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OVERALL SCORE
Level 2, Agent-Limited
- AI Discoverability 38 out of 100
- Agent Ease of Use 10 out of 100
- Security & Trust 40 out of 100
- GEO, AIO and AEO 68 out of 100
- SEO 92 out of 100
- Performance and Accessibility 64 out of 100
What AI sees of your website
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| Metric | Score | Status | Passed | Failed | Warning | Evidence |
|---|---|---|---|---|---|---|
| AI Discoverability | 38 | Priority fix | 8 | 16 | 0 | View details |
| Discoverability | 29 | Priority fix | 2 | 7 | 0 | View details |
| Content Readiness | 50 | Needs work | 5 | 6 | 0 | View details |
| Bot Access Control | 33 | Priority fix | 1 | 3 | 0 | View details |
| Agent Ease of Use | 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 | 68 | Needs work | 6 | 3 | 11 | View details |
| GEO Readiness | 78 | Mostly ready | 2 | 0 | 4 | |
| AIO Readiness | 62 | Needs work | 3 | 2 | 2 | View details |
| AEO Readiness | 63 | Needs work | 1 | 1 | 5 | View details |
| SEO | 92 | Strong | 10 | 1 | 0 | View details |
| SEO | 92 | Strong | 10 | 1 | 0 | View details |
| Security & Trust | 40 | Priority fix | 6 | 3 | 0 | View details |
| Security & Trust | 40 | Priority fix | 2 | 3 | 0 | View details |
| AI Training Exposure | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| Performance and Accessibility | 64 | Needs work | 18 | 3 | 4 | View details |
| Performance | 48 | Priority fix | 12 | 3 | 4 | View details |
| Accessibility | 95 | Strong | 6 | 0 | 0 |
Prioritized recommendations
Issues ranked by score impact
46 items need attention
Agent Ease of UseAPIEstablished
API Catalog
API Catalog failed at "Fetch API catalog".
50 Fail
Agent Ease of UseAPIEstablished
API Catalog
API Catalog failed at "Fetch API catalog".
Needs attention
API Catalog
Issue
The API catalog endpoint did not return HTTP 2xx.
Why it matters
API catalogs help agents find service descriptions, documentation, and status resources without guessing API entry points.
Check name
API Catalog
Score
0/100
Status
fail
Category
API
Maturity
Established
Goal
Publish an API catalog for automated API discovery using RFC 9727.
Result
API Catalog failed at "Fetch API catalog".
Validation steps
Fetch API catalog
The API catalog endpoint did not return HTTP 2xx.
Validate RFC 9727 linkset
Response is not valid JSON.
Fetch advertised API catalog targets
API Catalog did not expose any same-origin hrefs to validate.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch API catalog",
"status": "fail",
"evidence": {
"statusCode": 404,
"contentType": "text/html; charset=utf-8"
},
"issue": "The API catalog endpoint did not return HTTP 2xx.",
"howToFix": "Publish /.well-known/api-catalog."
},
{
"id": "validate",
"title": "Validate RFC 9727 linkset",
"status": "fail",
"evidence": {
"valid": false,
"compatibleContentType": false,
"issue": "Response is not valid JSON.",
"rawExcerpt": "<!DOCTYPE html><html lang=\"en\" class=\"lato_f4dc67d9-module__BF12vG__variable sofiapro_fc6b1e9e-module__7v_ErG__variable font-sans antialiased touch-manipulation\"><head><meta charSet=\"utf-8\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/><link rel=\"preload\" as=\"image\" href=\"/_next/static/media/logo-1__dark.05~wdghrws.g4.svg\"/><link rel=\"stylesheet\" href=\"/_next/static/chunks/0t05zuto3w_65.css\" data-precedence=\"next\"/><link rel=\"stylesheet\" href=\"/_next/static/chunks/0cn~g_esuwuon.css\" data-precedence=\"next\"/><link rel=\"preload\" as=\"script\" fetchPriority=\"low\" href=\"/_next/static/chunks/0_12lafjfd0qr.js\"/><script src=\"/_next/static/chunks/0l8-23ahumixl.js\" async=\"\"></script><script src=\"/_next/static/chunks/11mxb08.r.cu9.js\" async=\"\"></script><script src=\"/_next/static"
},
"issue": "Response is not valid JSON.",
"howToFix": "Use application/linkset+json with service-desc, service-doc, and status relations that each include href."
},
{
"id": "target-validation",
"title": "Fetch advertised API catalog targets",
"status": "fail",
"evidence": {
"checked": [],
"failures": [
{
"reason": "No same-origin API catalog hrefs were available to fetch."
}
]
},
"issue": "API Catalog did not expose any same-origin hrefs to validate.",
"howToFix": "Make each same-origin API catalog href reachable and serve the advertised media type."
}
]
}AI DiscoverabilityBot Access ControlInformational
Content Signal
Content Signal is missing or incomplete.
50 Fail
AI DiscoverabilityBot Access ControlInformational
Content Signal
Content Signal is missing or incomplete.
Needs attention
Content Signal
Issue
No Content Signal found in robots.txt
Why it matters
Content Signal provides a machine-readable way to communicate AI usage preferences where participating crawlers look for policy.
Check name
Content Signal
Score
0/100
Status
fail
Category
Bot Access Control
Maturity
Informational
Goal
Declare AI content usage preferences with Content Signal in robots.txt.
Result
Content Signal is missing or incomplete.
Evidence
{
"signals": [],
"ai-train": false,
"search": false,
"ai-input": false
}Agent Ease of UseAPIEstablished
OpenAPI discovery
OpenAPI discovery failed at "Find valid OpenAPI document".
50 Fail
Agent Ease of UseAPIEstablished
OpenAPI discovery
OpenAPI discovery failed at "Find valid OpenAPI document".
Needs attention
OpenAPI discovery
Issue
OpenAPI YAML document did not match the expected shape. Content-Type "text/html; charset=utf-8" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.
Why it matters
OpenAPI documents let agents understand available operations, schemas, authentication, and request formats before calling an API.
Check name
OpenAPI discovery
Score
0/100
Status
fail
Category
API
Maturity
Established
Goal
Publish a valid OpenAPI or Swagger document for API discovery.
Result
OpenAPI discovery failed at "Find valid OpenAPI document".
Validation steps
Find valid OpenAPI document
OpenAPI YAML document did not match the expected shape. Content-Type "text/html; charset=utf-8" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Find valid OpenAPI document",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/openapi.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><html id=\"__next_error__\"><head><meta charSet=\"utf-8\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/><link rel=\"preload\" as=\"script\" fetchPriority=\"low\" href=\"/_next/static/chunks/0_12lafjfd0qr.js\"/><script src=\"/_next/static/chunks/0l8-23ahumixl.js\" async=\"\"></script><script src=\"/_next/static/chunks/11mxb08.r.cu9.js\" async=\"\"></script><script src=\"/_next/static/chunks/0ltsbf74nrcsb.js\" async=\"\"></script><script src=\"/_next/static/chunks/07kws_ox4bjxh.js\" async=\"\"></script><script src=\"/_next/static/chunks/14y0h0eus66g5.js\" async=\"\"></script><script src=\"/_next/static/chunks/turbopack-15woqkygjsvzb.js\" async=\"\"></script><script src=\"/_next/static/chunks/0j0t~.b-jklmm.js\" async=\"\"></script><script src=\"/_next/static/chunks/0nv102six36i7.js\" async=\"\"></"
},
{
"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 id=\"__next_error__\"><head><meta charSet=\"utf-8\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/><link rel=\"preload\" as=\"script\" fetchPriority=\"low\" href=\"/_next/static/chunks/0_12lafjfd0qr.js\"/><script src=\"/_next/static/chunks/0l8-23ahumixl.js\" async=\"\"></script><script src=\"/_next/static/chunks/11mxb08.r.cu9.js\" async=\"\"></script><script src=\"/_next/static/chunks/0ltsbf74nrcsb.js\" async=\"\"></script><script src=\"/_next/static/chunks/07kws_ox4bjxh.js\" async=\"\"></script><script src=\"/_next/static/chunks/14y0h0eus66g5.js\" async=\"\"></script><script src=\"/_next/static/chunks/turbopack-15woqkygjsvzb.js\" async=\"\"></script><script src=\"/_next/static/chunks/0j0t~.b-jklmm.js\" async=\"\"></script><script src=\"/_next/static/chunks/0nv102six36i7.js\" async=\"\"></"
},
{
"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 id=\"__next_error__\"><head><meta charSet=\"utf-8\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/><link rel=\"preload\" as=\"script\" fetchPriority=\"low\" href=\"/_next/static/chunks/0_12lafjfd0qr.js\"/><script src=\"/_next/static/chunks/0l8-23ahumixl.js\" async=\"\"></script><script src=\"/_next/static/chunks/11mxb08.r.cu9.js\" async=\"\"></script><script src=\"/_next/static/chunks/0ltsbf74nrcsb.js\" async=\"\"></script><script src=\"/_next/static/chunks/07kws_ox4bjxh.js\" async=\"\"></script><script src=\"/_next/static/chunks/14y0h0eus66g5.js\" async=\"\"></script><script src=\"/_next/static/chunks/turbopack-15woqkygjsvzb.js\" async=\"\"></script><script src=\"/_next/static/chunks/0j0t~.b-jklmm.js\" async=\"\"></script><script src=\"/_next/static/chunks/0nv102six36i7.js\" async=\"\"></"
},
{
"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 id=\"__next_error__\"><head><meta charSet=\"utf-8\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/><link rel=\"preload\" as=\"script\" fetchPriority=\"low\" href=\"/_next/static/chunks/0_12lafjfd0qr.js\"/><script src=\"/_next/static/chunks/0l8-23ahumixl.js\" async=\"\"></script><script src=\"/_next/static/chunks/11mxb08.r.cu9.js\" async=\"\"></script><script src=\"/_next/static/chunks/0ltsbf74nrcsb.js\" async=\"\"></script><script src=\"/_next/static/chunks/07kws_ox4bjxh.js\" async=\"\"></script><script src=\"/_next/static/chunks/14y0h0eus66g5.js\" async=\"\"></script><script src=\"/_next/static/chunks/turbopack-15woqkygjsvzb.js\" async=\"\"></script><script src=\"/_next/static/chunks/0j0t~.b-jklmm.js\" async=\"\"></script><script src=\"/_next/static/chunks/0nv102six36i7.js\" async=\"\"></"
},
{
"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\" class=\"lato_f4dc67d9-module__BF12vG__variable sofiapro_fc6b1e9e-module__7v_ErG__variable font-sans antialiased touch-manipulation\"><head><meta charSet=\"utf-8\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/><link rel=\"preload\" as=\"image\" href=\"/_next/static/media/logo-1__dark.05~wdghrws.g4.svg\"/><link rel=\"stylesheet\" href=\"/_next/static/chunks/0t05zuto3w_65.css\" data-precedence=\"next\"/><link rel=\"stylesheet\" href=\"/_next/static/chunks/0cn~g_esuwuon.css\" data-precedence=\"next\"/><link rel=\"preload\" as=\"script\" fetchPriority=\"low\" href=\"/_next/static/chunks/0_12lafjfd0qr.js\"/><script src=\"/_next/static/chunks/0l8-23ahumixl.js\" async=\"\"></script><script src=\"/_next/static/chunks/11mxb08.r.cu9.js\" async=\"\"></script><script src=\"/_next/static"
},
{
"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\" class=\"lato_f4dc67d9-module__BF12vG__variable sofiapro_fc6b1e9e-module__7v_ErG__variable font-sans antialiased touch-manipulation\"><head><meta charSet=\"utf-8\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/><link rel=\"preload\" as=\"image\" href=\"/_next/static/media/logo-1__dark.05~wdghrws.g4.svg\"/><link rel=\"stylesheet\" href=\"/_next/static/chunks/0t05zuto3w_65.css\" data-precedence=\"next\"/><link rel=\"stylesheet\" href=\"/_next/static/chunks/0cn~g_esuwuon.css\" data-precedence=\"next\"/><link rel=\"preload\" as=\"script\" fetchPriority=\"low\" href=\"/_next/static/chunks/0_12lafjfd0qr.js\"/><script src=\"/_next/static/chunks/0l8-23ahumixl.js\" async=\"\"></script><script src=\"/_next/static/chunks/11mxb08.r.cu9.js\" async=\"\"></script><script src=\"/_next/static"
},
{
"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\" class=\"lato_f4dc67d9-module__BF12vG__variable sofiapro_fc6b1e9e-module__7v_ErG__variable font-sans antialiased touch-manipulation\"><head><meta charSet=\"utf-8\"/><meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/><link rel=\"preload\" as=\"image\" href=\"/_next/static/media/logo-1__dark.05~wdghrws.g4.svg\"/><link rel=\"stylesheet\" href=\"/_next/static/chunks/0t05zuto3w_65.css\" data-precedence=\"next\"/><link rel=\"stylesheet\" href=\"/_next/static/chunks/0cn~g_esuwuon.css\" data-precedence=\"next\"/><link rel=\"preload\" as=\"script\" fetchPriority=\"low\" href=\"/_next/static/chunks/0_12lafjfd0qr.js\"/><script src=\"/_next/static/chunks/0l8-23ahumixl.js\" async=\"\"></script><script src=\"/_next/static/chunks/11mxb08.r.cu9.js\" async=\"\"></script><script src=\"/_next/static"
}
]
},
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"howToFix": "Publish a valid OpenAPI 3.x or Swagger 2.0 JSON/YAML document with info, paths, operations, and responses."
