Export Report
OVERALL SCORE
Level 3, Bot-Aware
- AI Discoverability 50 out of 100
- Agent Ease of Use 6 out of 100
- Security & Trust 20 out of 100
- GEO, AIO and AEO 80 out of 100
- SEO 92 out of 100
- Performance and Accessibility 94 out of 100
What AI sees of your website
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| Metric | Score | Status | Passed | Failed | Warning | Evidence |
|---|---|---|---|---|---|---|
| AI Discoverability | 50 | Needs work | 8 | 14 | 1 | View details |
| Discoverability | 67 | Needs work | 5 | 4 | 0 | View details |
| Content Readiness | 46 | Priority fix | 2 | 7 | 1 | View details |
| Bot Access Control | 33 | Priority fix | 1 | 3 | 0 | View details |
| Agent Ease of Use | 6 | Priority fix | 4 | 29 | 3 | View details |
| API | 0 | Priority fix | 0 | 6 | 0 | View details |
| Auth | Not Applicable | Not Applicable | 0 | 7 | 0 | View details |
| MCP | 13 | Priority fix | 0 | 6 | 2 | View details |
| Skill Discovery | 5 | Priority fix | 0 | 10 | 1 | View details |
| Agent Commerce | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| GEO, AIO and AEO | 80 | Mostly ready | 6 | 0 | 14 | |
| GEO Readiness | 86 | Mostly ready | 2 | 0 | 4 | |
| AIO Readiness | 85 | Mostly ready | 3 | 0 | 4 | |
| AEO Readiness | 71 | Needs work | 1 | 0 | 6 | |
| SEO | 92 | Strong | 10 | 1 | 0 | View details |
| SEO | 92 | Strong | 10 | 1 | 0 | View details |
| Security & Trust | 20 | Priority fix | 5 | 4 | 0 | View details |
| Security & Trust | 20 | Priority fix | 1 | 4 | 0 | View details |
| AI Training Exposure | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| Performance and Accessibility | 94 | Strong | 21 | 5 | 0 | View details |
| Performance | 90 | Strong | 15 | 5 | 0 | View details |
| Accessibility | 100 | 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>\n<html data-n-head-ssr lang=\"en\" data-n-head=\"%7B%22lang%22:%7B%22ssr%22:%22en%22%7D%7D\">\n <head >\n <meta data-n-head=\"ssr\" charset=\"utf-8\"><meta data-n-head=\"ssr\" name=\"viewport\" content=\"width=device-width, initial-scale=1, maximum-scale=1\"><meta data-n-head=\"ssr\" name=\"og:locale\" content=\"en_US\"><meta data-n-head=\"ssr\" name=\"og:type\" content=\"website\"><meta data-n-head=\"ssr\" name=\"og:site_name\" content=\"Forrester\"><meta data-n-head=\"ssr\" data-hid=\"og:image\" name=\"image\" property=\"og:image\" content=\"https://go.forrester.com/wp-content/uploads/2020/03/FMK_FORR_GenericSocialImage_200323.jpg\"><meta data-n-head=\"ssr\" name=\"twitter:site\" content=\"@forrester\"><meta data-n-head=\"ssr\" name=\"twitter:card\" content=\"summary_large_image\"><meta data-n-head=\"ssr\" data-hid=\"twitter:i"
},
"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
}AI DiscoverabilityDiscoverabilityEstablished
High-value schema types
High-value schema types is missing or incomplete.
50 Fail
AI DiscoverabilityDiscoverabilityEstablished
High-value schema types
High-value schema types is missing or incomplete.
Needs attention
High-value schema types
Issue
No high-value schema types (e.g. Article, Product, Service) were found.
Why it matters
High-value schema types tell agents whether a page is an article, product, event, service, or other actionable content type.
Check name
High-value schema types
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Use schema types that describe the page's primary content or offering.
Result
High-value schema types is missing or incomplete.
Evidence
{
"found": [],
"expected": [
"Article",
"BlogPosting",
"NewsArticle",
"Product",
"SoftwareApplication",
"FAQPage",
"LocalBusiness",
"VideoObject",
"HowTo",
"Event",
"Course",
"Review",
"Service"
],
"allTypes": [
"BreadcrumbList",
"Organization",
"WebPage",
"WebSite"
]
}AI DiscoverabilityDiscoverabilityEstablished
Link headers
Link headers failed at "Find useful Link headers".
50 Fail
AI DiscoverabilityDiscoverabilityEstablished
Link headers
Link headers failed at "Find useful Link headers".
Needs attention
Link headers
Issue
No useful agent discovery Link headers were found.
Why it matters
Link headers let automated clients discover API catalogs, documentation, and machine-readable alternates without parsing page markup first.
Check name
Link headers
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Include Link response headers for agent discovery using RFC 8288.
Result
Link headers failed at "Find useful Link headers".
Validation steps
Find useful Link headers
No useful agent discovery Link headers were found.
Fetch same-origin Link header targets
Link headers did not expose any same-origin targets to validate.
Evidence
{
"failedStep": "presence",
"steps": [
{
"id": "presence",
"title": "Find useful Link headers",
"status": "fail",
"evidence": {
"links": [
{
"url": "https://go.forrester.com/wp-json/",
"rel": "https://api.w.org/",
"type": "application/json"
}
]
},
"issue": "No useful agent discovery Link headers were found.",
"howToFix": "Expose useful Link headers such as rel=\"api-catalog\", rel=\"service-doc\", and rel=\"service-desc\"."
},
{
"id": "target-validation",
"title": "Fetch same-origin Link header targets",
"status": "fail",
"evidence": {
"checked": [],
"failures": [
{
"reason": "No same-origin Link header targets were available to fetch."
}
]
},
"issue": "Link headers did not expose any same-origin targets to validate.",
"howToFix": "Make each same-origin Link href reachable and serve the advertised media type."
}
]
}Agent Ease of UseAPIEstablished
OpenAPI discovery
OpenAPI discovery failed at "Find valid OpenAPI document".
50 Fail
Agent Ease of UseAPIEstablished
OpenAPI discovery
OpenAPI discovery failed at "Find valid OpenAPI document".
Needs attention
OpenAPI discovery
Issue
OpenAPI JSON document did not match the expected shape. unsupported version: ; missing info.title; missing info.version; no paths defined; no operations defined.
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 JSON document did not match the expected shape. unsupported version: ; missing info.title; missing info.version; no paths defined; no operations defined.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Find valid OpenAPI document",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/openapi.json",
"statusCode": 404,
"contentType": "application/json",
"valid": false,
"issue": "OpenAPI JSON document did not match the expected shape. unsupported version: ; missing info.title; missing info.version; no paths defined; no operations defined.",
"compatibleContentType": true,
"format": "json",
"version": "",
"pathCount": 0,
"operationCount": 0,
"operationWarnings": [
{
"field": "servers",
"issue": "No servers array declared."
},
{
"field": "components.securitySchemes",
"issue": "No security schemes or explicit no-auth declaration."
}
],
"hasServers": false,
"hasSecuritySchemes": false,
"hasExplicitNoAuth": false,
"rawExcerpt": "{}"
},
{
"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>\n<html data-n-head-ssr lang=\"en\" data-n-head=\"%7B%22lang%22:%7B%22ssr%22:%22en%22%7D%7D\">\n <head >\n <meta data-n-head=\"ssr\" charset=\"utf-8\"><meta data-n-head=\"ssr\" name=\"viewport\" content=\"width=device-width, initial-scale=1, maximum-scale=1\"><meta data-n-head=\"ssr\" name=\"og:locale\" content=\"en_US\"><meta data-n-head=\"ssr\" name=\"og:type\" content=\"website\"><meta data-n-head=\"ssr\" name=\"og:site_name\" content=\"Forrester\"><meta data-n-head=\"ssr\" data-hid=\"og:image\" name=\"image\" property=\"og:image\" content=\"https://go.forrester.com/wp-content/uploads/2020/03/FMK_FORR_GenericSocialImage_200323.jpg\"><meta data-n-head=\"ssr\" name=\"twitter:site\" content=\"@forrester\"><meta data-n-head=\"ssr\" name=\"twitter:card\" content=\"summary_large_image\"><meta data-n-head=\"ssr\" data-hid=\"twitter:i"
},
{
"path": "/swagger.json",
"statusCode": 404,
"contentType": "application/json",
"valid": false,
"issue": "OpenAPI JSON document did not match the expected shape. unsupported version: ; missing info.title; missing info.version; no paths defined; no operations defined.",
"compatibleContentType": true,
"format": "json",
"version": "",
"pathCount": 0,
"operationCount": 0,
"operationWarnings": [
{
"field": "servers",
"issue": "No servers array declared."
},
{
"field": "components.securitySchemes",
"issue": "No security schemes or explicit no-auth declaration."
}
],
"hasServers": false,
"hasSecuritySchemes": false,
"hasExplicitNoAuth": false,
"rawExcerpt": "{}"
},
{
"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>\n<html data-n-head-ssr lang=\"en\" data-n-head=\"%7B%22lang%22:%7B%22ssr%22:%22en%22%7D%7D\">\n <head >\n <meta data-n-head=\"ssr\" charset=\"utf-8\"><meta data-n-head=\"ssr\" name=\"viewport\" content=\"width=device-width, initial-scale=1, maximum-scale=1\"><meta data-n-head=\"ssr\" name=\"og:locale\" content=\"en_US\"><meta data-n-head=\"ssr\" name=\"og:type\" content=\"website\"><meta data-n-head=\"ssr\" name=\"og:site_name\" content=\"Forrester\"><meta data-n-head=\"ssr\" data-hid=\"og:image\" name=\"image\" property=\"og:image\" content=\"https://go.forrester.com/wp-content/uploads/2020/03/FMK_FORR_GenericSocialImage_200323.jpg\"><meta data-n-head=\"ssr\" name=\"twitter:site\" content=\"@forrester\"><meta data-n-head=\"ssr\" name=\"twitter:card\" content=\"summary_large_image\"><meta data-n-head=\"ssr\" data-hid=\"twitter:i"
},
{
"path": "/api/openapi.json",
"statusCode": 403,
"contentType": "application/json",
"valid": false,
"issue": "OpenAPI JSON document did not match the expected shape. unsupported version: ; missing info.title; missing info.version; no paths defined; no operations defined.",
"compatibleContentType": true,
"format": "json",
"version": "",
"pathCount": 0,
"operationCount": 0,
"operationWarnings": [
{
"field": "servers",
"issue": "No servers array declared."
},
{
"field": "components.securitySchemes",
"issue": "No security schemes or explicit no-auth declaration."
}
],
"hasServers": false,
"hasSecuritySchemes": false,
"hasExplicitNoAuth": false,
"rawExcerpt": "{\"message\":\"Missing Authentication Token\"}"
},
{
"path": "/api/swagger.json",
"statusCode": 403,
"contentType": "application/json",
"valid": false,
"issue": "OpenAPI JSON document did not match the expected shape. unsupported version: ; missing info.title; missing info.version; no paths defined; no operations defined.",
"compatibleContentType": true,
"format": "json",
"version": "",
"pathCount": 0,
"operationCount": 0,
"operationWarnings": [
{
"field": "servers",
"issue": "No servers array declared."
},
{
"field": "components.securitySchemes",
"issue": "No security schemes or explicit no-auth declaration."
}
],
"hasServers": false,
"hasSecuritySchemes": false,
"hasExplicitNoAuth": false,
"rawExcerpt": "{\"message\":\"Missing Authentication Token\"}"
},
{
"path": "/docs/openapi.json",
"statusCode": 404,
"contentType": "application/json",
"valid": false,
"issue": "OpenAPI JSON document did not match the expected shape. unsupported version: ; missing info.title; missing info.version; no paths defined; no operations defined.",
"compatibleContentType": true,
"format": "json",
"version": "",
"pathCount": 0,
"operationCount": 0,
"operationWarnings": [
{
"field": "servers",
"issue": "No servers array declared."
},
{
"field": "components.securitySchemes",
"issue": "No security schemes or explicit no-auth declaration."
