text-[#00D2FF] h3-geist\"><fragment> Adaptive. Context-aware. <br class=\"hidden lg:block\"> AI-powered </fragment></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": "Explainable. Trusted. Enterprise-grade AI",
"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’s New with ThoughtSpot</h2>",
"firstParagraph": "Introducing The Next-Generation Analyst Studio",
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{
"heading": "Accelerate Data Prep for Trusted AI Insights.",
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{
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{
"heading": "Less Coding. More Shipping.",
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"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—so you can move quickly from idea to intelligent feature without getting bogged down in repetitive setup work.</p>",
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{
"heading": "Transform AI Agents Into Go-To Analysts",
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{
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{
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{
"heading": "Agents",
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{
"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",
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{
"heading": "AI-Augmented Dashboards",
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{
"heading": "Data Management",
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"firstParagraph": "Real time, Zero Copy on In-Memory, Unified Metadata and Compliance",
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{
"heading": "Intelligent Apps",
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{
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{
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"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,
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"heading": "Business Leaders",
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"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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"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>",
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{
"heading": "The Leader in Data Analytics",
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{
"heading": "Ready to Try ThoughtSpot?",
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"firstParagraph": "Ask AI for a summary aboutThoughtSpot",
"paragraphHtml": "<p class=\"my-4\">Ask AI for a summary about<br>ThoughtSpot</p>",
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],
"score": 65,
"weight": 28
}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
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Visible structured data match
AIO: Visible structured data match scored 50/100 and needs improvement.
Needs attention
AIO: Visible structured data match
Issue
2 structured-data value(s) were not found in visible page text.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Visible structured data match
Score
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
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Answer block readiness
AIO: Answer block readiness scored 65/100 and needs improvement.
Needs attention
AIO: Answer block readiness
Issue
29 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Answer block readiness
Score
65/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Answer block readiness scored 65/100 and needs improvement.
Evidence
{
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"passing": 4,
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"issue": "First paragraph is 23 words and does not look like a concise direct answer."
},
{
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{
"heading": "Less Coding. More Shipping.",
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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—so you can move quickly from idea to intelligent feature without getting bogged down in repetitive setup work.</p>",
"words": 53,
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},
{
"heading": "Transform AI Agents Into Go-To Analysts",
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"direct": false,
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},
{
"heading": "ThoughtSpot Agentic Analytics Platform",
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{
"heading": "ThoughtSpot Agentic Analytics Platform",
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"paragraphHtml": "",
"words": 0,
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"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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},
{
"heading": "Agents",
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"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>",
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},
{
"heading": "AI-Augmented Dashboards",
"headingHtml": "<h3 class=\"h3-geist pb-[8px] text-[#00D2FF]\">AI-Augmented Dashboards</h3>",
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},
{
"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",
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},
{
"heading": "Intelligent Apps",
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{
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{
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{
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"direct": false,
"issue": "First paragraph is 17 words and does not look like a concise direct answer."
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{
"heading": "Business Leaders",
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"direct": false,
"issue": "First paragraph is 25 words and does not look like a concise direct answer."
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{
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"words": 25,
"direct": false,
"issue": "First paragraph is 25 words and does not look like a concise direct answer."
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{
"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 & 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",
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"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?",
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"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
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer intent coverage
AEO: Answer intent coverage scored 70/100 and needs improvement.
Needs attention
AEO: Answer intent coverage
Issue
Missing likely AI Overview intent sections: how, benefits, cost, compare.
Details
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Answer intent coverage
Score
70/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Answer intent coverage scored 70/100 and needs improvement.
Evidence
{
"headings": [
{
"text": "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’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’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
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Page experience for AIO
AIO: Page experience for AIO scored 80/100 and needs improvement.
Needs attention
AIO: Page experience for AIO
Issue
215 image(s) are missing width/height attributes.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Page experience for AIO
Score
80/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Page experience for AIO scored 80/100 and needs improvement.