}
]
}AI DiscoverabilityBot Access ControlInformational
Web Bot Auth request signing
Web Bot Auth request signing failed at "Fetch to find resource".
50 Fail
AI DiscoverabilityBot Access ControlInformational
Web Bot Auth request signing
Web Bot Auth request signing failed at "Fetch to find resource".
Needs attention
Web Bot Auth request signing
Issue
Web Bot Auth request signing was not found at the expected path.
Why it matters
Web Bot Auth discovery lets servers and clients find signing keys for bot identity workflows based on HTTP Message Signatures.
Check name
Web Bot Auth request signing
Score
0/100
Status
fail
Category
Bot Access Control
Maturity
Informational
Goal
Advertise HTTP Message Signatures keys when this site operates signed bot clients or supports Web Bot Auth workflows.
Result
Web Bot Auth request signing failed at "Fetch to find resource".
Validation steps
Fetch to find resource
Web Bot Auth request signing was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/http-message-signatures-directory",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 628962
}
]
},
"issue": "Web Bot Auth request signing was not found at the expected path.",
"howToFix": "If publishing Web Bot Auth keys, return a JSON key directory with a non-empty keys array and the draft media type."
}
]
}AI DiscoverabilityContent ReadinessEstablished
Content freshness signals
Content freshness signals is missing or incomplete.
33 Fail
AI DiscoverabilityContent ReadinessEstablished
Content freshness signals
Content freshness signals is missing or incomplete.
Needs attention
Content freshness signals
Issue
Content freshness signals are incomplete: missing Last-Modified HTTP header; missing dateModified/datePublished in JSON-LD; missing meta or <time> freshness tags.
Why it matters
Freshness signals help agents decide whether content is current enough to cite, summarize, or compare against newer sources.
Check name
Content freshness signals
Score
0/100
Status
fail
Category
Content Readiness
Maturity
Established
Goal
Expose modified and published dates for freshness-aware retrieval and ranking.
Result
Content freshness signals is missing or incomplete.
Evidence
{
"lastModified": null,
"schemaDates": [],
"metaDateCount": 0,
"timeDateCount": 0
}Security & TrustSecurity & TrustEstablished
Content-Security-Policy
Content-Security-Policy is missing or incomplete.
33 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' https://app.contentful.com"
}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, next-router-segment-prefetch".
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, next-router-segment-prefetch"
},
"issue": "Markdown negotiation is missing Vary: Accept; current Vary header is \"rsc, next-router-state-tree, next-router-prefetch, next-router-segment-prefetch\".",
"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": 51755,
"excerpt": "<!DOCTYPE html><html lang=\"en\" class=\"lato_f4dc67d9-module__BF12vG__variable sofiapro_fc6b1e9e-module__7v_ErG__variable font-sans antialiased touch-manipulation\"><head><meta charSet=\"utf-8\"/><meta name=\"viewport\" content=\"width=device-width",
"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": 628939
},
{
"path": "/.well-known/mcp/server-cards.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 628940
},
{
"path": "/.well-known/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 628923
}
]
},
"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": 317072
},
{
"path": "/.well-known/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 628923
},
{
"path": "/.well-known/mcp/server-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 628939
}
]
},
"issue": "mcp.json was not found at the expected path.",
"howToFix": "Publish mcp.json or an MCP server card with serverInfo, protocolVersion, transport endpoint, and capabilities."
}
]
}Security & TrustSecurity & TrustEstablished
Referrer-Policy
Referrer-Policy is missing or incomplete.
33 Fail
Security & TrustSecurity & TrustEstablished
Referrer-Policy
Referrer-Policy is missing or incomplete.
Needs attention
Referrer-Policy
Issue
Referrer-Policy is missing or incomplete.
Why it matters
Referrer-Policy controls how much URL context is sent to other origins, limiting accidental leakage of paths, queries, and identifiers.
Check name
Referrer-Policy
Score
0/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Limit how much referrer data leaves the site.
Result
Referrer-Policy is missing or incomplete.
Evidence
{
"header": "referrer-policy",
"value": null
}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; 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": true,
"meaningfulH1": true,
"headingOrder": true,
"accessibleLinks": true,
"accessibleButtons": false,
"imageAltCoverage": true,
"formAutocompleteCoverage": true,
"details": {
"inaccessibleLinks": [],
"inaccessibleButtons": [
"<button class=\"border border-primary-300 p-2 rounded-lg swiper-button-prev-testimonials-testimonials\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"16\" height=\"16\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-arrow-left text-primary-300\" aria-hidden=\"true\"><path d=\"m12 19-7-7 7-7\"/><path d=\"M19 12H5\"/></svg></button>",
"<button class=\"border border-primary-300 p-2 rounded-lg swiper-button-next-testimonials-testimonials\"><svg xmlns=\"http://www.w3.org/2000/svg\" width=\"16\" height=\"16\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" class=\"lucide lucide-arrow-right text-primary-300\" aria-hidden=\"true\"><path d=\"M5 12h14\"/><path d=\"m12 5 7 7-7 7\"/></svg></button>"
],
"missingAutocompleteInputs": [],
"imagesMissingAlt": [],
"skippedHeadingLevels": []
},
"counts": {
"h1": 1,
"headings": 29,
"links": 92,
"inaccessibleLinks": 0,
"buttons": 19,
"inaccessibleButtons": 2,
"images": 23,
"imagesWithAlt": 23,
"autocompleteInputs": 0,
"inputsWithAutocomplete": 0,
"missingAutocompleteInputs": 0
}
}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": 628926
},
{
"path": "/webmcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 317164
},
{
"path": "/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 317115
}
]
},
"issue": "WebMCP manifest was not found at the expected path.",
"howToFix": "Keep declarative WebMCP manifest discovery informational until the manifest shape stabilizes; validate tools if you publish one."
}
]
}Security & TrustSecurity & TrustEstablished
X-Content-Type-Options
X-Content-Type-Options is missing or incomplete.
33 Fail
Security & TrustSecurity & TrustEstablished
X-Content-Type-Options
X-Content-Type-Options is missing or incomplete.
Needs attention
X-Content-Type-Options
Issue
X-Content-Type-Options is missing or incomplete.
Why it matters
X-Content-Type-Options prevents browsers from treating mislabeled files as executable content, reducing content-sniffing attacks.
Check name
X-Content-Type-Options
Score
0/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Prevent MIME sniffing for browser-loaded resources.
Result
X-Content-Type-Options is missing or incomplete.
Evidence
{
"header": "x-content-type-options",
"value": null
}Agent Ease of UseSkill DiscoveryEmerging recommendation
A2A Agent Card
A2A Agent Card failed at "Fetch to find resource".
20 Fail
Agent Ease of UseSkill DiscoveryEmerging recommendation
A2A Agent Card
A2A Agent Card failed at "Fetch to find resource".
Needs attention
A2A Agent Card
Issue
A2A Agent Card was not found at the expected path.
Why it matters
A2A Agent Cards let compatible clients discover agent skills, input and output modes, and the endpoint used to invoke those skills.
Check name
A2A Agent Card
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish an agent card so A2A-compatible clients can discover capabilities.
Result
A2A Agent Card failed at "Fetch to find resource".
Validation steps
Fetch to find resource
A2A Agent Card was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 628930
},
{
"path": "/.well-known/a2a/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 628938
},
{
"path": "/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 317129
}
]
},
"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": 628942
},
{
"path": "/.well-known/skills/index.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 628936
}
]
},
"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": 628925
},
{
"path": "/agent.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 317119
}
]
},
"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": 628926
},
{
"path": "/agents.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 317121
}
]
},
"issue": "agents.json was not found at the expected path.",
"howToFix": "If this site uses agents.json, publish JSON with an agents array containing name and url for each agent."
}
]
}AI DiscoverabilityDiscoverabilityEstablished
FAQPage schema
FAQPage schema is missing or incomplete.
20 Fail
AI DiscoverabilityDiscoverabilityEstablished
FAQPage schema
FAQPage schema is missing or incomplete.
Needs attention
FAQPage schema
Issue
FAQ content was detected but no FAQPage schema was found.
Why it matters
FAQPage schema lets agents extract visible question-and-answer content cleanly and avoid guessing which text is an answer.
Check name
FAQPage schema
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Expose question-and-answer content in FAQPage structured data when FAQs are present.
Result
FAQPage schema is missing or incomplete.
Evidence
{
"found": false,
"visibleFaq": true,
"allTypes": []
}AI DiscoverabilityDiscoverabilityEstablished
High-value schema types
High-value schema types is missing or incomplete.
20 Fail
AI DiscoverabilityDiscoverabilityEstablished
High-value schema types
High-value schema types is missing or incomplete.
Needs attention
High-value schema types
Issue
No high-value schema types (e.g. Article, Product, Service) were found.
Why it matters
High-value schema types tell agents whether a page is an article, product, event, service, or other actionable content type.
Check name
High-value schema types
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Use schema types that describe the page's primary content or offering.
Result
High-value schema types is missing or incomplete.
Evidence
{
"found": [],
"expected": [
"Article",
"BlogPosting",
"NewsArticle",
"Product",
"SoftwareApplication",
"FAQPage",
"LocalBusiness",
"VideoObject",
"HowTo",
"Event",
"Course",
"Review",
"Service"
],
"allTypes": []
}AI DiscoverabilityDiscoverabilityEstablished
JSON-LD present
JSON-LD present is missing or incomplete.
20 Fail
AI DiscoverabilityDiscoverabilityEstablished
JSON-LD present
JSON-LD present is missing or incomplete.
Needs attention
JSON-LD present
Issue
No JSON-LD blocks found.