}
],
"hasServers": false,
"hasSecuritySchemes": false,
"hasExplicitNoAuth": false,
"rawExcerpt": "{}"
}
]
},
"issue": "OpenAPI JSON document did not match the expected shape. unsupported version: ; missing info.title; missing info.version; no paths defined; no operations defined.",
"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": 474253
}
]
},
"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."
}
]
}Security & TrustSecurity & TrustEstablished
Content-Security-Policy
Content-Security-Policy is missing or incomplete.
25 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": null
}Security & TrustSecurity & TrustEstablished
Frame protection
Frame protection is missing or incomplete.
25 Fail
Security & TrustSecurity & TrustEstablished
Frame protection
Frame protection is missing or incomplete.
Needs attention
Frame protection
Issue
Frame protection is missing or incomplete.
Why it matters
Frame protection blocks hostile sites from embedding pages in deceptive frames, reducing clickjacking risk.
Check name
Frame protection
Score
0/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Prevent unwanted framing with X-Frame-Options or CSP frame-ancestors.
Result
Frame protection is missing or incomplete.
Evidence
{
"xFrameOptions": null,
"validXFrame": false,
"contentSecurityPolicy": null,
"cspFrameAncestors": false
}AI DiscoverabilityContent ReadinessEmerging recommendation
llms.txt
llms.txt failed at "Fetch to find resource".
25 Fail
AI DiscoverabilityContent ReadinessEmerging recommendation
llms.txt
llms.txt failed at "Fetch to find resource".
Needs attention
llms.txt
Issue
llms.txt was not found at the expected path.
Why it matters
llms.txt gives language-model clients a concise, curated summary of important site context and links before they crawl broadly.
Check name
llms.txt
Score
0/100
Status
fail
Category
Content Readiness
Maturity
Emerging recommendation
Goal
Publish llms.txt to summarize agent-readable site guidance.
Result
llms.txt failed at "Fetch to find resource".
Validation steps
Fetch to find resource
llms.txt was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/llms.txt",
"statusCode": 404,
"contentType": "text/plain",
"length": 0
},
{
"path": "/llms-full.txt",
"statusCode": 404,
"contentType": "text/plain",
"length": 0
}
]
},
"issue": "llms.txt was not found at the expected path.",
"howToFix": "Publish /llms.txt as Markdown with a clear title, concise site summary, and useful links for agents."
}
]
}AI DiscoverabilityContent ReadinessEstablished
Markdown negotiation
Markdown negotiation failed at "Markdown content type".
25 Fail
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 "Accept-Encoding,Origin,Cookie".
Structured Markdown body
Markdown response is missing a heading.
Evidence
{
"failedStep": "content-type",
"steps": [
{
"id": "content-type",
"title": "Markdown content type",
"status": "fail",
"evidence": {
"statusCode": 200,
"contentType": "text/html; charset=UTF-8"
},
"issue": "Content-Type \"text/html; charset=UTF-8\" does not indicate Markdown when requested with Accept: text/markdown.",
"howToFix": "Return Content-Type: text/markdown; charset=utf-8 for requests with Accept: text/markdown."
},
{
"id": "vary-accept",
"title": "Vary: Accept header",
"status": "fail",
"evidence": {
"vary": "Accept-Encoding,Origin,Cookie"
},
"issue": "Markdown negotiation is missing Vary: Accept; current Vary header is \"Accept-Encoding,Origin,Cookie\".",
"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": 20259,
"excerpt": "<!DOCTYPE html>\n<html lang=\"en-US\">\n<head>\n\t<meta charset=\"UTF-8\">\n\t<meta name=\"viewport\" content=\"width=device-width, initial-scale=1, shrink-to-fit=no\">\n\t<script type=\"text/javascript\" src=\"/ruxitagentjs_ICANVfqru_10337260526121002.js\" da",
"issue": "Markdown response is missing a heading."
},
"issue": "Markdown response is missing a heading.",
"howToFix": "Return Markdown with at least one heading and substantive page content, including useful links or instructions for agents."
}
]
}Agent Ease of UseMCPEmerging recommendation
MCP Server Card
MCP Server Card failed at "Fetch to find resource".
25 Fail
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": "application/json",
"length": 2
},
{
"path": "/.well-known/mcp/server-cards.json",
"statusCode": 404,
"contentType": "application/json",
"length": 2
},
{
"path": "/.well-known/mcp.json",
"statusCode": 404,
"contentType": "application/json",
"length": 2
}
]
},
"issue": "MCP Server Card was not found at the expected path.",
"howToFix": "Publish an MCP server card with valid transports and make each advertised local endpoint answer an MCP initialize request."
}
]
}Agent Ease of UseMCPEmerging recommendation
mcp.json
mcp.json failed at "Fetch to find resource".
25 Fail
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": "application/json",
"length": 2
},
{
"path": "/.well-known/mcp.json",
"statusCode": 404,
"contentType": "application/json",
"length": 2
},
{
"path": "/.well-known/mcp/server-card.json",
"statusCode": 404,
"contentType": "application/json",
"length": 2
}
]
},
"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.
25 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.
25 Fail
AI DiscoverabilityContent ReadinessEstablished
Semantic HTML
Semantic HTML is missing or incomplete.
Needs attention
Semantic HTML
Issue
Semantic HTML is incomplete: 0/3 applicable form inputs have autocomplete attributes (3 missing).
Details
Why it matters
Semantic HTML gives browsers, assistive technology, search systems, and agents reliable landmarks, headings, controls, form semantics, and image context.
Check name
Semantic HTML
Score
0/100
Status
fail
Category
Content Readiness
Maturity
Established
Goal
Expose readable page structure through semantic HTML and accessible controls.
Result
Semantic HTML is missing or incomplete.
Evidence
{
"main": true,
"nav": true,
"footer": true,
"meaningfulH1": true,
"headingOrder": true,
"accessibleLinks": true,
"accessibleButtons": true,
"imageAltCoverage": true,
"formAutocompleteCoverage": false,
"details": {
"inaccessibleLinks": [],
"inaccessibleButtons": [],
"missingAutocompleteInputs": [
"<input id=\"header-search-desktop\" class=\"header-search__input js-header-search-input\" type=\"search\" name=\"q\">",
"<input id=\"header-search-mobile\" class=\"header-search__input js-header-search-input\" type=\"search\" name=\"q\">",
"<input id=\"emailField\" class=\"forr-form__input forr-form__input--text\" name=\"email\" type=\"email\" placeholder=\"Enter your business email address\" required>"
],
"imagesMissingAlt": [],
"skippedHeadingLevels": []
},
"counts": {
"h1": 1,
"headings": 31,
"links": 213,
"inaccessibleLinks": 0,
"buttons": 9,
"inaccessibleButtons": 0,
"images": 27,
"imagesWithAlt": 27,
"autocompleteInputs": 3,
"inputsWithAutocomplete": 0,
"missingAutocompleteInputs": 3
}
}Agent Ease of UseMCPInformational
WebMCP manifest
WebMCP manifest failed at "Fetch to find resource".
25 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": "application/json",
"length": 2
},
{
"path": "/webmcp.json",
"statusCode": 404,
"contentType": "application/json",
"length": 2
},
{
"path": "/mcp.json",
"statusCode": 404,
"contentType": "application/json",
"length": 2
}
]
},
"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.
25 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": "application/json",
"length": 2
},
{
"path": "/.well-known/a2a/agent-card.json",
"statusCode": 404,
"contentType": "application/json",
"length": 2
},
{
"path": "/agent-card.json",
"statusCode": 404,
"contentType": "application/json",
"length": 2
}
]
},
"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": "application/json",
"length": 2
},
{
"path": "/.well-known/skills/index.json",
"statusCode": 404,
"contentType": "application/json",
"length": 2
}
]
},
"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": "application/json",
"length": 2
},
{
"path": "/agent.json",
"statusCode": 404,
"contentType": "application/json",
"length": 2
}
]
},
"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": "application/json",
"length": 2
},
{
"path": "/agents.json",
"statusCode": 404,
"contentType": "application/json",
"length": 2
}
]
},
"issue": "agents.json was not found at the expected path.",
"howToFix": "If this site uses agents.json, publish JSON with an agents array containing name and url for each agent."
}
]
}Agent Ease of UseSkill DiscoveryEmerging recommendation
DNS-AID Agent Discovery
DNS-AID Agent Discovery failed at "Resolve DNS-AID SVCB/HTTPS records".
15 Fail
Agent Ease of UseSkill DiscoveryEmerging recommendation
DNS-AID Agent Discovery
DNS-AID Agent Discovery failed at "Resolve DNS-AID SVCB/HTTPS records".
Needs attention
DNS-AID Agent Discovery
Issue
No DNS-AID entrypoint records were found under _agents.
Why it matters
DNS-AID lets agents discover index, A2A, and other agent entrypoints before fetching HTTP metadata, while DNSSEC can authenticate the discovery zone.
Check name
DNS-AID Agent Discovery
Score
25/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish DNS for AI Discovery records under _agents for DNS-based agent entrypoint discovery.
Result
DNS-AID Agent Discovery failed at "Resolve DNS-AID SVCB/HTTPS records".
Validation steps
Resolve DNS-AID SVCB/HTTPS records
No DNS-AID entrypoint records were found under _agents.
Validate alpn and endpoint parameters
Include alpn and endpoint service parameters in each DNS-AID record so agents know the protocol and target entrypoint.
Check DNSSEC material
DNSSEC material was not visible for the hostname or parent zone from this resolver.
Evidence
{
"failedStep": "svcb-https-records",
"steps": [
{
"id": "svcb-https-records",
"title": "Resolve DNS-AID SVCB/HTTPS records",
"status": "fail",
"evidence": {
"hostname": "www.forrester.com",
"probes": [
{
"name": "_index._agents.www.forrester.com",
"found": false,
"recordCount": 1,
"records": [],
"hasAlpn": false,
"hasEndpoint": false
},
{
"name": "_a2a._agents.www.forrester.com",
"found": false,
"recordCount": 1,
"records": [],
"hasAlpn": false,
"hasEndpoint": false
}
]
},
"issue": "No DNS-AID entrypoint records were found under _agents.",
"howToFix": "Publish ServiceMode SVCB/HTTPS records such as _index._agents.example.com or _a2a._agents.example.com."
},
{
"id": "service-params",
"title": "Validate alpn and endpoint parameters",
"status": "informational",
"evidence": {
"discovered": []
},
"howToFix": "Include alpn and endpoint service parameters in each DNS-AID record so agents know the protocol and target entrypoint."
},
{
"id": "dnssec",
"title": "Check DNSSEC material",
"status": "warning",
"evidence": {
"hasDnssecMaterial": false,
"checked": [
{
"name": "www.forrester.com",
"dnssecTypes": [],
"dnssecRecordCount": 0
},
{
"name": "forrester.com",
"dnssecTypes": [],
"dnssecRecordCount": 0
}
]
},
"issue": "DNSSEC material was not visible for the hostname or parent zone from this resolver.",
"howToFix": "Sign the public discovery zone with DNSSEC so validating resolvers can return authenticated data."
}
]
}Agent Ease of UseMCPInformational
WebMCP
WebMCP has a validation warning at "Validate WebMCP declarative annotation quality".
13 Warning
Agent Ease of UseMCPInformational
WebMCP
WebMCP has a validation warning at "Validate WebMCP declarative annotation quality".
Needs attention
WebMCP
Issue
WebMCP declarative annotations need fixes.
Details
Why it matters
WebMCP can expose page context and actions directly through the browser, giving agents safer structured hooks than screen scraping alone.
Check name
WebMCP
Score
50/100
Status
warning
Category
MCP
Maturity
Informational
Goal
Support WebMCP to expose site tools to AI agents via the browser.
Result
WebMCP has a validation warning at "Validate WebMCP declarative annotation quality".
Validation steps
Detect data-mcp-tool annotations
No data-mcp-tool attributes were found on interactive elements.
Detect WebMCP declarative tags
No elements found with tool-name or tool-description attributes.
Validate WebMCP declarative annotation quality
WebMCP declarative annotations need fixes.
WebMCP declarative annotation issues
<input name="q"> is missing tool-param-description.<input> is missing a name attribute.<input> is missing tool-param-description.<input name="q"> is missing tool-param-description.<input name="email"> is missing tool-param-description.<select name="country"> is missing tool-param-description.<input name="optin"> is missing tool-param-description.<input> is missing a name attribute.<input> is missing a label.<input> is missing tool-param-description.