Evidence
{
"viewportContent": "width=device-width, initial-scale=1.0",
"visibleWords": 1669,
"htmlBytes": 1113274,
"imagesMissingDimensions": [
{
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"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\">"
},
{
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"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\">"
},
{
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"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\">"
},
{
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"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\">"
},
{
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"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&w=11\" srcset alt=\"AI-Assisted Coding with SpotterCode\" width height loading=\"lazy\" sizes>"
},
{
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"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&w=11\" srcset alt=\"Automated Semantic Modeling with ThoughtSpot\" width height loading=\"lazy\" sizes>"
},
{
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"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&w=11\" srcset alt=\"Data to Dashboards Instantly with SpotterViz\" width height loading=\"lazy\" sizes>"
},
{
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"width": "",
"height": "",
"loading": "lazy",
"html": "<img src=\"https://media.thoughtspot.com/35707/1774287323-gartner-market-guide-2026_a1_r1_1200x628.svg\" class=\"transition-transform duration-700 w-full\" alt=\"Your Guide for Agentic Analytics\" width height loading=\"lazy\">"
},
{
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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\">"
},
{
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"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\">"
},
{
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"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\">"
},
{
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"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\">"
},
{
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"height": "",
"loading": "lazy",
"html": "<img src=\"https://media.thoughtspot.com/35707/1774287323-gartner-market-guide-2026_a1_r1_1200x628.svg\" class=\"transition-transform duration-700 w-full\" alt=\"Your Guide for Agentic Analytics\" width height loading=\"lazy\">"
},
{
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"width": "",
"height": "",
"loading": "",
"html": "<img src=\"https://media.thoughtspot.com/35707/1771392325-bi-agents.svg\" alt=\"Thoughtspot Spotter\" class=\"h-6 w-6 object-contain object-center\">"
},
{
"src": "https://media.thoughtspot.com/35707/1771392515-developer.svg",
"width": "",
"height": "",
"loading": "",
"html": "<img src=\"https://media.thoughtspot.com/35707/1771392515-developer.svg\" alt=\"Thoughtspot Spotter\" class=\"h-6 w-6 object-contain object-center\">"
},
{
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"width": "",
"height": "",
"loading": "",
"html": "<img src=\"https://media.thoughtspot.com/35707/1771392325-ai-augmented-dashboards.svg\" alt=\"Thoughtspot Spotter\" class=\"h-6 w-6 object-contain object-center\">"
},
{
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"width": "",
"height": "",
"loading": "",
"html": "<img src=\"https://media.thoughtspot.com/35707/1771392325-automated-insights.svg\" alt=\"Thoughtspot Spotter\" class=\"h-6 w-6 object-contain object-center\">"
},
{
"src": "https://media.thoughtspot.com/35707/1771392324-actionable-insights.svg",
"width": "",
"height": "",
"loading": "",
"html": "<img src=\"https://media.thoughtspot.com/35707/1771392324-actionable-insights.svg\" alt=\"Thoughtspot Spotter\" class=\"h-6 w-6 object-contain object-center\">"
},
{
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"width": "",
"height": "",
"loading": "",
"html": "<img src=\"https://media.thoughtspot.com/35707/1771392325-any-data-anywhere.svg\" alt=\"Thoughtspot Spotter\" class=\"h-6 w-6 object-contain object-center\">"
},
{
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"width": "",
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"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
Agent Ease of UseAPIEmerging recommendation
AI context endpoint
AI context endpoint is informational for this page.
Needs attention
AI context endpoint
Issue
AI context endpoint is informational for this page.
Why it matters
A context endpoint gives agents a small, low-latency summary of product purpose, safe actions, and canonical machine-readable resources without scraping the whole site.
Check name
AI context endpoint
Score
100/100
Status
informational
Category
API
Maturity
Emerging recommendation
Goal
Expose a compact API context endpoint agents can fetch before deciding which public API or discovery resource to use.
Result
AI context endpoint is informational for this page.
Validation steps
Fetch to find resource
AI context endpoint was not found at the expected path.
Evidence
{
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "informational",
"evidence": {
"checked": [
{
"path": "/api/ai/context",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 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
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Query intent coverage
AIO: Query intent coverage is informational for this page.
Needs attention
AIO: Query intent coverage
Issue
Missing likely AI Overview intent sections: how, benefits, cost, compare.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Query intent coverage
Score
70/100
Status
informational
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Query intent coverage is informational for this page.
Evidence
{
"headings": [
{
"text": "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’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’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
AI DiscoverabilityDiscoverabilityEstablished
IndexNow key
IndexNow key is informational for this page.
Needs attention
IndexNow key
Issue
IndexNow key is informational for this page.
Why it matters
IndexNow lets sites notify participating search engines about changed URLs, but ownership verification requires a UTF-8 key file whose filename matches the key.
Check name
IndexNow key
Score
100/100
Status
informational
Category
Discoverability
Maturity
Established
Goal
Verify that IndexNow ownership key placement is detectable when the site advertises it.
Result
IndexNow key is informational for this page.
Validation steps
Find advertised IndexNow key location
No IndexNow key location was advertised in HTML, Link headers, or robots.txt.
Fetch and validate IndexNow key file
No discoverable IndexNow key file was found.