Why it matters
JSON-LD is a low-friction structured data format that agents can extract without interpreting page presentation or microdata markup.
Check name
JSON-LD present
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Expose schema.org JSON-LD so AI search systems can parse page entities.
Result
JSON-LD present is missing or incomplete.
Evidence
{
"blocks": 0,
"validBlocks": 0,
"schemaContextBlocks": 0,
"errors": [],
"documents": [],
"nodes": []
}AI DiscoverabilityDiscoverabilityEstablished
Link headers
Link headers failed at "Find useful Link headers".
20 Fail
AI DiscoverabilityDiscoverabilityEstablished
Link headers
Link headers failed at "Find useful Link headers".
Needs attention
Link headers
Issue
No useful agent discovery Link headers were found.
Why it matters
Link headers let automated clients discover API catalogs, documentation, and machine-readable alternates without parsing page markup first.
Check name
Link headers
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Include Link response headers for agent discovery using RFC 8288.
Result
Link headers failed at "Find useful Link headers".
Validation steps
Find useful Link headers
No useful agent discovery Link headers were found.
Fetch same-origin Link header targets
Link headers did not expose any same-origin targets to validate.
Evidence
{
"failedStep": "presence",
"steps": [
{
"id": "presence",
"title": "Find useful Link headers",
"status": "fail",
"evidence": {
"links": [
{
"url": "/_next/static/media/20f1c48c725d3555-s.p.09l1jz5ihg0p~.woff2",
"rel": "preload",
"type": "font/woff2"
},
{
"url": "/_next/static/media/345c85a432359eed-s.p.0az0.9544w3d6.woff2",
"rel": "preload",
"type": "font/woff2"
},
{
"url": "/_next/static/media/7d256325d16c464a-s.p.0d6_ed9mt57o1.woff2",
"rel": "preload",
"type": "font/woff2"
},
{
"url": "/_next/static/media/80dbc432bf467303-s.p.0ucnnm22nbe4-.woff2",
"rel": "preload",
"type": "font/woff2"
},
{
"url": "/_next/static/media/8e451580e5e95631-s.p.0put2--9ix-3p.woff2",
"rel": "preload",
"type": "font/woff2"
},
{
"url": "/_next/static/media/9be384ea93fe3f49-s.p.05qlfybzfat._.woff2",
"rel": "preload",
"type": "font/woff2"
},
{
"url": "/_next/static/media/SofiaProBold-s.p.14tq3k_b555ga.woff2",
"rel": "preload",
"type": "font/woff2"
},
{
"url": "/_next/static/media/SofiaProSemiBold-s.p.05wvntgxrawig.woff2",
"rel": "preload",
"type": "font/woff2"
},
{
"url": "/_next/static/media/b529365fa126a3f2-s.p.17~hndooavd5u.woff2",
"rel": "preload",
"type": "font/woff2"
},
{
"url": "/_next/static/media/d74bdd14d6019bc6-s.p.02x781ca3~dwt.woff2",
"rel": "preload",
"type": "font/woff2"
},
{
"url": "/_next/static/media/da28569d36042d01-s.p.0wf~e3vwy0y3..woff2",
"rel": "preload",
"type": "font/woff2"
},
{
"url": "/_next/static/media/f30fd2e485acf1bc-s.p.0_qs2mjxez25z.woff2",
"rel": "preload",
"type": "font/woff2"
},
{
"url": "/_next/static/chunks/0t05zuto3w_65.css",
"rel": "preload"
},
{
"url": "/_next/static/chunks/0cn~g_esuwuon.css",
"rel": "preload"
}
]
},
"issue": "No useful agent discovery Link headers were found.",
"howToFix": "Expose useful Link headers such as rel=\"api-catalog\", rel=\"service-doc\", and rel=\"service-desc\"."
},
{
"id": "target-validation",
"title": "Fetch same-origin Link header targets",
"status": "fail",
"evidence": {
"checked": [],
"failures": [
{
"reason": "No same-origin Link header targets were available to fetch."
}
]
},
"issue": "Link headers did not expose any same-origin targets to validate.",
"howToFix": "Make each same-origin Link href reachable and serve the advertised media type."
}
]
}AI DiscoverabilityDiscoverabilityEstablished
Organization / WebSite schema
Organization / WebSite schema is missing or incomplete.
20 Fail
AI DiscoverabilityDiscoverabilityEstablished
Organization / WebSite schema
Organization / WebSite schema is missing or incomplete.
Needs attention
Organization / WebSite schema
Issue
Neither Organization nor WebSite schema types were found in JSON-LD.
Why it matters
Organization and WebSite schema help agents identify the publisher, canonical site identity, logo, and related profiles for attribution.
Check name
Organization / WebSite schema
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Identify the site owner and website entity in structured data.
Result
Organization / WebSite schema is missing or incomplete.
Evidence
{
"found": [],
"allTypes": []
}Agent Ease of UseSkill DiscoveryEmerging recommendation
DNS-AID Agent Discovery
DNS-AID Agent Discovery failed at "Resolve DNS-AID SVCB/HTTPS records".
15 Fail
Agent Ease of UseSkill DiscoveryEmerging recommendation
DNS-AID Agent Discovery
DNS-AID Agent Discovery failed at "Resolve DNS-AID SVCB/HTTPS records".
Needs attention
DNS-AID Agent Discovery
Issue
No DNS-AID entrypoint records were found under _agents.
Why it matters
DNS-AID lets agents discover index, A2A, and other agent entrypoints before fetching HTTP metadata, while DNSSEC can authenticate the discovery zone.
Check name
DNS-AID Agent Discovery
Score
25/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish DNS for AI Discovery records under _agents for DNS-based agent entrypoint discovery.
Result
DNS-AID Agent Discovery failed at "Resolve DNS-AID SVCB/HTTPS records".
Validation steps
Resolve DNS-AID SVCB/HTTPS records
No DNS-AID entrypoint records were found under _agents.
Validate alpn and endpoint parameters
Include alpn and endpoint service parameters in each DNS-AID record so agents know the protocol and target entrypoint.
Check DNSSEC material
DNSSEC material was not visible for the hostname or parent zone from this resolver.
Evidence
{
"failedStep": "svcb-https-records",
"steps": [
{
"id": "svcb-https-records",
"title": "Resolve DNS-AID SVCB/HTTPS records",
"status": "fail",
"evidence": {
"hostname": "productschool.com",
"probes": [
{
"name": "_index._agents.productschool.com",
"found": false,
"recordCount": 1,
"records": [],
"hasAlpn": false,
"hasEndpoint": false
},
{
"name": "_a2a._agents.productschool.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": "productschool.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
AIO: Visible structured data match
AIO: Visible structured data match scored 0/100 and needs a fix.
12 Fail
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Visible structured data match
AIO: Visible structured data match scored 0/100 and needs a fix.
Needs attention
AIO: Visible structured data match
Issue
No JSON-LD structured data was detected.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Visible structured data match
Score
0/100
Status
fail
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Visible structured data match scored 0/100 and needs a fix.
Evidence
{
"schemaCount": 0,
"mismatches": [],
"score": 0,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Source and trust signals
AIO: Source and trust signals scored 40/100 and needs a fix.
8 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/product-school",
"text": "",
"html": "<a href=\"https://www.linkedin.com/company/product-school\" title=\"Product School's Linkedin page\" rel=\"external noopener noreferrer\" target=\"_blank\"><div class=\"shrink-0 global-module__s0Vpcq__footer_icon\"><img alt=\"Product School's Linkedin page\" loading=\"lazy\" width=\"24\" height=\"24\" decoding=\"async\" data-nimg=\"1\" style=\"color:transparent\" src=\"/_next/static/media/linkedin.0_x9lfdwi6h9_.svg\"></div></a>"
}
],
"contactLinks": [
{
"href": "https://productschool.com/call/enterprise",
"text": "contact our enterprise sales team",
"html": "<a class=\"cursor-pointer inline-flex items-center gap-2 focus-visible:outline-hidden focus-visible:ring-inset disabled:opacity-20 active:ring-0 active:text-primary-500 underline focus:no-underline hover:no-underline focus:ring-primary-100 font-bold text-primary-400 font-body text-400_mobile md:text-400\" role=\"link\" title=\"contact our enterprise sales team\" aria-label=\"contact our enterprise sales team\" aria-disabled=\"false\" data-ph-capture-attribute-page-block=\"bAccordion\" target=\"_self\" href..."
},
{
"href": "/contact-us",
"text": "Contact Us",
"html": "<a class=\"cursor-pointer inline-flex items-center gap-2 w-full lg:w-fit text-center justify-center items-center uppercase rounded bg-transparent outline-hidden ring-inset ring-1 disabled:opacity-20 focus:ring-2 focus:ring-primary-90 font-extrabold text-primary-400 ring-primary-400 hover:bg-primary-400/20 text-button_sm py-2 px-[0.875rem] gap-2\" role=\"link\" title=\"Contact Us\" aria-label=\"Contact Us\" aria-disabled=\"false\" data-ph-capture-attribute-page-block=\"page\" target=\"_self\" href=\"/contact..."
},
{
"href": "/contact-us/new-instructor",
"text": "Apply to teach",
"html": "<a aria-label=\"Apply to teach\" data-ph-capture-attribute-page-block=\"footer\" class=\"text-primary-400 duration-300 text-sm ease-in-out hover:text-primary-200\" href=\"/contact-us/new-instructor\">Apply to teach</a>"
}
],
"privacyLinks": [
{
"href": "/privacy",
"text": "Privacy Policy |",
"html": "<a aria-label=\"Privacy Policy\" data-ph-capture-attribute-page-block=\"footer\" href=\"/privacy\">Privacy Policy | </a>"
},
{
"href": "/terms",
"text": "Terms of Service |",
"html": "<a aria-label=\"Terms of Service\" data-ph-capture-attribute-page-block=\"footer\" href=\"/terms\">Terms of Service | </a>"
}
],
"score": 40,
"weight": 20
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer evidence and trust
AEO: Answer evidence and trust scored 40/100 and needs a fix.
5 Fail
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/product-school",
"text": "",
"html": "<a href=\"https://www.linkedin.com/company/product-school\" title=\"Product School's Linkedin page\" rel=\"external noopener noreferrer\" target=\"_blank\"><div class=\"shrink-0 global-module__s0Vpcq__footer_icon\"><img alt=\"Product School's Linkedin page\" loading=\"lazy\" width=\"24\" height=\"24\" decoding=\"async\" data-nimg=\"1\" style=\"color:transparent\" src=\"/_next/static/media/linkedin.0_x9lfdwi6h9_.svg\"></div></a>"
}
],
"contactLinks": [
{
"href": "https://productschool.com/call/enterprise",
"text": "contact our enterprise sales team",
"html": "<a class=\"cursor-pointer inline-flex items-center gap-2 focus-visible:outline-hidden focus-visible:ring-inset disabled:opacity-20 active:ring-0 active:text-primary-500 underline focus:no-underline hover:no-underline focus:ring-primary-100 font-bold text-primary-400 font-body text-400_mobile md:text-400\" role=\"link\" title=\"contact our enterprise sales team\" aria-label=\"contact our enterprise sales team\" aria-disabled=\"false\" data-ph-capture-attribute-page-block=\"bAccordion\" target=\"_self\" href..."
},
{
"href": "/contact-us",
"text": "Contact Us",
"html": "<a class=\"cursor-pointer inline-flex items-center gap-2 w-full lg:w-fit text-center justify-center items-center uppercase rounded bg-transparent outline-hidden ring-inset ring-1 disabled:opacity-20 focus:ring-2 focus:ring-primary-90 font-extrabold text-primary-400 ring-primary-400 hover:bg-primary-400/20 text-button_sm py-2 px-[0.875rem] gap-2\" role=\"link\" title=\"Contact Us\" aria-label=\"Contact Us\" aria-disabled=\"false\" data-ph-capture-attribute-page-block=\"page\" target=\"_self\" href=\"/contact..."