Detect WebMCP imperative API usage
navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.
Detect WebMCP browser navigator injection
navigator.modelContext was not detected in the rendered browser page.
Interactive surface coverage
Only 0% of interactive surfaces are annotated.
Evidence
{
"failedStep": "declarative-annotation-quality",
"steps": [
{
"id": "data-mcp-tool-attributes",
"title": "Detect data-mcp-tool annotations",
"status": "informational",
"evidence": {
"dataMcpToolCount": 0,
"dataMcpTools": []
},
"issue": "No data-mcp-tool attributes were found on interactive elements.",
"howToFix": "Add data-mcp-tool attributes to high-value forms, buttons, and links so generic MCP-aware tooling can identify intended actions."
},
{
"id": "declarative-tags",
"title": "Detect WebMCP declarative tags",
"status": "informational",
"evidence": {
"totalForms": 3,
"formsWithTags": 0,
"totalInteractive": 229,
"interactiveWithTags": 0,
"totalCount": 232,
"taggedCount": 0,
"dataMcpToolCount": 0,
"dataMcpTools": [],
"coverage": 0,
"annotationIssues": [
"<input name=\"q\"> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input name=\"q\"> is missing tool-param-description.",
"<input name=\"email\"> is missing tool-param-description.",
"<select name=\"country\"> is missing tool-param-description.",
"<input name=\"optin\"> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing a label.",
"<input> is missing tool-param-description."
]
},
"issue": "No elements found with tool-name or tool-description attributes.",
"howToFix": "Add tool-name and tool-description attributes to forms and interactive elements."
},
{
"id": "declarative-annotation-quality",
"title": "Validate WebMCP declarative annotation quality",
"status": "warning",
"evidence": {
"issueCount": 10,
"issues": [
"<input name=\"q\"> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input name=\"q\"> is missing tool-param-description.",
"<input name=\"email\"> is missing tool-param-description.",
"<select name=\"country\"> is missing tool-param-description.",
"<input name=\"optin\"> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing a label.",
"<input> is missing tool-param-description."
]
},
"issue": "WebMCP declarative annotations need fixes.",
"issueDetails": [
{
"title": "WebMCP declarative annotation issues",
"items": [
{
"type": "code",
"value": "<input name=\"q\"> is missing tool-param-description."
},
{
"type": "code",
"value": "<input> is missing a name attribute."
},
{
"type": "code",
"value": "<input> is missing tool-param-description."
},
{
"type": "code",
"value": "<input name=\"q\"> is missing tool-param-description."
},
{
"type": "code",
"value": "<input name=\"email\"> is missing tool-param-description."
},
{
"type": "code",
"value": "<select name=\"country\"> is missing tool-param-description."
},
{
"type": "code",
"value": "<input name=\"optin\"> is missing tool-param-description."
},
{
"type": "code",
"value": "<input> is missing a name attribute."
},
{
"type": "code",
"value": "<input> is missing a label."
},
{
"type": "code",
"value": "<input> is missing tool-param-description."
}
]
}
],
"howToFix": "Use snake_case tool-name values, descriptive tool-description values, named and labeled fields, and tool-param-description on inputs."
},
{
"id": "imperative-api",
"title": "Detect WebMCP imperative API usage",
"status": "informational",
"evidence": {
"staticSignals": {
"detected": false,
"matched": []
},
"browser": {
"checked": true,
"detected": false,
"hasNavigatorModelContext": false,
"modelContextType": "undefined",
"hasProvideContext": false,
"hasRegisterTool": false
}
},
"issue": "navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.",
"howToFix": "Use navigator.modelContext.provideContext() to register tools programmatically."
},
{
"id": "browser-navigator-injection",
"title": "Detect WebMCP browser navigator injection",
"status": "informational",
"evidence": {
"browser": {
"checked": true,
"detected": false,
"hasNavigatorModelContext": false,
"modelContextType": "undefined",
"hasProvideContext": false,
"hasRegisterTool": false
}
},
"issue": "navigator.modelContext was not detected in the rendered browser page.",
"howToFix": "Expose WebMCP through navigator.modelContext in the browser runtime when the page is intended to provide in-page tools."
},
{
"id": "surface-coverage",
"title": "Interactive surface coverage",
"status": "informational",
"evidence": {
"totalForms": 3,
"formsWithTags": 0,
"totalInteractive": 229,
"interactiveWithTags": 0,
"totalCount": 232,
"taggedCount": 0,
"dataMcpToolCount": 0,
"dataMcpTools": [],
"coverage": 0,
"annotationIssues": [
"<input name=\"q\"> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input name=\"q\"> is missing tool-param-description.",
"<input name=\"email\"> is missing tool-param-description.",
"<select name=\"country\"> is missing tool-param-description.",
"<input name=\"optin\"> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing a label.",
"<input> is missing tool-param-description."
]
},
"issue": "Only 0% of interactive surfaces are annotated.",
"howToFix": "Add WebMCP annotations to all forms and interactive elements to increase agent coverage."
}
],
"staticSignals": {
"detected": false,
"matched": []
},
"coverage": {
"totalForms": 3,
"formsWithTags": 0,
"totalInteractive": 229,
"interactiveWithTags": 0,
"totalCount": 232,
"taggedCount": 0,
"dataMcpToolCount": 0,
"dataMcpTools": [],
"coverage": 0,
"annotationIssues": [
"<input name=\"q\"> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing tool-param-description.",
"<input name=\"q\"> is missing tool-param-description.",
"<input name=\"email\"> is missing tool-param-description.",
"<select name=\"country\"> is missing tool-param-description.",
"<input name=\"optin\"> is missing tool-param-description.",
"<input> is missing a name attribute.",
"<input> is missing a label.",
"<input> is missing tool-param-description."
]
},
"browserWebMcp": {
"checked": true,
"detected": false,
"hasNavigatorModelContext": false,
"modelContextType": "undefined",
"hasProvideContext": false,
"hasRegisterTool": false
}
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Source and trust signals
AIO: Source and trust signals scored 60/100 and needs improvement.
6 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Source and trust signals
AIO: Source and trust signals scored 60/100 and needs improvement.
Needs attention
AIO: Source and trust signals
Issue
Missing AIO trust signals: author, publisher.
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
60/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Source and trust signals scored 60/100 and needs improvement.
Evidence
{
"signals": {
"author": false,
"publisher": false,
"freshnessDate": true,
"aboutOrContact": true,
"policyLinks": true
},
"missing": [
"author",
"publisher"
],
"authorMeta": "",
"schemaAuthors": [],
"schemaPublishers": [],
"schemaDates": [
"2018-08-13T18:20:31+00:00",
"2026-06-07T23:18:47+00:00"
],
"visibleDates": [
"June 8-10, 2026,",
"June 8-102026",
"June 16-17, 2026,",
"June 16-172026",
"June 29-30, 2026,",
"June 29-302026",
"August 20, 2026,",
"August 202026",
"August 25, 2026,",
"August 252026",
"September 14-15, 2026,",
"September 14-152026",
"September 28-29, 2026,",
"September 28-292026",
"September 30-October 1, 2026,",
"September 30-October 12026",
"November 4-5, 2026,",
"November 4-52026",
"November 9-10, 2026,",
"November 9-102026",
"May 3-5, 2027,",
"May 3-52027"
],
"aboutLinks": [
{
"href": "https://www.forrester.com/about-us/forrester-awards/",
"text": "Awards",
"html": "<a href=\"https://www.forrester.com/about-us/forrester-awards/\">Awards</a>"
},
{
"href": "https://www.forrester.com/about-us/",
"text": "About Us",
"html": "<a href=\"https://www.forrester.com/about-us/\">About Us</a>"
},
{
"href": "https://www.forrester.com/about-us/forrester-awards/",
"text": "Awards",
"html": "<a href=\"https://www.forrester.com/about-us/forrester-awards/\">Awards</a>"
},
{
"href": "https://www.forrester.com/about-us/forrester-awards/",
"text": "Awards",
"html": "<a href=\"https://www.forrester.com/about-us/forrester-awards/\">Awards</a>"
},
{
"href": "https://www.forrester.com/about-us/",
"text": "About Us",
"html": "<a href=\"https://www.forrester.com/about-us/\">About Us</a>"
},
{
"href": "https://www.forrester.com/about-us/forrester-awards/",
"text": "Awards",
"html": "<a href=\"https://www.forrester.com/about-us/forrester-awards/\">Awards</a>"
},
{
"href": "/research/",
"text": "Learn More About Forrester Decisions",
"html": "<a class=\"forr-cta -primary -default -standard id-\" href=\"/research/\" target><span>Learn More About Forrester Decisions</span></a>"
},
{
"href": "/research/forrester-ai/",
"text": "Learn More About Forrester AI",
"html": "<a class=\"forr-cta -primary -default -standard id-\" href=\"/research/forrester-ai/\" target><span>Learn More About Forrester AI</span></a>"
},
{
"href": "/about-us/objectivity/",
"text": "objectivity and integrity standards",
"html": "<a href=\"/about-us/objectivity/\">objectivity and integrity standards</a>"
},
{
"href": "https://www.forrester.com/about-us/fraud-alerts/",
"text": "Fraud Alerts",
"html": "<a href=\"https://www.forrester.com/about-us/fraud-alerts/\">Fraud Alerts</a>"
},
{
"href": "https://www.linkedin.com/company/forrester-research",
"text": "LinkedIn",
"html": "<a href=\"https://www.linkedin.com/company/forrester-research\" target=\"_blank\"> <span class=\"sr-only\">LinkedIn</span> <svg xmlns=\"http://www.w3.org/2000/svg\" width=\"34\" height=\"28\" viewBox=\"0 0 34 28\"><path d=\"M27.89 0H6.11A3.12 3.12 0 003 3.11v21.78C3 26.6 4.4 28 6.11 28h21.78C29.6 28 31 26.6 31 24.89V3.11C31 1.4 29.6 0 27.89 0zM11.48 24.11H7.32V10.62h4.16v13.49zM9.34 8.87c-1.36 0-2.45-1.13-2.45-2.49s1.09-2.49 2.45-2.49 2.45 1.13 2.45 2.49-1.09 2.49-2.45 2.49zm17.77 15.24h-4.16v-7.08c0-1.94-...."
}
],
"contactLinks": [
{
"href": "https://chat.openai.com/?q=As+a+business+leader%2C+explain+what+it%E2%80%99s+like+to+work+with+Forrester.+%0D%0ADescribe+the+experience+of+using+Forrester+research+and+data%2C+working+with+analysts%2C+and+using+Forrester+AI+to+support+important+decisions+%E2%80%94+and+how+this+differs+from+public+AI+tools.",
"text": "ChatGPT OpenAI",
"html": "<a href=\"https://chat.openai.com/?q=As+a+business+leader%2C+explain+what+it%E2%80%99s+like+to+work+with+Forrester.+%0D%0ADescribe+the+experience+of+using+Forrester+research+and+data%2C+working+with+analysts%2C+and+using+Forrester+AI+to+support+important+decisions+%E2%80%94+and+how+this+differs+from+public+AI+tools.\" target=\"_blank\"> <span class=\"sr-only\">ChatGPT</span> <svg fill=\"#3bb982\" fill-rule=\"evenodd\" height=\"1em\" style=\"flex:none;line-height:1\" viewBox=\"0 0 24 24\" width=\"1em\" xmlns=\"h..."
},
{
"href": "https://www.perplexity.ai/?q=As+a+business+leader%2C+explain+what+it%E2%80%99s+like+to+work+with+Forrester.+%0D%0ADescribe+the+experience+of+using+Forrester+research+and+data%2C+working+with+analysts%2C+and+using+Forrester+AI+to+support+important+decisions+%E2%80%94+and+how+this+differs+from+public+AI+tools.",
"text": "Perplexity Perplexity",
"html": "<a href=\"https://www.perplexity.ai/?q=As+a+business+leader%2C+explain+what+it%E2%80%99s+like+to+work+with+Forrester.+%0D%0ADescribe+the+experience+of+using+Forrester+research+and+data%2C+working+with+analysts%2C+and+using+Forrester+AI+to+support+important+decisions+%E2%80%94+and+how+this+differs+from+public+AI+tools.\" target=\"_blank\"> <span class=\"sr-only\">Perplexity</span> <svg height=\"1em\" style=\"flex:none;line-height:1\" viewBox=\"0 0 24 24\" width=\"1em\" xmlns=\"http://www.w3.org/2000/svg\"><ti..."