Evidence
{
"steps": [
{
"id": "advertised-location",
"title": "Find advertised IndexNow key location",
"status": "informational",
"evidence": {
"advertised": []
},
"issue": "No IndexNow key location was advertised in HTML, Link headers, or robots.txt.",
"howToFix": "Advertise the key location with robots.txt IndexNow-Key, rel=\"indexnow-key\", or meta name=\"indexnow-key-location\" if you want scanners to verify it."
},
{
"id": "fetch-key",
"title": "Fetch and validate IndexNow key file",
"status": "informational",
"evidence": {
"advertised": [],
"checked": []
},
"issue": "No discoverable IndexNow key file was found.",
"howToFix": "Host a UTF-8 text file named {key}.txt using a 32-character hexadecimal key whose body exactly matches the key."
}
]
}Performance and AccessibilityAccessibilityBrowser audit
Heading elements are not in a sequentially-descending order
100 Fail
Performance and AccessibilityAccessibilityBrowser audit
Heading elements are not in a sequentially-descending order
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).
References
https://web.dev/learn/accessibility/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
SEOSEOBrowser audit
Links do not have descriptive text
Check name
Links do not have descriptive text
Score
0/100
Status
fail
Device
desktop
Category
SEO
Estimated savings
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
Performance and AccessibilityPerformanceBrowser audit
Document does not have a main landmark.
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).
References
https://web.dev/learn/performance/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
Performance and AccessibilityPerformanceBrowser audit
LCP request discovery
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
References
https://web.dev/learn/performance/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
Performance and AccessibilityPerformanceBrowser audit
Legacy JavaScript
Check name
Legacy JavaScript
Score
0/100
Status
fail
Device
desktop
Category
Performance
Estimated savings
Est savings of 82Â 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)
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 82Â 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
Performance and AccessibilityPerformanceBrowser audit
Network dependency tree
Check name
Network dependency tree
Score
0/100
Status
fail
Device
desktop
Category
Performance
Fix guidance
[Avoid chaining critical requests](https://developer.chrome.com/docs/performance/insights/network-dependency-tree) by reducing the length of chains, reducing the download size of resources, or deferring the download of unnecessary resources to improve page load.
References
https://web.dev/learn/performance/Evidence
{
"description": "[Avoid chaining critical requests](https://developer.chrome.com/docs/performance/insights/network-dependency-tree) by reducing the length of chains, reducing the download size of resources, or deferring the download of unnecessary resources to improve page load."
}Performance and AccessibilityPerformanceBrowser audit
Use efficient cache lifetimes
17 Fail
Performance and AccessibilityPerformanceBrowser audit
Use efficient cache lifetimes
Check name
Use efficient cache lifetimes
Score
0/100
Status
fail
Device
desktop
Category
Performance
Estimated savings
Est savings of 667Â KiB
Fix guidance
A long cache lifetime can speed up repeat visits to your page. [Learn more about caching](https://developer.chrome.com/docs/performance/insights/cache).
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 667Â 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
Performance and AccessibilityPerformanceBrowser audit
Loading performance
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.
References
https://web.dev/learn/performance/Evidence
{
"checks": [
{
"id": "speed-index",
"title": "Speed Index",
"score": 16,
"displayValue": "3.5Â s",
"numericValue": 3515.8705817124423
},
{
"id": "server-response-time",
"title": "Initial server response time was short",
"score": 100,
"displayValue": "Root document took 10Â ms",
"numericValue": 14
},
{
"id": "total-blocking-time",
"title": "Total Blocking Time",
"score": 0,
"displayValue": "3,770Â ms",
"numericValue": 3771.000000000009
},
{
"id": "interactive",
"title": "Time to Interactive",
"score": 1,
"displayValue": "12.7Â s",
"numericValue": 12728.2187971524
},
{
"id": "first-contentful-paint",
"title": "First Contentful Paint",
"score": 100,
"displayValue": "0.4Â s",
"numericValue": 430.003510302461
},
{
"id": "network-rtt",
"title": "Network Round Trip Times",
"score": 100,
"displayValue": "380Â ms",
"numericValue": 375.51222
},
{
"id": "largest-contentful-paint",
"title": "Largest Contentful Paint",
"score": 62,
"displayValue": "2.0Â s",
"numericValue": 2024.5161473913206
},
{
"id": "max-potential-fid",
"title": "Max Potential First Input Delay",
"score": 15,
"displayValue": "420Â 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
Public reports for this website origin. Select any point or report link to open that canonical report.
| Scan date | Score | Readiness | Report |
|---|---|---|---|
| 55/100 | Level 3, Bot-Aware | Current report |