},
{
"href": "/contact-us/new-instructor",
"text": "Apply to teach",
"html": "<a aria-label=\"Apply to teach\" data-ph-capture-attribute-page-block=\"footer\" class=\"text-primary-400 duration-300 text-sm ease-in-out hover:text-primary-200\" href=\"/contact-us/new-instructor\">Apply to teach</a>"
}
],
"privacyLinks": [
{
"href": "/privacy",
"text": "Privacy Policy |",
"html": "<a aria-label=\"Privacy Policy\" data-ph-capture-attribute-page-block=\"footer\" href=\"/privacy\">Privacy Policy | </a>"
},
{
"href": "/terms",
"text": "Terms of Service |",
"html": "<a aria-label=\"Terms of Service\" data-ph-capture-attribute-page-block=\"footer\" href=\"/terms\">Terms of Service | </a>"
}
],
"score": 40,
"weight": 22
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Extraction-friendly structure
GEO: Extraction-friendly structure scored 60/100 and needs improvement.
5 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Extraction-friendly structure
GEO: Extraction-friendly structure scored 60/100 and needs improvement.
Needs attention
GEO: Extraction-friendly structure
Issue
Missing extraction signals: optional top summary / TL;DR / key takeaways block, table with <thead> only if the page already has tabular/comparative data, ordered list only if the page explains a workflow/process, JSON-LD structured data.
Details
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Extraction-friendly structure
Score
60/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for AI answer engines to extract, cite, and attribute.
Result
GEO: Extraction-friendly structure scored 60/100 and needs improvement.
Evidence
{
"hasSummary": false,
"tableCount": 0,
"tablesWithHead": 0,
"tablesMissingThead": [],
"orderedLists": 0,
"hasFaq": true,
"definitionPatterns": 24,
"schemaBlocks": 0,
"missingSignals": [
"optional top summary / TL;DR / key takeaways block",
"table with <thead> only if the page already has tabular/comparative data",
"ordered list only if the page explains a workflow/process",
"JSON-LD structured data"
],
"score": 60,
"weight": 24
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer-first sections
AEO: Answer-first sections scored 65/100 and needs improvement.
4 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer-first sections
AEO: Answer-first sections scored 65/100 and needs improvement.
Needs attention
AEO: Answer-first sections
Issue
26 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": 28,
"passing": 2,
"failing": [
{
"heading": "Our instructors work at",
"headingHtml": "<h2 class=\"text-heading_600_mobile md:text-heading_600 font-bold text-balance text-primary-500\">Our instructors work at</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Product Management",
"headingHtml": "<h3 class=\"font-bold text-heading_300_mobile md:text-heading_400 transition-colors duration-200 text-primary-400 group-hover:text-light\"><span class=\"inline-flex flex-wrap items-center gap-2\"><span>Product Management</span></span></h3>",
"firstParagraph": "Master the core skills to build products customers love",
"paragraphHtml": "<p class=\"text-300 font-body transition-colors duration-200 text-neutral-500 group-hover:text-neutral-50\">Master the core skills to build products customers love</p>",
"words": 9,
"direct": false,
"issue": "First paragraph is 9 words and does not look like a concise direct answer."
},
{
"heading": "AI Product Management",
"headingHtml": "<h3 class=\"font-bold text-heading_300_mobile md:text-heading_400 transition-colors duration-200 text-primary-400 group-hover:text-light\"><span class=\"inline-flex flex-wrap items-center gap-2\"><span>AI Product Management</span></span></h3>",
"firstParagraph": "Bridge product management and AI to build AI-powered products that create real customer value",
"paragraphHtml": "<p class=\"text-300 font-body transition-colors duration-200 text-neutral-500 group-hover:text-neutral-50\">Bridge product management and AI to build AI-powered products that create real customer value</p>",
"words": 14,
"direct": false,
"issue": "First paragraph is 14 words and does not look like a concise direct answer."
},
{
"heading": "Claude CodeNew",
"headingHtml": "<h3 class=\"font-bold text-heading_300_mobile md:text-heading_400 transition-colors duration-200 text-primary-400 group-hover:text-light\"><span class=\"inline-flex flex-wrap items-center gap-2\"><span>Claude Code</span><span class=\"rounded-[4px] bg-primary-200 px-1.5 py-1 text-100 font-bold uppercase text-light\">New</span></span></h3>",
"firstParagraph": "Use the AI tool reshaping product work to prototype, analyze, and ship — before a ticket is written.",
"paragraphHtml": "<p class=\"text-300 font-body transition-colors duration-200 text-neutral-500 group-hover:text-neutral-50\">Use the AI tool reshaping product work to prototype, analyze, and ship — before a ticket is written.</p>",
"words": 17,
"direct": false,
"issue": "First paragraph is 17 words and does not look like a concise direct answer."
},
{
"heading": "Vibe CodingNew",
"headingHtml": "<h3 class=\"font-bold text-heading_300_mobile md:text-heading_400 transition-colors duration-200 text-primary-400 group-hover:text-light\"><span class=\"inline-flex flex-wrap items-center gap-2\"><span>Vibe Coding</span><span class=\"rounded-[4px] bg-primary-200 px-1.5 py-1 text-100 font-bold uppercase text-light\">New</span></span></h3>",
"firstParagraph": "Build end-to-end applications faster—without a technical background",
"paragraphHtml": "<p class=\"text-300 font-body transition-colors duration-200 text-neutral-500 group-hover:text-neutral-50\">Build end-to-end applications faster—without a technical background</p>",
"words": 8,
"direct": false,
"issue": "First paragraph is 8 words and does not look like a concise direct answer."
},
{
"heading": "AI Evals",
"headingHtml": "<h3 class=\"font-bold text-heading_300_mobile md:text-heading_400 transition-colors duration-200 text-primary-400 group-hover:text-light\"><span class=\"inline-flex flex-wrap items-center gap-2\"><span>AI Evals</span></span></h3>",
"firstParagraph": "Design evaluation pipelines for non-deterministic AI products to enable reliable deployment",
"paragraphHtml": "<p class=\"text-300 font-body transition-colors duration-200 text-neutral-500 group-hover:text-neutral-50\">Design evaluation pipelines for non-deterministic AI products to enable reliable deployment</p>",
"words": 11,
"direct": false,
"issue": "First paragraph is 11 words and does not look like a concise direct answer."
},
{
"heading": "Advanced AI Agents",
"headingHtml": "<h3 class=\"font-bold text-heading_300_mobile md:text-heading_400 transition-colors duration-200 text-primary-400 group-hover:text-light\"><span class=\"inline-flex flex-wrap items-center gap-2\"><span>Advanced AI Agents</span></span></h3>",
"firstParagraph": "Orchestrate multi-agent AI systems that reason, collaborate, and automate complex workflows",
"paragraphHtml": "<p class=\"text-300 font-body transition-colors duration-200 text-neutral-500 group-hover:text-neutral-50\">Orchestrate multi-agent AI systems that reason, collaborate, and automate complex workflows</p>",
"words": 11,
"direct": false,
"issue": "First paragraph is 11 words and does not look like a concise direct answer."
},
{
"heading": "Go-to-Market",
"headingHtml": "<h3 class=\"font-bold text-heading_300_mobile md:text-heading_400 transition-colors duration-200 text-primary-400 group-hover:text-light\"><span class=\"inline-flex flex-wrap items-center gap-2\"><span>Go-to-Market</span></span></h3>",
"firstParagraph": "Bring products to market with the right positioning and distribution to maximize customer adoption",
"paragraphHtml": "<p class=\"text-300 font-body transition-colors duration-200 text-neutral-500 group-hover:text-neutral-50\">Bring products to market with the right positioning and distribution to maximize customer adoption</p>",
"words": 14,
"direct": false,
"issue": "First paragraph is 14 words and does not look like a concise direct answer."
},
{
"heading": "Product Experimentation",
"headingHtml": "<h3 class=\"font-bold text-heading_300_mobile md:text-heading_400 transition-colors duration-200 text-primary-400 group-hover:text-light\"><span class=\"inline-flex flex-wrap items-center gap-2\"><span>Product Experimentation</span></span></h3>",
"firstParagraph": "Accelerate revenue growth through systematic, data-driven product experimentation",
"paragraphHtml": "<p class=\"text-300 font-body transition-colors duration-200 text-neutral-500 group-hover:text-neutral-50\">Accelerate revenue growth through systematic, data-driven product experimentation</p>",
"words": 8,
"direct": false,
"issue": "First paragraph is 8 words and does not look like a concise direct answer."
},
{
"heading": "Product Leadership",
"headingHtml": "<h3 class=\"font-bold text-heading_300_mobile md:text-heading_400 transition-colors duration-200 text-primary-400 group-hover:text-light\"><span class=\"inline-flex flex-wrap items-center gap-2\"><span>Product Leadership</span></span></h3>",
"firstParagraph": "Elevate your product strategy and decision-making by integrating AI-driven insights",
"paragraphHtml": "<p class=\"text-300 font-body transition-colors duration-200 text-neutral-500 group-hover:text-neutral-50\">Elevate your product strategy and decision-making by integrating AI-driven insights</p>",
"words": 10,
"direct": false,
"issue": "First paragraph is 10 words and does not look like a concise direct answer."
},
{
"heading": "AI Product StrategyNew",
"headingHtml": "<h3 class=\"font-bold text-heading_300_mobile md:text-heading_400 transition-colors duration-200 text-primary-400 group-hover:text-light\"><span class=\"inline-flex flex-wrap items-center gap-2\"><span>AI Product Strategy</span><span class=\"rounded-[4px] bg-primary-200 px-1.5 py-1 text-100 font-bold uppercase text-light\">New</span></span></h3>",
"firstParagraph": "Build AI product strategies that drive growth, efficiency, and market advantage.",
"paragraphHtml": "<p class=\"text-300 font-body transition-colors duration-200 text-neutral-500 group-hover:text-neutral-50\">Build AI product strategies that drive growth, efficiency, and market advantage.</p>",
"words": 11,
"direct": false,
"issue": "First paragraph is 11 words and does not look like a concise direct answer."
},
{
"heading": "A structured path to building confidently",
"headingHtml": "<h2 class=\"text-heading_600_mobile md:text-heading_600 max-w-4xl text-balance font-bold text-primary-500 text-left text-pretty\">A structured path
to building confidently</h2>",
"firstParagraph": "Unlike platforms with thousands of students, you get direct access to your instructor in a live setting with small class sizes.",
"paragraphHtml": "<p class=\"text-neutral-500 mb-2 last:mb-0 text-200\">Unlike platforms with thousands of students, you get direct access to your instructor in a live setting with small class sizes.</p>",
"words": 21,
"direct": false,
"issue": "First paragraph is 21 words and does not look like a concise direct answer."
},
{
"heading": "Partnerships that give our students the best tools",
"headingHtml": "<h2 class=\"text-heading_600_mobile md:text-heading_600 font-bold text-balance text-primary-500\">Partnerships that give our students the best tools</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Learn from product leaders actually shipping",
"headingHtml": "<h2 class=\"text-heading_600_mobile md:text-heading_600 font-bold text-balance text-primary-500\">Learn from product leaders actually shipping</h2>",
"firstParagraph": "What's trending right now",
"paragraphHtml": "<p class=\"mb-6 text-heading_eyebrow_mobile font-bold uppercase md:text-heading_eyebrow text-neutral-300\">What's trending right now</p>",
"words": 4,
"direct": false,
"issue": "First paragraph is 4 words and does not look like a concise direct answer."