},
{
"href": "https://www.forrester.com/help/analyst-briefing/",
"text": "Analyst Briefings",
"html": "<a href=\"https://www.forrester.com/help/analyst-briefing/\">Analyst Briefings</a>"
},
{
"href": "https://www.forrester.com/contact-us/",
"text": "Contact Us",
"html": "<a href=\"https://www.forrester.com/contact-us/\">Contact Us</a>"
}
],
"privacyLinks": [
{
"href": "/policies/terms-of-use/",
"text": "Terms of use",
"html": "<a href=\"/policies/terms-of-use/\">Terms of use</a>"
},
{
"href": "/policies/privacy-policy/",
"text": "Privacy Policy",
"html": "<a href=\"/policies/privacy-policy/\">Privacy Policy</a>"
}
],
"score": 60,
"weight": 20
}AI DiscoverabilityContent ReadinessEstablished
Content freshness signals
Content freshness signals is partially implemented.
6 Warning
AI DiscoverabilityContent ReadinessEstablished
Content freshness signals
Content freshness signals is partially implemented.
Needs attention
Content freshness signals
Issue
Content freshness signals are incomplete: missing Last-Modified HTTP header.
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
75/100
Status
warning
Category
Content Readiness
Maturity
Established
Goal
Expose modified and published dates for freshness-aware retrieval and ranking.
Result
Content freshness signals is partially implemented.
Evidence
{
"lastModified": null,
"schemaDates": [
"2026-06-07T23:18:47+00:00",
"2018-08-13T18:20:31+00:00"
],
"metaDateCount": 1,
"timeDateCount": 0
}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
27 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": 30,
"passing": 3,
"failing": [
{
"heading": "Empowering Leaders. Driving Results. Together.",
"headingHtml": "<h2 class=\"two-column__fwheader\">Empowering Leaders. Driving Results. Together.</h2>",
"firstParagraph": "",
"paragraphHtml": "<p> </p>",
"words": 0,
"direct": false,
"issue": "First paragraph is 0 words and does not look like a concise direct answer."
},
{
"heading": "Value At Every Altitude",
"headingHtml": "<h2 class=\"two-column__fwheader\">Value At Every Altitude</h2>",
"firstParagraph": "When you choose a research partner, you need support that aligns the enterprise, accelerates your function, and advances you as a leader.",
"paragraphHtml": "<p>When you choose a research partner, you need support that aligns the enterprise, accelerates your function, and advances you as a leader.</p>",
"words": 22,
"direct": false,
"issue": "First paragraph is 22 words and does not look like a concise direct answer."
},
{
"heading": "Enterprise Alignment",
"headingHtml": "<h3 class=\"two-column__header\">Enterprise Alignment </h3>",
"firstParagraph": "Helping leaders align priorities across the organization — from AI and risk management to sustainability and trust.",
"paragraphHtml": "<p>Helping leaders align priorities across the organization — from AI and risk management to sustainability and trust.</p>",
"words": 16,
"direct": false,
"issue": "First paragraph is 16 words and does not look like a concise direct answer."
},
{
"heading": "Functional Acceleration",
"headingHtml": "<h3 class=\"two-column__header\">Functional Acceleration</h3>",
"firstParagraph": "Helping teams move critical initiatives forward faster with actionable research, tools, and expert guidance.",
"paragraphHtml": "<p>Helping teams move critical initiatives forward faster with actionable research, tools, and expert guidance.</p>",
"words": 14,
"direct": false,
"issue": "First paragraph is 14 words and does not look like a concise direct answer."
},
{
"heading": "Individual Advancement",
"headingHtml": "<h3 class=\"two-column__header\">Individual Advancement</h3>",
"firstParagraph": "Helping professionals grow at every stage of their career through certifications, events, and executive partnership.",
"paragraphHtml": "<p>Helping professionals grow at every stage of their career through certifications, events, and executive partnership.</p>",
"words": 15,
"direct": false,
"issue": "First paragraph is 15 words and does not look like a concise direct answer."
},
{
"heading": "Trusted By Industry Leaders",
"headingHtml": "<h2 class=\"two-column__fwheader\">Trusted By Industry Leaders</h2>",
"firstParagraph": "When organizations aim to conquer the complexity of today’s market, they turn to Forrester. Sixty-one of the Fortune 100 trust us to provide strategic clarity, operational alignment, and innovative solutions that accelerate growth.",
"paragraphHtml": "<p>When organizations aim to conquer the complexity of today’s market, they turn to Forrester. <strong>Sixty-one of the Fortune 100 trust us to provide strategic clarity, operational alignment, and innovative solutions that accelerate growth.</strong></p>",
"words": 34,
"direct": false,
"issue": "First paragraph is 34 words and does not look like a concise direct answer."
},
{
"heading": "Research",
"headingHtml": "<h2><span>Research</span></h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Forrester Decisions: Deliver Better Outcomes Faster",
"headingHtml": "<h2 class=\"two-column__fwheader\">Forrester Decisions: Deliver Better Outcomes Faster</h2>",
"firstParagraph": "With Forrester Decisions, you gain the actionable guidance you need to drive strategic initiatives with confidence and deliver better outcomes faster. Our proven methodology accelerates growth by delivering data, insights, and expert support exactly when you need it.",
"paragraphHtml": "<p>With Forrester Decisions, you gain the actionable guidance you need to drive strategic initiatives with confidence and deliver better outcomes faster. Our proven methodology accelerates growth by delivering data, insights, and expert support exactly when you need it.</p>",
"words": 38,
"direct": false,
"issue": "First paragraph is 38 words and does not look like a concise direct answer."
},
{
"heading": "Inform Your Perspective",
"headingHtml": "<h2>Inform Your Perspective</h2>",
"firstParagraph": "",
"paragraphHtml": "<p> </p>",
"words": 0,
"direct": false,
"issue": "First paragraph is 0 words and does not look like a concise direct answer."
},
{
"heading": "Sharpen Your Skills",
"headingHtml": "<h2>Sharpen Your Skills</h2>",
"firstParagraph": "",
"paragraphHtml": "<p><img loading=\"lazy\" decoding=\"async\" class=\"alignleft size-full wp-image-263452\" src=\"https://go.forrester.com/wp-content/uploads/2025/05/Develop-Authentic-Connections.webp\" alt width=\"708\" height=\"360\" srcset=\"https://go.forrester.com/wp-content/uploads/2025/05/Develop-Authentic-Connections.webp 708w, https://go.forrester.com/wp-content/uploads/2025/05/Develop-Authentic-Connections-300x153.webp 300w, https://go.forrester.com/wp-content/uploads/2025/05/Develop-Authentic-Connections-640x325...",
"words": 0,
"direct": false,
"issue": "First paragraph is 0 words and does not look like a concise direct answer."
},
{
"heading": "Develop Authentic Connections",
"headingHtml": "<h2>Develop Authentic Connections</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Forrester AI: Forrester’s Groundbreaking Generative AI Tool",
"headingHtml": "<h3 class=\"two-column__header two-column__header--lg two-column__header--no-rule\">Forrester AI: Forrester’s Groundbreaking Generative AI Tool</h3>",
"firstParagraph": "Forrester AI, formerly known as Izola, swiftly analyzes reports, data, and insights, enabling clients to tackle complex business challenges and fast-track their progress with confidence.",
"paragraphHtml": "<p>Forrester AI, formerly known as Izola, swiftly analyzes reports, data, and insights, enabling clients to tackle complex business challenges and fast-track their progress with confidence.</p>",
"words": 25,
"direct": false,
"issue": "First paragraph is 25 words and does not look like a concise direct answer."
},
{
"heading": "Consulting",
"headingHtml": "<h2><span>Consulting</span></h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Events",
"headingHtml": "<h2><span>Events</span></h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "CX Summit EMEA",
"headingHtml": "<h3 class=\"event-cal__event-title\">CX Summit EMEA</h3>",
"firstParagraph": "June 8-10, 2026, Amsterdam",
"paragraphHtml": "<p class=\"event-cal__event-location\"><time>June 8-10, 2026, </time>Amsterdam</p>",
"words": 4,
"direct": false,
"issue": "First paragraph is 4 words and does not look like a concise direct answer."
},
{
"heading": "CX Forum East",
"headingHtml": "<h3 class=\"event-cal__event-title\">CX Forum East</h3>",
"firstParagraph": "June 16-17, 2026, New York City",
"paragraphHtml": "<p class=\"event-cal__event-location\"><time>June 16-17, 2026, </time>New York City</p>",
"words": 6,
"direct": false,
"issue": "First paragraph is 6 words and does not look like a concise direct answer."
},
{
"heading": "CX Forum West",
"headingHtml": "<h3 class=\"event-cal__event-title\">CX Forum West</h3>",
"firstParagraph": "June 29-30, 2026, San Francisco",
"paragraphHtml": "<p class=\"event-cal__event-location\"><time>June 29-30, 2026, </time>San Francisco</p>",
"words": 5,
"direct": false,
"issue": "First paragraph is 5 words and does not look like a concise direct answer."
},
{
"heading": "AI Forum Singapore",
"headingHtml": "<h3 class=\"event-cal__event-title\">AI Forum Singapore</h3>",
"firstParagraph": "August 20, 2026, Singapore",
"paragraphHtml": "<p class=\"event-cal__event-location\"><time>August 20, 2026, </time>Singapore</p>",
"words": 4,
"direct": false,
"issue": "First paragraph is 4 words and does not look like a concise direct answer."
},
{
"heading": "AI Forum Sydney",
"headingHtml": "<h3 class=\"event-cal__event-title\">AI Forum Sydney</h3>",
"firstParagraph": "August 25, 2026, Sydney",
"paragraphHtml": "<p class=\"event-cal__event-location\"><time>August 25, 2026, </time>Sydney</p>",
"words": 4,
"direct": false,
"issue": "First paragraph is 4 words and does not look like a concise direct answer."
},
{
"heading": "Technology & Innovation Forum Central",
"headingHtml": "<h3 class=\"event-cal__event-title\">Technology & Innovation Forum Central</h3>",
"firstParagraph": "September 14-15, 2026, Austin",
"paragraphHtml": "<p class=\"event-cal__event-location\"><time>September 14-15, 2026, </time>Austin</p>",
"words": 4,
"direct": false,
"issue": "First paragraph is 4 words and does not look like a concise direct answer."
},
{
"heading": "B2B Forum EMEA",
"headingHtml": "<h3 class=\"event-cal__event-title\">B2B Forum EMEA</h3>",
"firstParagraph": "September 28-29, 2026, London",
"paragraphHtml": "<p class=\"event-cal__event-location\"><time>September 28-29, 2026, </time>London</p>",
"words": 4,
"direct": false,
"issue": "First paragraph is 4 words and does not look like a concise direct answer."
},
{
"heading": "Technology & Innovation Forum EMEA",
"headingHtml": "<h3 class=\"event-cal__event-title\">Technology & Innovation Forum EMEA</h3>",
"firstParagraph": "September 30-October 1, 2026, London",
"paragraphHtml": "<p class=\"event-cal__event-location\"><time>September 30-October 1, 2026, </time>London</p>",
"words": 5,
"direct": false,
"issue": "First paragraph is 5 words and does not look like a concise direct answer."
},
{
"heading": "Technology & Innovation Forum East",
"headingHtml": "<h3 class=\"event-cal__event-title\">Technology & Innovation Forum East</h3>",
"firstParagraph": "November 4-5, 2026, New York City",
"paragraphHtml": "<p class=\"event-cal__event-location\"><time>November 4-5, 2026, </time>New York City</p>",
"words": 6,
"direct": false,
"issue": "First paragraph is 6 words and does not look like a concise direct answer."