},
{
"heading": "Claude Code for Product Managers",
"headingHtml": "<h2 class=\"text-heading_600_mobile md:text-heading_600 font-bold text-balance text-primary-500\">Claude Code for Product Managers</h2>",
"firstParagraph": "An advanced course for PMs who want to build with Claude Code, not just talk about it.",
"paragraphHtml": "<p class=\"text-neutral-500 mb-4 last:mb-0 text-400_mobile md:text-400\">An advanced course for PMs who want to build with Claude Code, not just talk about it.</p>",
"words": 17,
"direct": false,
"issue": "First paragraph is 17 words and does not look like a concise direct answer."
},
{
"heading": "Hear it from our alumni",
"headingHtml": "<h2 class=\"text-heading_600_mobile md:text-heading_600 max-w-4xl text-balance font-bold text-primary-500 text-left text-pretty\">Hear it from our alumni</h2>",
"firstParagraph": "\"The biggest shift was getting comfortable turning rough ideas into working prototypes — actually shipping things, not just planning them.\"",
"paragraphHtml": "<p class=\"text-pretty text-300 text-neutral-400\">"The biggest shift was getting comfortable turning rough ideas into working prototypes — actually shipping things, not just planning them."</p>",
"words": 19,
"direct": false,
"issue": "First paragraph is 19 words and does not look like a concise direct answer."
},
{
"heading": "Vikrant Shukla",
"headingHtml": "<h3 class=\"text-heading_200 text-primary-500\">Vikrant Shukla</h3>",
"firstParagraph": "Sr Product Manager at Salesforce",
"paragraphHtml": "<p class=\"text-300 text-pretty mt-0.5 text-neutral-400\">Sr Product Manager at Salesforce</p>",
"words": 5,
"direct": false,
"issue": "First paragraph is 5 words and does not look like a concise direct answer."
},
{
"heading": "Debolina Das",
"headingHtml": "<h3 class=\"text-heading_200 text-primary-500\">Debolina Das</h3>",
"firstParagraph": "Sr Product Manager at Amazon",
"paragraphHtml": "<p class=\"text-300 text-pretty mt-0.5 text-neutral-400\">Sr Product Manager at Amazon</p>",
"words": 5,
"direct": false,
"issue": "First paragraph is 5 words and does not look like a concise direct answer."
},
{
"heading": "Jenny Kan",
"headingHtml": "<h3 class=\"text-heading_200 text-primary-500\">Jenny Kan</h3>",
"firstParagraph": "Product Strategy Lead at ServiceNow",
"paragraphHtml": "<p class=\"text-300 text-pretty mt-0.5 text-neutral-400\">Product Strategy Lead at ServiceNow</p>",
"words": 5,
"direct": false,
"issue": "First paragraph is 5 words and does not look like a concise direct answer."
},
{
"heading": "Deepak Ravi",
"headingHtml": "<h3 class=\"text-heading_200 text-primary-500\">Deepak Ravi</h3>",
"firstParagraph": "Product Manager, AI & Data at New York Life",
"paragraphHtml": "<p class=\"text-300 text-pretty mt-0.5 text-neutral-400\">Product Manager, AI & Data at New York Life</p>",
"words": 8,
"direct": false,
"issue": "First paragraph is 8 words and does not look like a concise direct answer."
},
{
"heading": "Shilpi Verma",
"headingHtml": "<h3 class=\"text-heading_200 text-primary-500\">Shilpi Verma</h3>",
"firstParagraph": "Product Lead at Google",
"paragraphHtml": "<p class=\"text-300 text-pretty mt-0.5 text-neutral-400\">Product Lead at Google</p>",
"words": 4,
"direct": false,
"issue": "First paragraph is 4 words and does not look like a concise direct answer."
},
{
"heading": "Josh Gray",
"headingHtml": "<h3 class=\"text-heading_200 text-primary-500\">Josh Gray</h3>",
"firstParagraph": "Global Monetization Product at Tiktok",
"paragraphHtml": "<p class=\"text-300 text-pretty mt-0.5 text-neutral-400\">Global Monetization Product at Tiktok</p>",
"words": 5,
"direct": false,
"issue": "First paragraph is 5 words and does not look like a concise direct answer."
},
{
"heading": "Paulina Mwangi",
"headingHtml": "<h3 class=\"text-heading_200 text-primary-500\">Paulina Mwangi</h3>",
"firstParagraph": "Sr Director of Product at Salesforce",
"paragraphHtml": "<p class=\"text-300 text-pretty mt-0.5 text-neutral-400\">Sr Director of Product at Salesforce</p>",
"words": 6,
"direct": false,
"issue": "First paragraph is 6 words and does not look like a concise direct answer."
},
{
"heading": "Medha Ghatikesh",
"headingHtml": "<h3 class=\"text-heading_200 text-primary-500\">Medha Ghatikesh</h3>",
"firstParagraph": "Product Manager at Meta",
"paragraphHtml": "<p class=\"text-300 text-pretty mt-0.5 text-neutral-400\">Product Manager at Meta</p>",
"words": 4,
"direct": false,
"issue": "First paragraph is 4 words and does not look like a concise direct answer."
},
{
"heading": "A decade of product expertise. Now focused on what's next.",
"headingHtml": "<h2 class=\"text-heading_600_mobile md:text-heading_600 max-w-4xl text-balance font-bold text-primary-500 text-center mx-auto text-balance\">A decade of product expertise. Now focused on what's next.</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "The future belongs to builders",
"headingHtml": "<h2 class=\"text-heading_600_mobile md:text-heading_600 max-w-4xl text-balance font-bold text-primary-500 text-center mx-auto text-balance\">The future belongs to builders</h2>",
"firstParagraph": "Pick your first course. Start building this month.",
"paragraphHtml": "<p class=\"text-neutral-500 mb-4 last:mb-0 text-400_mobile md:text-400\">Pick your first course. Start building this month.</p>",
"words": 8,
"direct": false,
"issue": "First paragraph is 8 words and does not look like a concise direct answer."
}
],
"score": 65,
"weight": 28
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Question-led structure
AEO: Question-led structure scored 50/100 and needs improvement.
3 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Question-led structure
AEO: Question-led structure scored 50/100 and needs improvement.
Needs attention
AEO: Question-led structure
Issue
26 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Question-led structure
Score
50/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Question-led structure scored 50/100 and needs improvement.
Evidence
{
"h2Count": 10,
"questionH2s": [],
"hasFaq": true,
"score": 50,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Entity clarity
GEO: Entity clarity scored 82/100 and needs improvement.
3 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Entity clarity
GEO: Entity clarity scored 82/100 and needs improvement.
Needs attention
GEO: Entity clarity
Issue
Title/H1 terms missing from description: become, builder, managers.
Details
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Entity clarity
Score
82/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for AI answer engines to extract, cite, and attribute.
Result
GEO: Entity clarity scored 82/100 and needs improvement.
Evidence
{
"title": "Become an AI Builder | AI Courses for Product Managers",
"h1": "Become an AI builder",
"description": "Advanced AI courses taught live by product leaders from the world's top companies. Learn the skills to build and ship products faster with AI",
"topicOverlap": 0.4,
"topicTerms": [
"become",
"builder",
"courses",
"product",
"managers"
],
"descriptionTerms": [
"advanced",
"courses",
"taught",
"live",
"product",
"leaders",
"world",
"top",
"companies",
"learn",
"skills",
"build",
"ship",
"products",
"faster"
],
"missingFromDescription": [
"become",
"builder",
"managers"
],
"score": 82,
"weight": 28
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Explanatory content depth
GEO: Explanatory content depth scored 75/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Explanatory content depth
GEO: Explanatory content depth scored 75/100 and needs improvement.
Needs attention
GEO: Explanatory content depth
Issue
13 explanatory paragraph(s) could be stronger for citation or AI extraction.
Details
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Explanatory content depth
Score
75/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for AI answer engines to extract, cite, and attribute.
Result
GEO: Explanatory content depth scored 75/100 and needs improvement.
Evidence
{
"candidatePassages": 15,
"citablePassages": 2,
"failingCandidateParagraphs": [
{
"index": 2,
"heading": "H2: Building is the new product skill",
"text": "The product role is shifting from managing to making. The traditional lines between PMs, designers, and engineers are blurring — and building products faster with AI has become the one skill every company is hiring for. Product School is the structured training path that gets you there now.",
"words": 47,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (47 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p class=\"text-neutral-500 mb-4 last:mb-0 text-400_mobile md:text-400\">The product role is shifting from managing to making. The traditional lines between PMs, designers, and engineers are blurring — and building products faster with AI has become the one skill every company is hiring for. Product School is the structured training path that gets you there now.</p>"
},
{
"index": 3,
"heading": "H2: Your AI Builder curriculum",
"text": "Our courses are always up to date. AI is changing what it means to build — and the builders who learn fast are the ones who lead. All courses are taught live, online with an average 20-person cohort size. Each course is a step on the AI Builder path — from foundation to advanced.",
"words": 52,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (52 words; target 80-220)."
],
"html": "<p class=\"text-neutral-500 mb-4 last:mb-0 text-400_mobile md:text-400\">Our courses are always up to date. AI is changing what it means to build — and the builders who learn fast are the ones who lead. All courses are taught live, online with an average 20-person cohort size. <!-- -->Each course is a step on the AI Builder path — from foundation to advanced.</p>"
},
{
"index": 42,
"heading": "H3: Shilpi Verma",
"text": "\"Through the certification, I learned a lot about AI, myself, and how to keep current with the rapid changes in the industry. No doubt that I will be a better product leader, and I look forward to building our AI PM community.\"",
"words": 42,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (42 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p class=\"text-pretty text-300 text-neutral-400\">"Through the certification, I learned a lot about AI, myself, and how to keep current with the rapid changes in the industry. No doubt that I will be a better product leader, and I look forward to building our AI PM community."</p>"
},
{
"index": 44,
"heading": "H3: Josh Gray",
"text": "\"Product School helped me develop critical product skills to master my job and get a product promotion. The case studies and real examples shared by my instructor helped me put into practice the frameworks that I learned and drive impact in my work.\"",
"words": 43,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (43 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p class=\"text-pretty text-300 text-neutral-400\">"Product School helped me develop critical product skills to master my job and get a product promotion. The case studies and real examples shared by my instructor helped me put into practice the frameworks that I learned and drive impact in my work."</p>"
},
{
"index": 46,
"heading": "H3: Paulina Mwangi",
"text": "\"This certification covers everything you need to know about Product Management to jumpstart and land your first PM job. It isn’t all theory, you get to apply everything you learn to your own project and the instructors provide feedback to help you improve.\"",
"words": 44,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (44 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p class=\"text-pretty text-300 text-neutral-400\">"This certification covers everything you need to know about Product Management to jumpstart and land your first PM job. It isn’t all theory, you get to apply everything you learn to your own project and the instructors provide feedback to help you improve."</p>"
},
{
"index": 50,
"heading": "H2: The future belongs to builders",
"text": "AI Builders are the fastest-growing career path in tech and the role every company is actively hiring for. They work across industries — in startups, Fortune 500s, and everything in between — using tools like Claude Code, Lovable, and Replit to go from idea to product faster than ever before.",
"words": 48,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (48 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p class=\"text-neutral-500 mb-4 last:mb-0 text-400_mobile md:text-400\">AI Builders are the fastest-growing career path in tech and the role every company is actively hiring for. They work across industries — in startups, Fortune 500s, and everything in between — using tools like Claude Code, Lovable, and Replit to go from idea to product faster than ever before.</p>"
},
{
"index": 54,
"heading": "H2: The future belongs to builders",
"text": "If you think strategically about products and want to use AI tools to build and ship them faster, you're on the AI Builder path. Product School's certifications are designed to meet you where you are — whether you're deepening existing PM expertise, adding product thinking to an engineering or design background, or making a career switch into the fastest-growing role in tech.",
"words": 61,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (61 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p class=\"text-neutral-500 mb-4 last:mb-0 text-400_mobile md:text-400\">If you think strategically about products and want to use AI tools to build and ship them faster, you're on the AI Builder path. Product School's certifications are designed to meet you where you are — whether you're deepening existing PM expertise, adding product thinking to an engineering or design background, or making a career switch into the fastest-growing role in tech.</p>"
},
{
"index": 57,
"heading": "H2: The future belongs to builders",
"text": "Where bootcamps teach you to write code, Product School teaches you to build products with AI: defining the strategy, choosing the right tools, and shipping outcomes that drive business results. Our focus is on the full product lifecycle — not just the technical layer.",
"words": 43,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (43 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p class=\"text-neutral-500 mb-4 last:mb-0 text-400_mobile md:text-400\">Where bootcamps teach you to write code, Product School teaches you to build products with AI: defining the strategy, choosing the right tools, and shipping outcomes that drive business results. Our focus is on the full product lifecycle — not just the technical layer.</p>"
},
{
"index": 58,
"heading": "H2: The future belongs to builders",
"text": "Our certifications are recognized by hiring managers across the industry, and our alumni community of 20,000+ certified professionals spans top companies worldwide. Small cohorts, live instruction, and real-world projects set Product School apart from any self-paced or code-heavy alternative.",
"words": 40,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (40 words; target 80-220)."