},
{
"heading": "Security & Risk Forum",
"headingHtml": "<h3 class=\"event-cal__event-title\">Security & Risk Forum</h3>",
"firstParagraph": "November 9-10, 2026, Washington DC",
"paragraphHtml": "<p class=\"event-cal__event-location\"><time>November 9-10, 2026, </time>Washington DC</p>",
"words": 5,
"direct": false,
"issue": "First paragraph is 5 words and does not look like a concise direct answer."
},
{
"heading": "B2B Summit North America",
"headingHtml": "<h3 class=\"event-cal__event-title\">B2B Summit North America</h3>",
"firstParagraph": "May 3-5, 2027, Phoenix",
"paragraphHtml": "<p class=\"event-cal__event-location\"><time>May 3-5, 2027, </time>Phoenix</p>",
"words": 4,
"direct": false,
"issue": "First paragraph is 4 words and does not look like a concise direct answer."
},
{
"heading": "Want The Latest Forrester News?",
"headingHtml": "<h2 class=\"eloqua-form__title\"> Want The Latest Forrester News? </h2>",
"firstParagraph": "Sign up for our Insights At Work Newsletter and get exclusive updates delivered directly to your inbox.",
"paragraphHtml": "<p>Sign up for our Insights At Work Newsletter and get exclusive updates delivered directly to your inbox.</p>",
"words": 17,
"direct": false,
"issue": "First paragraph is 17 words and does not look like a concise direct answer."
},
{
"heading": "Thanks for signing up.",
"headingHtml": "<h3>Thanks for signing up.</h3>",
"firstParagraph": "Stay tuned for updates from the Forrester blogs.",
"paragraphHtml": "<p>Stay tuned for updates from the Forrester blogs.</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: Answer evidence and trust
AEO: Answer evidence and trust scored 60/100 and needs improvement.
3 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer evidence and trust
AEO: Answer evidence and trust scored 60/100 and needs improvement.
Needs attention
AEO: Answer evidence and trust
Issue
Missing AIO trust signals: author, publisher.
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
60/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Answer evidence and trust scored 60/100 and needs improvement.
Evidence
{
"signals": {
"author": false,
"publisher": false,
"freshnessDate": true,
"aboutOrContact": true,
"policyLinks": true
},
"missing": [
"author",
"publisher"
],
"authorMeta": "",
"schemaAuthors": [],
"schemaPublishers": [],
"schemaDates": [
"2018-08-13T18:20:31+00:00",
"2026-06-07T23:18:47+00:00"
],
"visibleDates": [
"June 8-10, 2026,",
"June 8-102026",
"June 16-17, 2026,",
"June 16-172026",
"June 29-30, 2026,",
"June 29-302026",
"August 20, 2026,",
"August 202026",
"August 25, 2026,",
"August 252026",
"September 14-15, 2026,",
"September 14-152026",
"September 28-29, 2026,",
"September 28-292026",
"September 30-October 1, 2026,",
"September 30-October 12026",
"November 4-5, 2026,",
"November 4-52026",
"November 9-10, 2026,",
"November 9-102026",
"May 3-5, 2027,",
"May 3-52027"
],
"aboutLinks": [
{
"href": "https://www.forrester.com/about-us/forrester-awards/",
"text": "Awards",
"html": "<a href=\"https://www.forrester.com/about-us/forrester-awards/\">Awards</a>"
},
{
"href": "https://www.forrester.com/about-us/",
"text": "About Us",
"html": "<a href=\"https://www.forrester.com/about-us/\">About Us</a>"
},
{
"href": "https://www.forrester.com/about-us/forrester-awards/",
"text": "Awards",
"html": "<a href=\"https://www.forrester.com/about-us/forrester-awards/\">Awards</a>"
},
{
"href": "https://www.forrester.com/about-us/forrester-awards/",
"text": "Awards",
"html": "<a href=\"https://www.forrester.com/about-us/forrester-awards/\">Awards</a>"
},
{
"href": "https://www.forrester.com/about-us/",
"text": "About Us",
"html": "<a href=\"https://www.forrester.com/about-us/\">About Us</a>"
},
{
"href": "https://www.forrester.com/about-us/forrester-awards/",
"text": "Awards",
"html": "<a href=\"https://www.forrester.com/about-us/forrester-awards/\">Awards</a>"
},
{
"href": "/research/",
"text": "Learn More About Forrester Decisions",
"html": "<a class=\"forr-cta -primary -default -standard id-\" href=\"/research/\" target><span>Learn More About Forrester Decisions</span></a>"
},
{
"href": "/research/forrester-ai/",
"text": "Learn More About Forrester AI",
"html": "<a class=\"forr-cta -primary -default -standard id-\" href=\"/research/forrester-ai/\" target><span>Learn More About Forrester AI</span></a>"
},
{
"href": "/about-us/objectivity/",
"text": "objectivity and integrity standards",
"html": "<a href=\"/about-us/objectivity/\">objectivity and integrity standards</a>"
},
{
"href": "https://www.forrester.com/about-us/fraud-alerts/",
"text": "Fraud Alerts",
"html": "<a href=\"https://www.forrester.com/about-us/fraud-alerts/\">Fraud Alerts</a>"
},
{
"href": "https://www.linkedin.com/company/forrester-research",
"text": "LinkedIn",
"html": "<a href=\"https://www.linkedin.com/company/forrester-research\" target=\"_blank\"> <span class=\"sr-only\">LinkedIn</span> <svg xmlns=\"http://www.w3.org/2000/svg\" width=\"34\" height=\"28\" viewBox=\"0 0 34 28\"><path d=\"M27.89 0H6.11A3.12 3.12 0 003 3.11v21.78C3 26.6 4.4 28 6.11 28h21.78C29.6 28 31 26.6 31 24.89V3.11C31 1.4 29.6 0 27.89 0zM11.48 24.11H7.32V10.62h4.16v13.49zM9.34 8.87c-1.36 0-2.45-1.13-2.45-2.49s1.09-2.49 2.45-2.49 2.45 1.13 2.45 2.49-1.09 2.49-2.45 2.49zm17.77 15.24h-4.16v-7.08c0-1.94-...."
}
],
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{
"href": "https://chat.openai.com/?q=As+a+business+leader%2C+explain+what+it%E2%80%99s+like+to+work+with+Forrester.+%0D%0ADescribe+the+experience+of+using+Forrester+research+and+data%2C+working+with+analysts%2C+and+using+Forrester+AI+to+support+important+decisions+%E2%80%94+and+how+this+differs+from+public+AI+tools.",
"text": "ChatGPT OpenAI",
"html": "<a href=\"https://chat.openai.com/?q=As+a+business+leader%2C+explain+what+it%E2%80%99s+like+to+work+with+Forrester.+%0D%0ADescribe+the+experience+of+using+Forrester+research+and+data%2C+working+with+analysts%2C+and+using+Forrester+AI+to+support+important+decisions+%E2%80%94+and+how+this+differs+from+public+AI+tools.\" target=\"_blank\"> <span class=\"sr-only\">ChatGPT</span> <svg fill=\"#3bb982\" fill-rule=\"evenodd\" height=\"1em\" style=\"flex:none;line-height:1\" viewBox=\"0 0 24 24\" width=\"1em\" xmlns=\"h..."
},
{
"href": "https://www.perplexity.ai/?q=As+a+business+leader%2C+explain+what+it%E2%80%99s+like+to+work+with+Forrester.+%0D%0ADescribe+the+experience+of+using+Forrester+research+and+data%2C+working+with+analysts%2C+and+using+Forrester+AI+to+support+important+decisions+%E2%80%94+and+how+this+differs+from+public+AI+tools.",
"text": "Perplexity Perplexity",
"html": "<a href=\"https://www.perplexity.ai/?q=As+a+business+leader%2C+explain+what+it%E2%80%99s+like+to+work+with+Forrester.+%0D%0ADescribe+the+experience+of+using+Forrester+research+and+data%2C+working+with+analysts%2C+and+using+Forrester+AI+to+support+important+decisions+%E2%80%94+and+how+this+differs+from+public+AI+tools.\" target=\"_blank\"> <span class=\"sr-only\">Perplexity</span> <svg height=\"1em\" style=\"flex:none;line-height:1\" viewBox=\"0 0 24 24\" width=\"1em\" xmlns=\"http://www.w3.org/2000/svg\"><ti..."
},
{
"href": "https://www.forrester.com/help/analyst-briefing/",
"text": "Analyst Briefings",
"html": "<a href=\"https://www.forrester.com/help/analyst-briefing/\">Analyst Briefings</a>"
},
{
"href": "https://www.forrester.com/contact-us/",
"text": "Contact Us",
"html": "<a href=\"https://www.forrester.com/contact-us/\">Contact Us</a>"
}
],
"privacyLinks": [
{
"href": "/policies/terms-of-use/",
"text": "Terms of use",
"html": "<a href=\"/policies/terms-of-use/\">Terms of use</a>"
},
{
"href": "/policies/privacy-policy/",
"text": "Privacy Policy",
"html": "<a href=\"/policies/privacy-policy/\">Privacy Policy</a>"
}
],
"score": 60,
"weight": 22
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Entity clarity
GEO: Entity clarity scored 79/100 and needs improvement.
3 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Entity clarity
GEO: Entity clarity scored 79/100 and needs improvement.
Needs attention
GEO: Entity clarity
Issue
Title/H1 terms missing from description: thrive, through, volatility, align, experience, accelerate, growth.
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
79/100
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 79/100 and needs improvement.
Evidence
{
"title": "Forrester Helps Organizations Thrive Through Volatility",
"h1": "Align Experience To Accelerate Growth",
"description": "Forrester is a leading global market research company that helps organizations exceed customer demands and excel with technology. Learn how Forrester can help.",
"topicOverlap": 0.3,
"topicTerms": [
"forrester",
"helps",
"organizations",
"thrive",
"through",
"volatility",
"align",
"experience",
"accelerate",
"growth"
],
"descriptionTerms": [
"forrester",
"leading",
"global",
"market",
"research",
"company",
"helps",
"organizations",
"exceed",
"customer",
"demands",
"excel",
"technology",
"learn",
"help"
],
"missingFromDescription": [
"thrive",
"through",
"volatility",
"align",
"experience",
"accelerate",
"growth"
],
"score": 79,
"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
3 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": 4,
"citablePassages": 1,
"failingCandidateParagraphs": [
{
"index": 4,
"heading": "H2: Empowering Leaders. Driving Results. Together.",
"text": "Success in business doesn’t come with a manual — especially in today’s fast-evolving world. But you’re not alone. Countless executives have faced the same challenges you’re navigating, from crafting winning strategies to investing in cutting-edge technologies and attracting the customers who matter most. The difference? They partnered with Forrester.",
"words": 52,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (52 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p>Success in business doesn’t come with a manual — especially in today’s fast-evolving world. But you’re not alone. Countless executives have faced the same challenges you’re navigating, from crafting winning strategies to investing in cutting-edge technologies and attracting the customers who matter most. The difference? They partnered with Forrester.</p>"
},
{
"index": 12,
"heading": "H2: Put Forrester AI Into Action Where You Work",
"text": "Forrester is reinventing research for the AI era by combining human insight with responsible, research‑grounded AI. With Forrester AI available in Microsoft Teams, leaders now stay in the flow of their work and add trusted advice, data, and frameworks directly inside the tools they use every day.",
"words": 48,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (48 words; target 80-220)."
],
"html": "<p>Forrester is reinventing research for the AI era by combining human insight with responsible, research‑grounded AI. With Forrester AI available in Microsoft Teams, leaders now stay in the flow of their work and add trusted advice, data, and frameworks directly inside the tools they use every day.</p>"
},
{
"index": 13,
"heading": "H2: Put Forrester AI Into Action Where You Work",
"text": "Built on Forrester’s proprietary research and governed by transparency and trust, Forrester AI helps teams move faster, stay aligned, and make confident decisions when it matters most. Forrester AI delivers expertise into the moments where decisions get made — for every level of the organization.",
"words": 45,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (45 words; target 80-220)."