],
"html": "<p class=\"text-neutral-500 mb-4 last:mb-0 text-400_mobile md:text-400\">Our certifications are recognized by hiring managers across the industry, and our alumni community of 20,000+ certified professionals spans top companies worldwide. Small cohorts, live instruction, and real-world projects set Product School apart from any self-paced or code-heavy alternative.</p>"
},
{
"index": 79,
"heading": "H2: The future belongs to builders",
"text": "Designed to fit into your work schedule, our certifications are taught live online and have an intimate number of students per cohort. This ensures that you receive more interactive and personalized attention, 12 hours of live coaching from our instructors, and tailored feedback to meet your specific needs.",
"words": 48,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (48 words; target 80-220)."
],
"html": "<p class=\"text-neutral-500 mb-4 last:mb-0 text-400_mobile md:text-400\">Designed to fit into your work schedule, our certifications are taught live online and have an intimate number of students per cohort. This ensures that you receive more interactive and personalized attention, 12 hours of live coaching from our instructors, and tailored feedback to meet your specific needs.</p>"
},
{
"index": 93,
"heading": "H2: The future belongs to builders",
"text": "Upon completing our AI training, AI Builders gain a competitive edge in the job market, with companies actively seeking professionals who can design, build, and ship AI-powered products. You'll have the practical skills to launch and scale AI-driven solutions and a strong portfolio that demonstrates your ability to lead AI-first product teams. $15,045 is the average annual salary increase Product School alumni rep...",
"words": 68,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (68 words; target 80-220)."
],
"html": "<p class=\"text-neutral-500 mb-4 last:mb-0 text-400_mobile md:text-400\">Upon completing our AI training, AI Builders gain a competitive edge in the job market, with companies actively seeking professionals who can design, build, and ship AI-powered products. You'll have the practical skills to launch and scale AI-driven solutions and a strong portfolio that demonstrates your ability to lead AI-first product teams. $15,045 is the average annual salary increase Product School alumni re..."
},
{
"index": 97,
"heading": "H2: The future belongs to builders",
"text": "Unlimited Membership — Ten live certifications per year, free access to $10,000+ worth of AI tools, a ticket to ProductCon, on-demand content and alumni community access. Built for professionals who want to go all-in on their product career. Flexible payment plans available.",
"words": 42,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (42 words; target 80-220)."
],
"html": "<p class=\"text-neutral-500 mb-4 last:mb-0 text-400_mobile md:text-400\"><b>Unlimited Membership</b> — Ten live certifications per year, free access to $10,000+ worth of AI tools, a ticket to ProductCon, on-demand content and alumni community access. Built for professionals who want to go all-in on their product career. Flexible payment plans available.</p>"
},
{
"index": 100,
"heading": "H2: The future belongs to builders",
"text": "If you’re targeting one specific skill gap, a Single Certification is the most direct path. If you want structured annual development across two focus areas, Pro Membership gives you that without overcommitting. If you’re serious about staying ahead of AI in product management and want maximum access — certifications, events, tools, and community — Unlimited Membership is built for you.",
"words": 60,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (60 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p class=\"text-neutral-500 mb-4 last:mb-0 text-400_mobile md:text-400\">If you’re targeting one specific skill gap, a <b>Single Certification</b> is the most direct path. If you want structured annual development across two focus areas, <b>Pro Membership</b> gives you that without overcommitting. If you’re serious about staying ahead of AI in product management and want maximum access — certifications, events, tools, and community — <b>Unlimited Membership</b> is bu..."
}
],
"citableParagraphs": [
{
"index": 52,
"heading": "H2: The future belongs to builders",
"text": "Product School is the global leader in AI-first Product training, trusted by Fortune 500 companies and a community of 2M+ professionals worldwide. Based in Silicon Valley with 12+ years of experience, we specialize in turning product professionals into AI-native builders and leaders. Our live, small-cohort programs deliver industry-recognized certifications, expert-led coaching, and hands-on training that goes bey...",
"words": 81,
"hasEvidence": true,
"reasons": [],
"html": "<p class=\"text-neutral-500 mb-4 last:mb-0 text-400_mobile md:text-400\">Product School is the global leader in AI-first Product training, trusted by Fortune 500 companies and a community of 2M+ professionals worldwide. Based in Silicon Valley with 12+ years of experience, we specialize in turning product professionals into AI-native builders and leaders. Our live, small-cohort programs deliver industry-recognized certifications, expert-led coaching, and hands-on training that goes beyond theor..."
},
{
"index": 102,
"heading": "H2: The future belongs to builders",
"text": "Absolutely! We offer custom AI training programs tailored to your company’s specific needs. We begin with an AI maturity assessment to evaluate your team’s current AI capabilities and design a program aligned with your business goals. We ensure that the training is relevant to your workflows and scales with your team's needs, from fundamentals to advanced AI training. We can create a unique experience that meets y...",
"words": 103,
"hasEvidence": true,
"reasons": [],
"html": "<p class=\"text-neutral-500 mb-4 last:mb-0 text-400_mobile md:text-400\">Absolutely! We offer <b>custom AI training programs</b> tailored to your company’s specific needs. We begin with an <b>AI maturity assessment</b> to evaluate your team’s current AI capabilities and design a program aligned with your business goals. We ensure that the training is relevant to your workflows and scales with your team's needs, from fundamentals to advanced AI training. We can create a unique..."
}
],
"score": 75,
"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
26 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Answer block readiness
Score
65/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Answer block readiness scored 65/100 and needs improvement.
Evidence
{
"sectionCount": 28,
"passing": 2,
"failing": [
{
"heading": "Our instructors work at",
"headingHtml": "<h2 class=\"text-heading_600_mobile md:text-heading_600 font-bold text-balance text-primary-500\">Our instructors work at</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Product Management",
"headingHtml": "<h3 class=\"font-bold text-heading_300_mobile md:text-heading_400 transition-colors duration-200 text-primary-400 group-hover:text-light\"><span class=\"inline-flex flex-wrap items-center gap-2\"><span>Product Management</span></span></h3>",
"firstParagraph": "Master the core skills to build products customers love",
"paragraphHtml": "<p class=\"text-300 font-body transition-colors duration-200 text-neutral-500 group-hover:text-neutral-50\">Master the core skills to build products customers love</p>",
"words": 9,
"direct": false,
"issue": "First paragraph is 9 words and does not look like a concise direct answer."
},
{
"heading": "AI Product Management",
"headingHtml": "<h3 class=\"font-bold text-heading_300_mobile md:text-heading_400 transition-colors duration-200 text-primary-400 group-hover:text-light\"><span class=\"inline-flex flex-wrap items-center gap-2\"><span>AI Product Management</span></span></h3>",
"firstParagraph": "Bridge product management and AI to build AI-powered products that create real customer value",
"paragraphHtml": "<p class=\"text-300 font-body transition-colors duration-200 text-neutral-500 group-hover:text-neutral-50\">Bridge product management and AI to build AI-powered products that create real customer value</p>",
"words": 14,
"direct": false,
"issue": "First paragraph is 14 words and does not look like a concise direct answer."
},
{
"heading": "Claude CodeNew",
"headingHtml": "<h3 class=\"font-bold text-heading_300_mobile md:text-heading_400 transition-colors duration-200 text-primary-400 group-hover:text-light\"><span class=\"inline-flex flex-wrap items-center gap-2\"><span>Claude Code</span><span class=\"rounded-[4px] bg-primary-200 px-1.5 py-1 text-100 font-bold uppercase text-light\">New</span></span></h3>",
"firstParagraph": "Use the AI tool reshaping product work to prototype, analyze, and ship — before a ticket is written.",
"paragraphHtml": "<p class=\"text-300 font-body transition-colors duration-200 text-neutral-500 group-hover:text-neutral-50\">Use the AI tool reshaping product work to prototype, analyze, and ship — before a ticket is written.</p>",
"words": 17,
"direct": false,
"issue": "First paragraph is 17 words and does not look like a concise direct answer."
},
{
"heading": "Vibe CodingNew",
"headingHtml": "<h3 class=\"font-bold text-heading_300_mobile md:text-heading_400 transition-colors duration-200 text-primary-400 group-hover:text-light\"><span class=\"inline-flex flex-wrap items-center gap-2\"><span>Vibe Coding</span><span class=\"rounded-[4px] bg-primary-200 px-1.5 py-1 text-100 font-bold uppercase text-light\">New</span></span></h3>",
"firstParagraph": "Build end-to-end applications faster—without a technical background",
"paragraphHtml": "<p class=\"text-300 font-body transition-colors duration-200 text-neutral-500 group-hover:text-neutral-50\">Build end-to-end applications faster—without a technical background</p>",
"words": 8,
"direct": false,
"issue": "First paragraph is 8 words and does not look like a concise direct answer."
},
{
"heading": "AI Evals",
"headingHtml": "<h3 class=\"font-bold text-heading_300_mobile md:text-heading_400 transition-colors duration-200 text-primary-400 group-hover:text-light\"><span class=\"inline-flex flex-wrap items-center gap-2\"><span>AI Evals</span></span></h3>",
"firstParagraph": "Design evaluation pipelines for non-deterministic AI products to enable reliable deployment",
"paragraphHtml": "<p class=\"text-300 font-body transition-colors duration-200 text-neutral-500 group-hover:text-neutral-50\">Design evaluation pipelines for non-deterministic AI products to enable reliable deployment</p>",
"words": 11,
"direct": false,
"issue": "First paragraph is 11 words and does not look like a concise direct answer."