],
"html": "<p>Built on Forrester’s proprietary research and governed by transparency and trust, Forrester AI helps teams move faster, stay aligned, and make confident decisions when it matters most. Forrester AI delivers expertise into the moments where decisions get made — for every level of the organization.</p>"
}
],
"citableParagraphs": [
{
"index": 33,
"heading": "H2: Turn Insights Into Measurable Outcomes",
"text": "In today’s AI-driven buying journey, content plays a more critical role than ever—shaping visibility, credibility, and buyer trust at every stage. In addition to the Forrester research offerings, Forrester also provides advisory and customized demand generation solutions — including Total Economic Impact™ and Thought Leadership studies and content — that help you create a competitive strategy for your market, and...",
"words": 84,
"hasEvidence": true,
"reasons": [],
"html": "<p>In today’s AI-driven buying journey, content plays a more critical role than ever—shaping visibility, credibility, and buyer trust at every stage. In addition to the Forrester research offerings, Forrester also provides advisory and customized demand generation solutions — including Total Economic Impact™ and Thought Leadership studies and content — that help you create a competitive strategy for your market, and then educate your customers on critical tr..."
}
],
"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
27 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": 30,
"passing": 3,
"failing": [
{
"heading": "Empowering Leaders. Driving Results. Together.",
"headingHtml": "<h2 class=\"two-column__fwheader\">Empowering Leaders. Driving Results. Together.</h2>",
"firstParagraph": "",
"paragraphHtml": "<p> </p>",
"words": 0,
"direct": false,
"issue": "First paragraph is 0 words and does not look like a concise direct answer."
},
{
"heading": "Value At Every Altitude",
"headingHtml": "<h2 class=\"two-column__fwheader\">Value At Every Altitude</h2>",
"firstParagraph": "When you choose a research partner, you need support that aligns the enterprise, accelerates your function, and advances you as a leader.",
"paragraphHtml": "<p>When you choose a research partner, you need support that aligns the enterprise, accelerates your function, and advances you as a leader.</p>",
"words": 22,
"direct": false,
"issue": "First paragraph is 22 words and does not look like a concise direct answer."
},
{
"heading": "Enterprise Alignment",
"headingHtml": "<h3 class=\"two-column__header\">Enterprise Alignment </h3>",
"firstParagraph": "Helping leaders align priorities across the organization — from AI and risk management to sustainability and trust.",
"paragraphHtml": "<p>Helping leaders align priorities across the organization — from AI and risk management to sustainability and trust.</p>",
"words": 16,
"direct": false,
"issue": "First paragraph is 16 words and does not look like a concise direct answer."
},
{
"heading": "Functional Acceleration",
"headingHtml": "<h3 class=\"two-column__header\">Functional Acceleration</h3>",
"firstParagraph": "Helping teams move critical initiatives forward faster with actionable research, tools, and expert guidance.",
"paragraphHtml": "<p>Helping teams move critical initiatives forward faster with actionable research, tools, and expert guidance.</p>",
"words": 14,
"direct": false,
"issue": "First paragraph is 14 words and does not look like a concise direct answer."
},
{
"heading": "Individual Advancement",
"headingHtml": "<h3 class=\"two-column__header\">Individual Advancement</h3>",
"firstParagraph": "Helping professionals grow at every stage of their career through certifications, events, and executive partnership.",
"paragraphHtml": "<p>Helping professionals grow at every stage of their career through certifications, events, and executive partnership.</p>",
"words": 15,
"direct": false,
"issue": "First paragraph is 15 words and does not look like a concise direct answer."
},
{
"heading": "Trusted By Industry Leaders",
"headingHtml": "<h2 class=\"two-column__fwheader\">Trusted By Industry Leaders</h2>",
"firstParagraph": "When organizations aim to conquer the complexity of today’s market, they turn to Forrester. Sixty-one of the Fortune 100 trust us to provide strategic clarity, operational alignment, and innovative solutions that accelerate growth.",
"paragraphHtml": "<p>When organizations aim to conquer the complexity of today’s market, they turn to Forrester. <strong>Sixty-one of the Fortune 100 trust us to provide strategic clarity, operational alignment, and innovative solutions that accelerate growth.</strong></p>",
"words": 34,
"direct": false,
"issue": "First paragraph is 34 words and does not look like a concise direct answer."
},
{
"heading": "Research",
"headingHtml": "<h2><span>Research</span></h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Forrester Decisions: Deliver Better Outcomes Faster",
"headingHtml": "<h2 class=\"two-column__fwheader\">Forrester Decisions: Deliver Better Outcomes Faster</h2>",
"firstParagraph": "With Forrester Decisions, you gain the actionable guidance you need to drive strategic initiatives with confidence and deliver better outcomes faster. Our proven methodology accelerates growth by delivering data, insights, and expert support exactly when you need it.",
"paragraphHtml": "<p>With Forrester Decisions, you gain the actionable guidance you need to drive strategic initiatives with confidence and deliver better outcomes faster. Our proven methodology accelerates growth by delivering data, insights, and expert support exactly when you need it.</p>",
"words": 38,
"direct": false,
"issue": "First paragraph is 38 words and does not look like a concise direct answer."
},
{
"heading": "Inform Your Perspective",
"headingHtml": "<h2>Inform Your Perspective</h2>",
"firstParagraph": "",
"paragraphHtml": "<p> </p>",
"words": 0,
"direct": false,
"issue": "First paragraph is 0 words and does not look like a concise direct answer."
},
{
"heading": "Sharpen Your Skills",
"headingHtml": "<h2>Sharpen Your Skills</h2>",
"firstParagraph": "",
"paragraphHtml": "<p><img loading=\"lazy\" decoding=\"async\" class=\"alignleft size-full wp-image-263452\" src=\"https://go.forrester.com/wp-content/uploads/2025/05/Develop-Authentic-Connections.webp\" alt width=\"708\" height=\"360\" srcset=\"https://go.forrester.com/wp-content/uploads/2025/05/Develop-Authentic-Connections.webp 708w, https://go.forrester.com/wp-content/uploads/2025/05/Develop-Authentic-Connections-300x153.webp 300w, https://go.forrester.com/wp-content/uploads/2025/05/Develop-Authentic-Connections-640x325...",
"words": 0,
"direct": false,
"issue": "First paragraph is 0 words and does not look like a concise direct answer."
},
{
"heading": "Develop Authentic Connections",
"headingHtml": "<h2>Develop Authentic Connections</h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Forrester AI: Forrester’s Groundbreaking Generative AI Tool",
"headingHtml": "<h3 class=\"two-column__header two-column__header--lg two-column__header--no-rule\">Forrester AI: Forrester’s Groundbreaking Generative AI Tool</h3>",
"firstParagraph": "Forrester AI, formerly known as Izola, swiftly analyzes reports, data, and insights, enabling clients to tackle complex business challenges and fast-track their progress with confidence.",
"paragraphHtml": "<p>Forrester AI, formerly known as Izola, swiftly analyzes reports, data, and insights, enabling clients to tackle complex business challenges and fast-track their progress with confidence.</p>",
"words": 25,
"direct": false,
"issue": "First paragraph is 25 words and does not look like a concise direct answer."
},
{
"heading": "Consulting",
"headingHtml": "<h2><span>Consulting</span></h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Events",
"headingHtml": "<h2><span>Events</span></h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "CX Summit EMEA",
"headingHtml": "<h3 class=\"event-cal__event-title\">CX Summit EMEA</h3>",
"firstParagraph": "June 8-10, 2026, Amsterdam",
"paragraphHtml": "<p class=\"event-cal__event-location\"><time>June 8-10, 2026, </time>Amsterdam</p>",
"words": 4,
"direct": false,
"issue": "First paragraph is 4 words and does not look like a concise direct answer."
},
{
"heading": "CX Forum East",
"headingHtml": "<h3 class=\"event-cal__event-title\">CX Forum East</h3>",
"firstParagraph": "June 16-17, 2026, New York City",
"paragraphHtml": "<p class=\"event-cal__event-location\"><time>June 16-17, 2026, </time>New York City</p>",
"words": 6,
"direct": false,
"issue": "First paragraph is 6 words and does not look like a concise direct answer."
},
{
"heading": "CX Forum West",
"headingHtml": "<h3 class=\"event-cal__event-title\">CX Forum West</h3>",
"firstParagraph": "June 29-30, 2026, San Francisco",
"paragraphHtml": "<p class=\"event-cal__event-location\"><time>June 29-30, 2026, </time>San Francisco</p>",
"words": 5,
"direct": false,
"issue": "First paragraph is 5 words and does not look like a concise direct answer."
},
{
"heading": "AI Forum Singapore",
"headingHtml": "<h3 class=\"event-cal__event-title\">AI Forum Singapore</h3>",
"firstParagraph": "August 20, 2026, Singapore",
"paragraphHtml": "<p class=\"event-cal__event-location\"><time>August 20, 2026, </time>Singapore</p>",
"words": 4,
"direct": false,
"issue": "First paragraph is 4 words and does not look like a concise direct answer."
},
{
"heading": "AI Forum Sydney",
"headingHtml": "<h3 class=\"event-cal__event-title\">AI Forum Sydney</h3>",
"firstParagraph": "August 25, 2026, Sydney",
"paragraphHtml": "<p class=\"event-cal__event-location\"><time>August 25, 2026, </time>Sydney</p>",
"words": 4,
"direct": false,
"issue": "First paragraph is 4 words and does not look like a concise direct answer."
},
{
"heading": "Technology & Innovation Forum Central",
"headingHtml": "<h3 class=\"event-cal__event-title\">Technology & Innovation Forum Central</h3>",
"firstParagraph": "September 14-15, 2026, Austin",
"paragraphHtml": "<p class=\"event-cal__event-location\"><time>September 14-15, 2026, </time>Austin</p>",
"words": 4,
"direct": false,
"issue": "First paragraph is 4 words and does not look like a concise direct answer."
},
{
"heading": "B2B Forum EMEA",
"headingHtml": "<h3 class=\"event-cal__event-title\">B2B Forum EMEA</h3>",
"firstParagraph": "September 28-29, 2026, London",
"paragraphHtml": "<p class=\"event-cal__event-location\"><time>September 28-29, 2026, </time>London</p>",
"words": 4,
"direct": false,
"issue": "First paragraph is 4 words and does not look like a concise direct answer."
},
{
"heading": "Technology & Innovation Forum EMEA",
"headingHtml": "<h3 class=\"event-cal__event-title\">Technology & Innovation Forum EMEA</h3>",
"firstParagraph": "September 30-October 1, 2026, London",
"paragraphHtml": "<p class=\"event-cal__event-location\"><time>September 30-October 1, 2026, </time>London</p>",
"words": 5,
"direct": false,
"issue": "First paragraph is 5 words and does not look like a concise direct answer."
},
{
"heading": "Technology & Innovation Forum East",
"headingHtml": "<h3 class=\"event-cal__event-title\">Technology & Innovation Forum East</h3>",
"firstParagraph": "November 4-5, 2026, New York City",
"paragraphHtml": "<p class=\"event-cal__event-location\"><time>November 4-5, 2026, </time>New York City</p>",
"words": 6,
"direct": false,
"issue": "First paragraph is 6 words and does not look like a concise direct answer."
},
{
"heading": "Security & Risk Forum",
"headingHtml": "<h3 class=\"event-cal__event-title\">Security & Risk Forum</h3>",
"firstParagraph": "November 9-10, 2026, Washington DC",
"paragraphHtml": "<p class=\"event-cal__event-location\"><time>November 9-10, 2026, </time>Washington DC</p>",
"words": 5,
"direct": false,
"issue": "First paragraph is 5 words and does not look like a concise direct answer."
},
{
"heading": "B2B Summit North America",
"headingHtml": "<h3 class=\"event-cal__event-title\">B2B Summit North America</h3>",
"firstParagraph": "May 3-5, 2027, Phoenix",
"paragraphHtml": "<p class=\"event-cal__event-location\"><time>May 3-5, 2027, </time>Phoenix</p>",
"words": 4,
"direct": false,
"issue": "First paragraph is 4 words and does not look like a concise direct answer."
},
{
"heading": "Want The Latest Forrester News?",
"headingHtml": "<h2 class=\"eloqua-form__title\"> Want The Latest Forrester News? </h2>",
"firstParagraph": "Sign up for our Insights At Work Newsletter and get exclusive updates delivered directly to your inbox.",
"paragraphHtml": "<p>Sign up for our Insights At Work Newsletter and get exclusive updates delivered directly to your inbox.</p>",
"words": 17,
"direct": false,
"issue": "First paragraph is 17 words and does not look like a concise direct answer."
},
{
"heading": "Thanks for signing up.",
"headingHtml": "<h3>Thanks for signing up.</h3>",
"firstParagraph": "Stay tuned for updates from the Forrester blogs.",
"paragraphHtml": "<p>Stay tuned for updates from the Forrester blogs.</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: Question-led structure
AEO: Question-led structure scored 70/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Question-led structure
AEO: Question-led structure scored 70/100 and needs improvement.
Needs attention
AEO: Question-led structure
Issue
27 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
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: Question-led structure scored 70/100 and needs improvement.
Evidence
{
"h2Count": 14,
"questionH2s": [
{
"index": 14,
"text": "Want The Latest Forrester News?",
"isQuestion": true,
"html": "<h2 class=\"eloqua-form__title\"> Want The Latest Forrester News? </h2>"
}
],
"hasFaq": false,
"score": 70,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Page experience for AIO
AIO: Page experience for AIO scored 75/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Page experience for AIO
AIO: Page experience for AIO scored 75/100 and needs improvement.
Needs attention
AIO: Page experience for AIO
Issue
3 image(s) are missing width/height attributes. 7 possible modal/interstitial element(s) detected.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Page experience for AIO
Score
75/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Page experience for AIO scored 75/100 and needs improvement.
Evidence
{
"viewportContent": "width=device-width, initial-scale=1, shrink-to-fit=no",
"visibleWords": 1940,
"htmlBytes": 180577,
"imagesMissingDimensions": [
{
"src": "https://go.forrester.com/wp-content/themes/forrester/assets/static/forrester_logo.svg",
"width": "",
"height": "",
"loading": "",
"html": "<img class=\"site-title\" src=\"https://go.forrester.com/wp-content/themes/forrester/assets/static/forrester_logo.svg\" alt=\"Forrester Logo\">"
},
{
"src": "https://go.forrester.com/wp-content/themes/forrester/assets/static/forrester_logo.svg",
"width": "",
"height": "",
"loading": "",
"html": "<img class=\"site-logo\" src=\"https://go.forrester.com/wp-content/themes/forrester/assets/static/forrester_logo.svg\" alt=\"Forrester Logo\">"
},
{
"src": "https://go.forrester.com/wp-content/themes/forrester/assets/static/forrester_logo.svg",
"width": "",
"height": "",
"loading": "",
"html": "<img class=\"site-logo\" src=\"https://go.forrester.com/wp-content/themes/forrester/assets/static/forrester_logo.svg\" alt=\"Forrester Logo\">"
}
],
"possibleDialogs": [
"<div class=\"modal fade img-modal__modal\" id=\"js-img-modal\" tabindex=\"-1\" aria-modal=\"true\" role=\"dialog\"> <div class=\"modal-dialog modal-dialog-centered img-modal__dialog\"> <div class=\"modal-content\"> <div class=\"modal-header\"> <h5 class=\"modal-title\"></h5> <button type=\"button\" class=\"close\" data-dismiss=\"modal\" aria-label=\"Close\"> <span aria-hidden=\"true\">×</span> </button> </div> <div class=\"modal-body\"> <div class=\"img-modal__wrapper\"> <img src alt> </div> </div> </div> </div> </div>",
"<div class=\"modal-dialog modal-dialog-centered img-modal__dialog\"> <div class=\"modal-content\"> <div class=\"modal-header\"> <h5 class=\"modal-title\"></h5> <button type=\"button\" class=\"close\" data-dismiss=\"modal\" aria-label=\"Close\"> <span aria-hidden=\"true\">×</span> </button> </div> <div class=\"modal-body\"> <div class=\"img-modal__wrapper\"> <img src alt> </div> </div> </div> </div>",
"<div class=\"modal-content\"> <div class=\"modal-header\"> <h5 class=\"modal-title\"></h5> <button type=\"button\" class=\"close\" data-dismiss=\"modal\" aria-label=\"Close\"> <span aria-hidden=\"true\">×</span> </button> </div> <div class=\"modal-body\"> <div class=\"img-modal__wrapper\"> <img src alt> </div> </div> </div>",
"<div class=\"modal-header\"> <h5 class=\"modal-title\"></h5> <button type=\"button\" class=\"close\" data-dismiss=\"modal\" aria-label=\"Close\"> <span aria-hidden=\"true\">×</span> </button> </div>",
"<h5 class=\"modal-title\"></h5>",
"<div class=\"modal-body\"> <div class=\"img-modal__wrapper\"> <img src alt> </div> </div>",
"<div class=\"img-modal__wrapper\"> <img src alt> </div>"
],
"score": 75,
"weight": 10
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Extraction-friendly structure
GEO: Extraction-friendly structure scored 85/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Extraction-friendly structure
GEO: Extraction-friendly structure scored 85/100 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, optional visible FAQ or FAQPage schema.
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
85/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for AI answer engines to extract, cite, and attribute.
Result
GEO: Extraction-friendly structure scored 85/100 and needs improvement.
Evidence
{
"hasSummary": false,
"tableCount": 0,
"tablesWithHead": 0,
"tablesMissingThead": [],
"orderedLists": 0,
"hasFaq": false,
"definitionPatterns": 6,
"schemaBlocks": 1,
"missingSignals": [
"optional top summary / TL;DR / key takeaways block",
"table with <thead> only if the page already has tabular/comparative data",
"ordered list only if the page explains a workflow/process",
"optional visible FAQ or FAQPage schema"
],
"score": 85,
"weight": 24
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Entity and definition clarity
AEO: Entity and definition clarity scored 83/100 and needs improvement.
1 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Entity and definition clarity
AEO: Entity and definition clarity scored 83/100 and needs improvement.
Needs attention
AEO: Entity and definition clarity
Issue
Entity or definition gaps: thrive, through, volatility, align, experience, accelerate, growth.
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
83/100
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 83/100 and needs improvement.
Evidence
{
"title": "Forrester Helps Organizations Thrive Through Volatility",
"h1": "Align Experience To Accelerate Growth",
"description": "Forrester is a leading global market research company that helps organizations exceed customer demands and excel with technology. Learn how Forrester can help.",
"topicOverlap": 0.3,
"definitionCount": 6,
"topicTerms": [
"forrester",
"helps",
"organizations",
"thrive",
"through",
"volatility",
"align",
"experience",
"accelerate",
"growth"
],
"descriptionTerms": [
"forrester",
"leading",
"global",
"market",
"research",
"company",
"helps",
"organizations",
"exceed",
"customer",
"demands",
"excel",
"technology",
"learn",
"help"
],
"missingFromDescription": [
"thrive",
"through",
"volatility",
"align",
"experience",
"accelerate",
"growth"
],
"score": 83,
"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: what, how, benefits, cost, compare.
Details
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Answer intent coverage
Score
70/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Answer intent coverage scored 70/100 and needs improvement.
Evidence
{
"headings": [
{
"text": "Empowering Leaders. Driving Results. Together.",
"html": "<h2 class=\"two-column__fwheader\">Empowering Leaders. Driving Results. Together.</h2>"
},
{
"text": "Put Forrester AI Into Action Where You Work",
"html": "<h2 class=\"two-column__fwheader\">Put Forrester AI Into Action Where You Work </h2>"
},
{
"text": "Value At Every Altitude",
"html": "<h2 class=\"two-column__fwheader\">Value At Every Altitude</h2>"
},
{
"text": "Trusted By Industry Leaders",
"html": "<h2 class=\"two-column__fwheader\">Trusted By Industry Leaders</h2>"
},
{
"text": "Research",
"html": "<h2><span>Research</span></h2>"
},
{
"text": "Forrester Decisions: Deliver Better Outcomes Faster",
"html": "<h2 class=\"two-column__fwheader\">Forrester Decisions: Deliver Better Outcomes Faster</h2>"
},
{
"text": "Inform Your Perspective",
"html": "<h2>Inform Your Perspective</h2>"
},
{
"text": "Sharpen Your Skills",
"html": "<h2>Sharpen Your Skills</h2>"
},
{
"text": "Develop Authentic Connections",
"html": "<h2>Develop Authentic Connections</h2>"
},
{
"text": "Consulting",
"html": "<h2><span>Consulting</span></h2>"
},
{
"text": "Turn Insights Into Measurable Outcomes",
"html": "<h2 class=\"two-column__fwheader\">Turn Insights Into Measurable Outcomes </h2>"
},
{
"text": "Events",
"html": "<h2><span>Events</span></h2>"
},
{
"text": "Powerful Gatherings, Proven Outcomes",
"html": "<h2 class=\"two-column__fwheader\">Powerful Gatherings, Proven Outcomes </h2>"
},
{
"text": "Want The Latest Forrester News?",
"html": "<h2 class=\"eloqua-form__title\"> Want The Latest Forrester News? </h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is Forrester Helps Organizations Thrive Through...?",
"pattern": {}
},
{
"id": "how",
"label": "How does Forrester Helps Organizations Thrive Through... work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Forrester Helps Organizations Thrive Through...?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Forrester Helps Organizations Thrive Through... free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Forrester Helps Organizations Thrive Through... compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "what",
"label": "What is Forrester Helps Organizations Thrive Through...?",
"pattern": {}
},
{
"id": "how",
"label": "How does Forrester Helps Organizations Thrive Through... work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Forrester Helps Organizations Thrive Through...?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Forrester Helps Organizations Thrive Through... free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Forrester Helps Organizations Thrive Through... 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": 403,
"contentType": "application/json",
"length": 42
},
{
"path": "/api/context",
"statusCode": 403,
"contentType": "application/json",
"length": 42
},
{
"path": "/context",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 474137
}
]
},
"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: what, how, benefits, cost, compare.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Query intent coverage
Score
70/100
Status
informational
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Query intent coverage is informational for this page.
Evidence
{
"headings": [
{
"text": "Empowering Leaders. Driving Results. Together.",
"html": "<h2 class=\"two-column__fwheader\">Empowering Leaders. Driving Results. Together.</h2>"
},
{
"text": "Put Forrester AI Into Action Where You Work",
"html": "<h2 class=\"two-column__fwheader\">Put Forrester AI Into Action Where You Work </h2>"
},
{
"text": "Value At Every Altitude",
"html": "<h2 class=\"two-column__fwheader\">Value At Every Altitude</h2>"
},
{
"text": "Trusted By Industry Leaders",
"html": "<h2 class=\"two-column__fwheader\">Trusted By Industry Leaders</h2>"
},
{
"text": "Research",
"html": "<h2><span>Research</span></h2>"
},
{
"text": "Forrester Decisions: Deliver Better Outcomes Faster",
"html": "<h2 class=\"two-column__fwheader\">Forrester Decisions: Deliver Better Outcomes Faster</h2>"
},
{
"text": "Inform Your Perspective",
"html": "<h2>Inform Your Perspective</h2>"
},
{
"text": "Sharpen Your Skills",
"html": "<h2>Sharpen Your Skills</h2>"
},
{
"text": "Develop Authentic Connections",
"html": "<h2>Develop Authentic Connections</h2>"
},
{
"text": "Consulting",
"html": "<h2><span>Consulting</span></h2>"
},
{
"text": "Turn Insights Into Measurable Outcomes",
"html": "<h2 class=\"two-column__fwheader\">Turn Insights Into Measurable Outcomes </h2>"
},
{
"text": "Events",
"html": "<h2><span>Events</span></h2>"
},
{
"text": "Powerful Gatherings, Proven Outcomes",
"html": "<h2 class=\"two-column__fwheader\">Powerful Gatherings, Proven Outcomes </h2>"
},
{
"text": "Want The Latest Forrester News?",
"html": "<h2 class=\"eloqua-form__title\"> Want The Latest Forrester News? </h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is Forrester Helps Organizations Thrive Through...?",
"pattern": {}
},
{
"id": "how",
"label": "How does Forrester Helps Organizations Thrive Through... work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Forrester Helps Organizations Thrive Through...?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Forrester Helps Organizations Thrive Through... free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Forrester Helps Organizations Thrive Through... compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "what",
"label": "What is Forrester Helps Organizations Thrive Through...?",
"pattern": {}
},
{
"id": "how",
"label": "How does Forrester Helps Organizations Thrive Through... work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Forrester Helps Organizations Thrive Through...?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Forrester Helps Organizations Thrive Through... free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Forrester Helps Organizations Thrive Through... compare with alternatives?",
"pattern": {}
}
],
"score": 70,
"weight": 4
}Agent Ease of UseAuthEmerging recommendation
Auth.md Agent Registration
Auth.md Agent Registration has an informational finding because the page appears to support authentication.