},
{
"heading": "Advanced AI Agents",
"headingHtml": "<h3 class=\"font-bold text-heading_300_mobile md:text-heading_400 transition-colors duration-200 text-primary-400 group-hover:text-light\"><span class=\"inline-flex flex-wrap items-center gap-2\"><span>Advanced AI Agents</span></span></h3>",
"firstParagraph": "Orchestrate multi-agent AI systems that reason, collaborate, and automate complex workflows",
"paragraphHtml": "<p class=\"text-300 font-body transition-colors duration-200 text-neutral-500 group-hover:text-neutral-50\">Orchestrate multi-agent AI systems that reason, collaborate, and automate complex workflows</p>",
"words": 11,
"direct": false,
"issue": "First paragraph is 11 words and does not look like a concise direct answer."
},
{
"heading": "Go-to-Market",
"headingHtml": "<h3 class=\"font-bold text-heading_300_mobile md:text-heading_400 transition-colors duration-200 text-primary-400 group-hover:text-light\"><span class=\"inline-flex flex-wrap items-center gap-2\"><span>Go-to-Market</span></span></h3>",
"firstParagraph": "Bring products to market with the right positioning and distribution to maximize customer adoption",
"paragraphHtml": "<p class=\"text-300 font-body transition-colors duration-200 text-neutral-500 group-hover:text-neutral-50\">Bring products to market with the right positioning and distribution to maximize customer adoption</p>",
"words": 14,
"direct": false,
"issue": "First paragraph is 14 words and does not look like a concise direct answer."
},
{
"heading": "Product Experimentation",
"headingHtml": "<h3 class=\"font-bold text-heading_300_mobile md:text-heading_400 transition-colors duration-200 text-primary-400 group-hover:text-light\"><span class=\"inline-flex flex-wrap items-center gap-2\"><span>Product Experimentation</span></span></h3>",
"firstParagraph": "Accelerate revenue growth through systematic, data-driven product experimentation",
"paragraphHtml": "<p class=\"text-300 font-body transition-colors duration-200 text-neutral-500 group-hover:text-neutral-50\">Accelerate revenue growth through systematic, data-driven product experimentation</p>",
"words": 8,
"direct": false,
"issue": "First paragraph is 8 words and does not look like a concise direct answer."
},
{
"heading": "Product Leadership",
"headingHtml": "<h3 class=\"font-bold text-heading_300_mobile md:text-heading_400 transition-colors duration-200 text-primary-400 group-hover:text-light\"><span class=\"inline-flex flex-wrap items-center gap-2\"><span>Product Leadership</span></span></h3>",
"firstParagraph": "Elevate your product strategy and decision-making by integrating AI-driven insights",
"paragraphHtml": "<p class=\"text-300 font-body transition-colors duration-200 text-neutral-500 group-hover:text-neutral-50\">Elevate your product strategy and decision-making by integrating AI-driven insights</p>",
"words": 10,
"direct": false,
"issue": "First paragraph is 10 words and does not look like a concise direct answer."
},
{
"heading": "AI Product StrategyNew",
"headingHtml": "<h3 class=\"font-bold text-heading_300_mobile md:text-heading_400 transition-colors duration-200 text-primary-400 group-hover:text-light\"><span class=\"inline-flex flex-wrap items-center gap-2\"><span>AI Product Strategy</span><span class=\"rounded-[4px] bg-primary-200 px-1.5 py-1 text-100 font-bold uppercase text-light\">New</span></span></h3>",
"firstParagraph": "Build AI product strategies that drive growth, efficiency, and market advantage.",
"paragraphHtml": "<p class=\"text-300 font-body transition-colors duration-200 text-neutral-500 group-hover:text-neutral-50\">Build AI product strategies that drive growth, efficiency, and market advantage.</p>",
"words": 11,
"direct": false,
"issue": "First paragraph is 11 words and does not look like a concise direct answer."
},
{
"heading": "A structured path to building confidently",
"headingHtml": "<h2 class=\"text-heading_600_mobile md:text-heading_600 max-w-4xl text-balance font-bold text-primary-500 text-left text-pretty\">A structured path
to building confidently</h2>",
"firstParagraph": "Unlike platforms with thousands of students, you get direct access to your instructor in a live setting with small class sizes.",
"paragraphHtml": "<p class=\"text-neutral-500 mb-2 last:mb-0 text-200\">Unlike platforms with thousands of students, you get direct access to your instructor in a live setting with small class sizes.</p>",
"words": 21,
"direct": false,
"issue": "First paragraph is 21 words and does not look like a concise direct answer."
},
{
"heading": "Partnerships that give our students the best tools",
"headingHtml": "<h2 class=\"text-heading_600_mobile md:text-heading_600 font-bold text-balance text-primary-500\">Partnerships that give our students the best tools</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Learn from product leaders actually shipping",
"headingHtml": "<h2 class=\"text-heading_600_mobile md:text-heading_600 font-bold text-balance text-primary-500\">Learn from product leaders actually shipping</h2>",
"firstParagraph": "What's trending right now",
"paragraphHtml": "<p class=\"mb-6 text-heading_eyebrow_mobile font-bold uppercase md:text-heading_eyebrow text-neutral-300\">What's trending right now</p>",
"words": 4,
"direct": false,
"issue": "First paragraph is 4 words and does not look like a concise direct answer."
},
{
"heading": "Claude Code for Product Managers",
"headingHtml": "<h2 class=\"text-heading_600_mobile md:text-heading_600 font-bold text-balance text-primary-500\">Claude Code for Product Managers</h2>",
"firstParagraph": "An advanced course for PMs who want to build with Claude Code, not just talk about it.",
"paragraphHtml": "<p class=\"text-neutral-500 mb-4 last:mb-0 text-400_mobile md:text-400\">An advanced course for PMs who want to build with Claude Code, not just talk about it.</p>",
"words": 17,
"direct": false,
"issue": "First paragraph is 17 words and does not look like a concise direct answer."
},
{
"heading": "Hear it from our alumni",
"headingHtml": "<h2 class=\"text-heading_600_mobile md:text-heading_600 max-w-4xl text-balance font-bold text-primary-500 text-left text-pretty\">Hear it from our alumni</h2>",
"firstParagraph": "\"The biggest shift was getting comfortable turning rough ideas into working prototypes — actually shipping things, not just planning them.\"",
"paragraphHtml": "<p class=\"text-pretty text-300 text-neutral-400\">"The biggest shift was getting comfortable turning rough ideas into working prototypes — actually shipping things, not just planning them."</p>",
"words": 19,
"direct": false,
"issue": "First paragraph is 19 words and does not look like a concise direct answer."
},
{
"heading": "Vikrant Shukla",
"headingHtml": "<h3 class=\"text-heading_200 text-primary-500\">Vikrant Shukla</h3>",
"firstParagraph": "Sr Product Manager at Salesforce",
"paragraphHtml": "<p class=\"text-300 text-pretty mt-0.5 text-neutral-400\">Sr Product Manager at Salesforce</p>",
"words": 5,
"direct": false,
"issue": "First paragraph is 5 words and does not look like a concise direct answer."
},
{
"heading": "Debolina Das",
"headingHtml": "<h3 class=\"text-heading_200 text-primary-500\">Debolina Das</h3>",
"firstParagraph": "Sr Product Manager at Amazon",
"paragraphHtml": "<p class=\"text-300 text-pretty mt-0.5 text-neutral-400\">Sr Product Manager at Amazon</p>",
"words": 5,
"direct": false,
"issue": "First paragraph is 5 words and does not look like a concise direct answer."
},
{
"heading": "Jenny Kan",
"headingHtml": "<h3 class=\"text-heading_200 text-primary-500\">Jenny Kan</h3>",
"firstParagraph": "Product Strategy Lead at ServiceNow",
"paragraphHtml": "<p class=\"text-300 text-pretty mt-0.5 text-neutral-400\">Product Strategy Lead at ServiceNow</p>",
"words": 5,
"direct": false,
"issue": "First paragraph is 5 words and does not look like a concise direct answer."
},
{
"heading": "Deepak Ravi",
"headingHtml": "<h3 class=\"text-heading_200 text-primary-500\">Deepak Ravi</h3>",
"firstParagraph": "Product Manager, AI & Data at New York Life",
"paragraphHtml": "<p class=\"text-300 text-pretty mt-0.5 text-neutral-400\">Product Manager, AI & Data at New York Life</p>",
"words": 8,
"direct": false,
"issue": "First paragraph is 8 words and does not look like a concise direct answer."
},
{
"heading": "Shilpi Verma",
"headingHtml": "<h3 class=\"text-heading_200 text-primary-500\">Shilpi Verma</h3>",
"firstParagraph": "Product Lead at Google",
"paragraphHtml": "<p class=\"text-300 text-pretty mt-0.5 text-neutral-400\">Product Lead at Google</p>",
"words": 4,
"direct": false,
"issue": "First paragraph is 4 words and does not look like a concise direct answer."
},
{
"heading": "Josh Gray",
"headingHtml": "<h3 class=\"text-heading_200 text-primary-500\">Josh Gray</h3>",
"firstParagraph": "Global Monetization Product at Tiktok",
"paragraphHtml": "<p class=\"text-300 text-pretty mt-0.5 text-neutral-400\">Global Monetization Product at Tiktok</p>",
"words": 5,
"direct": false,
"issue": "First paragraph is 5 words and does not look like a concise direct answer."
},
{
"heading": "Paulina Mwangi",
"headingHtml": "<h3 class=\"text-heading_200 text-primary-500\">Paulina Mwangi</h3>",
"firstParagraph": "Sr Director of Product at Salesforce",
"paragraphHtml": "<p class=\"text-300 text-pretty mt-0.5 text-neutral-400\">Sr Director of Product at Salesforce</p>",
"words": 6,
"direct": false,
"issue": "First paragraph is 6 words and does not look like a concise direct answer."
},
{
"heading": "Medha Ghatikesh",
"headingHtml": "<h3 class=\"text-heading_200 text-primary-500\">Medha Ghatikesh</h3>",
"firstParagraph": "Product Manager at Meta",
"paragraphHtml": "<p class=\"text-300 text-pretty mt-0.5 text-neutral-400\">Product Manager at Meta</p>",
"words": 4,
"direct": false,
"issue": "First paragraph is 4 words and does not look like a concise direct answer."
},
{
"heading": "A decade of product expertise. Now focused on what's next.",
"headingHtml": "<h2 class=\"text-heading_600_mobile md:text-heading_600 max-w-4xl text-balance font-bold text-primary-500 text-center mx-auto text-balance\">A decade of product expertise. Now focused on what's next.</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "The future belongs to builders",
"headingHtml": "<h2 class=\"text-heading_600_mobile md:text-heading_600 max-w-4xl text-balance font-bold text-primary-500 text-center mx-auto text-balance\">The future belongs to builders</h2>",
"firstParagraph": "Pick your first course. Start building this month.",
"paragraphHtml": "<p class=\"text-neutral-500 mb-4 last:mb-0 text-400_mobile md:text-400\">Pick your first course. Start building this month.</p>",
"words": 8,
"direct": false,
"issue": "First paragraph is 8 words and does not look like a concise direct answer."
}
],
"score": 65,
"weight": 8
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Entity and definition clarity
AEO: Entity and definition clarity scored 85/100 and needs improvement.
1 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Entity and definition clarity
AEO: Entity and definition clarity scored 85/100 and needs improvement.
Needs attention
AEO: Entity and definition clarity
Issue
Entity or definition gaps: become, builder, managers.
Details
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Entity and definition clarity
Score
85/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Entity and definition clarity scored 85/100 and needs improvement.
Evidence
{
"title": "Become an AI Builder | AI Courses for Product Managers",
"h1": "Become an AI builder",
"description": "Advanced AI courses taught live by product leaders from the world's top companies. Learn the skills to build and ship products faster with AI",
"topicOverlap": 0.4,
"definitionCount": 24,
"topicTerms": [
"become",
"builder",
"courses",
"product",
"managers"
],
"descriptionTerms": [
"advanced",
"courses",
"taught",
"live",
"product",
"leaders",
"world",
"top",
"companies",
"learn",
"skills",
"build",
"ship",
"products",
"faster"
],
"missingFromDescription": [
"become",
"builder",
"managers"
],
"score": 85,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer intent coverage
AEO: Answer intent coverage scored 70/100 and needs improvement.
1 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer intent coverage
AEO: Answer intent coverage scored 70/100 and needs improvement.
Needs attention
AEO: Answer intent coverage
Issue
Missing likely AI Overview intent sections: how, 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": "Our instructors work at",
"html": "<h2 class=\"text-heading_600_mobile md:text-heading_600 font-bold text-balance text-primary-500\">Our instructors work at</h2>"
},
{
"text": "Building is the new product skill",
"html": "<h2 class=\"text-heading_600_mobile md:text-heading_600 max-w-4xl text-balance font-bold text-primary-500 text-left text-pretty\">Building is the new product skill</h2>"
},
{
"text": "Your AI Builder curriculum",
"html": "<h2 class=\"text-heading_600_mobile md:text-heading_600 max-w-4xl text-balance font-bold text-primary-500 text-left text-pretty\">Your AI Builder curriculum</h2>"
},
{
"text": "A structured path to building confidently",
"html": "<h2 class=\"text-heading_600_mobile md:text-heading_600 max-w-4xl text-balance font-bold text-primary-500 text-left text-pretty\">A structured path
to building confidently</h2>"
},
{
"text": "Partnerships that give our students the best tools",
"html": "<h2 class=\"text-heading_600_mobile md:text-heading_600 font-bold text-balance text-primary-500\">Partnerships that give our students the best tools</h2>"
},
{
"text": "Learn from product leaders actually shipping",
"html": "<h2 class=\"text-heading_600_mobile md:text-heading_600 font-bold text-balance text-primary-500\">Learn from product leaders actually shipping</h2>"
},
{
"text": "Claude Code for Product Managers",
"html": "<h2 class=\"text-heading_600_mobile md:text-heading_600 font-bold text-balance text-primary-500\">Claude Code for Product Managers</h2>"
},
{
"text": "Hear it from our alumni",
"html": "<h2 class=\"text-heading_600_mobile md:text-heading_600 max-w-4xl text-balance font-bold text-primary-500 text-left text-pretty\">Hear it from our alumni</h2>"
},
{
"text": "A decade of product expertise. Now focused on what's next.",
"html": "<h2 class=\"text-heading_600_mobile md:text-heading_600 max-w-4xl text-balance font-bold text-primary-500 text-center mx-auto text-balance\">A decade of product expertise. Now focused on what's next.</h2>"
},
{
"text": "The future belongs to builders",
"html": "<h2 class=\"text-heading_600_mobile md:text-heading_600 max-w-4xl text-balance font-bold text-primary-500 text-center mx-auto text-balance\">The future belongs to builders</h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is Become an AI Builder?",
"pattern": {}
},
{
"id": "how",
"label": "How does Become an AI Builder work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Become an AI Builder?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Become an AI Builder free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Become an AI Builder compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "how",
"label": "How does Become an AI Builder work?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Become an AI Builder free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Become an AI Builder compare with alternatives?",
"pattern": {}
}
],
"score": 70,
"weight": 8
}Agent Ease of UseAPIEmerging recommendation
AI context endpoint
AI context endpoint is informational for this page.
Informational
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": 628921
},
{
"path": "/api/context",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 628914
},
{
"path": "/context",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 317156
}
]
},
"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, 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": "Our instructors work at",
"html": "<h2 class=\"text-heading_600_mobile md:text-heading_600 font-bold text-balance text-primary-500\">Our instructors work at</h2>"
},
{
"text": "Building is the new product skill",
"html": "<h2 class=\"text-heading_600_mobile md:text-heading_600 max-w-4xl text-balance font-bold text-primary-500 text-left text-pretty\">Building is the new product skill</h2>"
},
{
"text": "Your AI Builder curriculum",
"html": "<h2 class=\"text-heading_600_mobile md:text-heading_600 max-w-4xl text-balance font-bold text-primary-500 text-left text-pretty\">Your AI Builder curriculum</h2>"
},
{
"text": "A structured path to building confidently",
"html": "<h2 class=\"text-heading_600_mobile md:text-heading_600 max-w-4xl text-balance font-bold text-primary-500 text-left text-pretty\">A structured path
to building confidently</h2>"
},
{
"text": "Partnerships that give our students the best tools",
"html": "<h2 class=\"text-heading_600_mobile md:text-heading_600 font-bold text-balance text-primary-500\">Partnerships that give our students the best tools</h2>"
},
{
"text": "Learn from product leaders actually shipping",
"html": "<h2 class=\"text-heading_600_mobile md:text-heading_600 font-bold text-balance text-primary-500\">Learn from product leaders actually shipping</h2>"
},
{
"text": "Claude Code for Product Managers",
"html": "<h2 class=\"text-heading_600_mobile md:text-heading_600 font-bold text-balance text-primary-500\">Claude Code for Product Managers</h2>"
},
{
"text": "Hear it from our alumni",
"html": "<h2 class=\"text-heading_600_mobile md:text-heading_600 max-w-4xl text-balance font-bold text-primary-500 text-left text-pretty\">Hear it from our alumni</h2>"
},
{
"text": "A decade of product expertise. Now focused on what's next.",
"html": "<h2 class=\"text-heading_600_mobile md:text-heading_600 max-w-4xl text-balance font-bold text-primary-500 text-center mx-auto text-balance\">A decade of product expertise. Now focused on what's next.</h2>"
},
{
"text": "The future belongs to builders",
"html": "<h2 class=\"text-heading_600_mobile md:text-heading_600 max-w-4xl text-balance font-bold text-primary-500 text-center mx-auto text-balance\">The future belongs to builders</h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is Become an AI Builder?",
"pattern": {}
},
{
"id": "how",
"label": "How does Become an AI Builder work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Become an AI Builder?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Become an AI Builder free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Become an AI Builder compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "how",
"label": "How does Become an AI Builder work?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Become an AI Builder free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Become an AI Builder 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 AccessibilityBest PracticesBrowser audit
Browser errors were logged to the console
100 Fail
Performance and AccessibilityBest PracticesBrowser audit
Browser errors were logged to the console
Check name
Browser errors were logged to the console
Score
0/100
Status
fail
Device
desktop
Category
Best Practices
Fix guidance
Errors logged to the console indicate unresolved problems. They can come from network request failures and other browser concerns. [Learn more about this errors in console diagnostic audit](https://developer.chrome.com/docs/lighthouse/best-practices/errors-in-console/)
Evidence
{
"description": "Errors logged to the console indicate unresolved problems. They can come from network request failures and other browser concerns. [Learn more about this errors in console diagnostic audit](https://developer.chrome.com/docs/lighthouse/best-practices/errors-in-console/)"
}SEOSEOBrowser audit
Links 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
1 link found
Fix guidance
Descriptive link text helps search engines understand your content. [Learn how to make links more accessible](https://developer.chrome.com/docs/lighthouse/seo/link-text/).
Evidence
{
"displayValue": "1 link found",
"description": "Descriptive link text helps search engines understand your content. [Learn how to make links more accessible](https://developer.chrome.com/docs/lighthouse/seo/link-text/)."
}Performance and AccessibilityPerformanceBrowser audit
LCP request discovery
14 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
Network dependency tree
14 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
Avoid enormous network payloads
7 Warning
Performance and AccessibilityPerformanceBrowser audit
Avoid enormous network payloads
Check name
Avoid enormous network payloads
Score
50/100
Status
warning
Device
desktop
Category
Performance
Estimated savings
Total size was 3,366Â KiB
Fix guidance
Large network payloads cost users real money and are highly correlated with long load times. [Learn how to reduce payload sizes](https://developer.chrome.com/docs/lighthouse/performance/total-byte-weight/).
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Total size was 3,366Â KiB",
"description": "Large network payloads cost users real money and are highly correlated with long load times. [Learn how to reduce payload sizes](https://developer.chrome.com/docs/lighthouse/performance/total-byte-weight/).",
"numericValue": 3446567
}Performance and AccessibilityPerformanceBrowser audit
Duplicated JavaScript
7 Warning
Performance and AccessibilityPerformanceBrowser audit
Duplicated JavaScript
Check name
Duplicated JavaScript
Score
50/100
Status
warning
Device
desktop
Category
Performance
Estimated savings
Est savings of 5Â KiB
Fix guidance
Remove large, [duplicate JavaScript modules](https://developer.chrome.com/docs/performance/insights/duplicated-javascript) from bundles to reduce unnecessary bytes consumed by network activity.
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 5Â KiB",
"description": "Remove large, [duplicate JavaScript modules](https://developer.chrome.com/docs/performance/insights/duplicated-javascript) from bundles to reduce unnecessary bytes consumed by network activity."
}Performance and AccessibilityPerformanceBrowser audit
Improve image delivery
7 Warning
Performance and AccessibilityPerformanceBrowser audit
Improve image delivery
Check name
Improve image delivery
Score
50/100
Status
warning
Device
desktop
Category
Performance
Estimated savings
Est savings of 238Â KiB
Fix guidance
Reducing the download time of images can improve the perceived load time of the page and LCP. [Learn more about optimizing image size](https://developer.chrome.com/docs/performance/insights/image-delivery)
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 238Â KiB",
"description": "Reducing the download time of images can improve the perceived load time of the page and LCP. [Learn more about optimizing image size](https://developer.chrome.com/docs/performance/insights/image-delivery)"
}Performance and AccessibilityPerformanceBrowser audit
Use efficient cache lifetimes
7 Warning
Performance and AccessibilityPerformanceBrowser audit
Use efficient cache lifetimes
Check name
Use efficient cache lifetimes
Score
50/100
Status
warning
Device
desktop
Category
Performance
Estimated savings
Est savings of 86Â 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 86Â 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
6 Fail
Performance and AccessibilityPerformanceBrowser audit
Loading performance
Check name
Loading performance
Score
57/100
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": "server-response-time",
"title": "Initial server response time was short",
"score": 100,
"displayValue": "Root document took 430Â ms",
"numericValue": 432
},
{
"id": "interactive",
"title": "Time to Interactive",
"score": 65,
"displayValue": "3.7Â s",
"numericValue": 3722.8716461402296
},
{
"id": "network-rtt",
"title": "Network Round Trip Times",
"score": 100,
"displayValue": "10Â ms",
"numericValue": 11.231729999999999
},
{
"id": "speed-index",
"title": "Speed Index",
"score": 31,
"displayValue": "2.8Â s",
"numericValue": 2837.2525133673553
},
{
"id": "max-potential-fid",
"title": "Max Potential First Input Delay",
"score": 22,
"displayValue": "370Â ms",
"numericValue": 369
},
{
"id": "total-blocking-time",
"title": "Total Blocking Time",
"score": 8,
"displayValue": "880Â ms",
"numericValue": 877.9990783273618
},
{
"id": "first-contentful-paint",
"title": "First Contentful Paint",
"score": 95,
"displayValue": "0.8Â s",
"numericValue": 794.3317698422148
},
{
"id": "largest-contentful-paint",
"title": "Largest Contentful Paint",
"score": 32,
"displayValue": "3.1Â s",
"numericValue": 3086.5171167775534
}
]
}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 |
|---|---|---|---|
| 48/100 | Level 2, Agent-Limited | Current report |