Informational
Agent Ease of UseAuthEmerging recommendation
Auth.md Agent Registration
Auth.md Agent Registration has an informational finding because the page appears to support authentication.
Needs attention
Auth.md Agent Registration
Issue
auth.md response did not match the expected agent registration shape. content too short (0/80 chars minimum); missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.
Why it matters
Agent registration metadata lets automated clients find the registration path, supported identity types, credential types, and related claim or revocation endpoints without scraping human docs.
Check name
Auth.md Agent Registration
Score
0/100
Status
informational
Category
Auth
Maturity
Emerging recommendation
Goal
Publish Auth.md and agent_auth metadata so agents can discover registration and credential requirements.
Result
Auth.md Agent Registration has an informational finding because the page appears to support authentication.
Validation steps
Fetch and validate /auth.md
auth.md response did not match the expected agent registration shape. content too short (0/80 chars minimum); missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.
Publish protected resource metadata
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
Validate agent_auth authorization metadata
OAuth authorization server metadata could not be fetched.
Evidence
{
"failedStep": "auth-md",
"steps": [
{
"id": "auth-md",
"title": "Fetch and validate /auth.md",
"status": "fail",
"evidence": {
"path": "/auth.md",
"ok": false,
"statusCode": 404,
"contentType": "text/plain",
"length": 0,
"validation": {
"valid": false,
"issue": "auth.md response did not match the expected agent registration shape. content too short (0/80 chars minimum); missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.",
"compatibleContentType": true,
"contentLength": 0,
"hasRegisterInstructions": false,
"hasProtectedResourceLink": false,
"hasAuthorizationServerLink": false,
"mentionsIdentity": false,
"mentionsCredential": false,
"links": [],
"rawExcerpt": ""
}
},
"issue": "auth.md response did not match the expected agent registration shape. content too short (0/80 chars minimum); missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.",
"howToFix": "Serve /auth.md at the site root as Markdown with agent registration instructions and links to OAuth metadata."
},
{
"id": "oauth-protected-resource",
"title": "Publish protected resource metadata",
"status": "fail",
"evidence": {
"path": "/.well-known/oauth-protected-resource",
"ok": false,
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 474226,
"text": "<!doctype html>\n<html data-n-head-ssr lang=\"en\" data-n-head=\"%7B%22lang%22:%7B%22ssr%22:%22en%22%7D%7D\">\n <head >\n <meta data-n-head=\"ssr\" charset=\"utf-8\"><meta data-n-head=\"ssr\" name=\"viewport\" content=\"width=device-width, initial-scale=1, maximum-scale=1\"><meta data-n-head=\"ssr\" name=\"og:locale\" content=\"en_US\"><meta data-n-head=\"ssr\" name=\"og:type\" content=\"website\"><meta data-n-head=\"ssr\" name=\"og:site_name\" content=\"Forrester\"><meta data-n-head=\"ssr\" data-hid=\"og:image\" name=\"image\" property=\"og:image\" content=\"https://go.forrester.com/wp-content/uploads/2020/03/FMK_FORR_GenericSocialImage_200323.jpg\"><meta data-n-head=\"ssr\" name=\"twitter:site\" content=\"@forrester\"><meta data-n-head=\"ssr\" name=\"twitter:card\" content=\"summary_large_image\"><meta data-n-head=\"ssr\" data-hid=\"twitter:image\" name=\"twitter:image\" content=\"https://go.forrester.com/wp-content/uploads/2020/03/FMK_FORR_GenericSocialImage_200323.jpg\"><meta data-n-head=\"ssr\" data-hid=\"charset\" charset=\"utf-8\"><meta data-n-head=\"ssr\" data-hid=\"mobile-web-app-capable\" name=\"mobile-web-app-capable\" content=\"yes\"><meta data-n-head=\"ssr\" data-hid=\"apple-mobile-web-app-title\" name=\"apple-mobile-web-app-title\" content=\"Forrester\"><meta data-n-head=\"ssr\" data-hid=\"og:title\" name=\"og:title\" property=\"og:title\" content=\"Forrester\"><title>Forrester</title><script type=\"text/javascript\" src=\"/ruxitagentjs_ICANVfqru_10337260526121002.js\" data-dtconfig=\"rid=RID_1856022386|rpid=-1678015791|domain=forrester.com|reportUrl=/rb_bf34414eoq|app=ea7c4b59f27d43eb|ssc=1|owasp=1|featureHash=ICANVfqru|rdnt=1|uxrgce=1|vcit=2000|cuc=st035p7x|mel=100000|dpvc=1|lastModification=1780926637261|tp=500,50,0|srbbv=2|agentUri=/ruxitagentjs_ICANVfqru_10337260526121002.js\"></script><link data-n-head=\"ssr\" rel=\"stylesheet\" type=\"text/css\" href=\"https://use.typekit.net/hks2ljb.css\"><link data-n-head=\"ssr\" data-hid=\"shortcut-icon\" rel=\"shortcut icon\" href=\"/_nuxt/icons/icon_64x64.273c9d.png\"><link data-n-head=\"ssr\" data-hid=\"apple-touch-icon\" rel=\"apple-touch-icon\" href=\"/_nuxt/icons/icon_512x512.273c9d.png\" sizes=\"512x512\"><link data-n-head=\"ssr\" rel=\"manifest\" href=\"/_nuxt/manifest.b6a4a4f7.json\" data-hid=\"manifest\"><script data-n-head=\"ssr\" data-hid=\"gtm-script\">window['dataLayer']=[];if(!window._gtm_init){window._gtm_init=1;(function(w,n,d,m,e,p){w[d]=(w[d]==1||n[d]=='yes'||n[d]==1||n[m]==1||(w[e]&&w[e][p]&&w[e][p]()))?1:0})(window,navigator,'doNotTrack','msDoNotTrack','external','msTrackingProtectionEnabled');(function(w,d,s,l,x,y){w[x]={};w._gtm_inject=function(i){if(w.doNotTrack||w[x][i])return;w[x][i]=1;w[l]=w[l]||[];w[l].push({'gtm.start':new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],j=d.createElement(s);j.async=true;j.src='https://www.googletagmanager.com/gtm.js?id='+i+'>m_preview=env-1>m_auth=mZ5Y-KY0eOGYFSJHa6IIew';f.parentNode.insertBefore(j,f);}})(window,document,'script','dataLayer','_gtm_ids','_gtm_inject')};[\"GTM-N83DS4M\"].forEach(function(i){window._gtm_inject(i)})</script><link rel=\"preload\" href=\"https://www.forrester.com/assets/forresterNow/fe50a73.js\" as=\"script\"><link rel=\"preload\" href=\"https://www.forrester.com/assets/forresterNow/1b4d756.js\" as=\"script\"><link rel=\"preload\" href=\"https://www.forrester.com/assets/forresterNow/2d1e56d.js\" as=\"script\"><link rel=\"preload\" href=\"https://www.forrester.com/assets/forresterNow/7e54be9.js\" as=\"script\"><link rel=\"preload\" href=\"https://www.forrester.com/assets/forresterNow/def8df0.js\" as=\"script\"><link rel=\"preload\" href=\"https://www.forrester.com/assets/forresterNow/a2e48fa.js\" as=\"script\"><link rel=\"preload\" href=\"https://www.forrester.com/assets/forresterNow/1ae9ee0.js\" as=\"script\"><link rel=\"preload\" href=\"https://www.forrester.com/assets/forresterNow/9fa6841.js\" as=\"script\"><link rel=\"preload\" href=\"https://www.forrester.com/assets/forresterNow/608aed3.js\" as=\"script\"><link rel=\"preload\" href=\"https://www.forrester.com/assets/forresterNow/8ec67fc.js\" as=\"script\"><link rel=\"preload\" href=\"https://www.forr"
},
"issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
"howToFix": "Publish /.well-known/oauth-protected-resource with resource and authorization_servers fields."
},
{
"id": "agent-auth-block",
"title": "Validate agent_auth authorization metadata",
"status": "fail",
"evidence": {
"valid": false,
"issue": "OAuth authorization server metadata could not be fetched.",
"fetch": {
"ok": false,
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 474233,
"text": "<!doctype html>\n<html data-n-head-ssr lang=\"en\" data-n-head=\"%7B%22lang%22:%7B%22ssr%22:%22en%22%7D%7D\">\n <head >\n <meta data-n-head=\"ssr\" charset=\"utf-8\"><meta data-n-head=\"ssr\" name=\"viewport\" content=\"width=device-width, initial-scale=1, maximum-scale=1\"><meta data-n-head=\"ssr\" name=\"og:locale\" content=\"en_US\"><meta data-n-head=\"ssr\" name=\"og:type\" content=\"website\"><meta data-n-head=\"ssr\" name=\"og:site_name\" content=\"Forrester\"><meta data-n-head=\"ssr\" data-hid=\"og:image\" name=\"image\" property=\"og:image\" content=\"https://go.forrester.com/wp-content/uploads/2020/03/FMK_FORR_GenericSocialImage_200323.jpg\"><meta data-n-head=\"ssr\" name=\"twitter:site\" content=\"@forrester\"><meta data-n-head=\"ssr\" name=\"twitter:card\" content=\"summary_large_image\"><meta data-n-head=\"ssr\" data-hid=\"twitter:image\" name=\"twitter:image\" content=\"https://go.forrester.com/wp-content/uploads/2020/03/FMK_FORR_GenericSocialImage_200323.jpg\"><meta data-n-head=\"ssr\" data-hid=\"charset\" charset=\"utf-8\"><meta data-n-head=\"ssr\" data-hid=\"mobile-web-app-capable\" name=\"mobile-web-app-capable\" content=\"yes\"><meta data-n-head=\"ssr\" data-hid=\"apple-mobile-web-app-title\" name=\"apple-mobile-web-app-title\" content=\"Forrester\"><meta data-n-head=\"ssr\" data-hid=\"og:title\" name=\"og:title\" property=\"og:title\" content=\"Forrester\"><title>Forrester</title><script type=\"text/javascript\" src=\"/ruxitagentjs_ICANVfqru_10337260526121002.js\" data-dtconfig=\"rid=RID_-1837960856|rpid=-1931650999|domain=forrester.com|reportUrl=/rb_bf34414eoq|app=ea7c4b59f27d43eb|ssc=1|owasp=1|featureHash=ICANVfqru|rdnt=1|uxrgce=1|vcit=2000|cuc=st035p7x|mel=100000|dpvc=1|lastModification=1780926637261|tp=500,50,0|srbbv=2|agentUri=/ruxitagentjs_ICANVfqru_10337260526121002.js\"></script><link data-n-head=\"ssr\" rel=\"stylesheet\" type=\"text/css\" href=\"https://use.typekit.net/hks2ljb.css\"><link data-n-head=\"ssr\" data-hid=\"shortcut-icon\" rel=\"shortcut icon\" href=\"/_nuxt/icons/icon_64x64.273c9d.png\"><link data-n-head=\"ssr\" data-hid=\"apple-touch-icon\" rel=\"apple-touch-icon\" href=\"/_nuxt/icons/icon_512x512.273c9d.png\" sizes=\"512x512\"><link data-n-head=\"ssr\" rel=\"manifest\" href=\"/_nuxt/manifest.b6a4a4f7.json\" data-hid=\"manifest\"><script data-n-head=\"ssr\" data-hid=\"gtm-script\">window['dataLayer']=[];if(!window._gtm_init){window._gtm_init=1;(function(w,n,d,m,e,p){w[d]=(w[d]==1||n[d]=='yes'||n[d]==1||n[m]==1||(w[e]&&w[e][p]&&w[e][p]()))?1:0})(window,navigator,'doNotTrack','msDoNotTrack','external','msTrackingProtectionEnabled');(function(w,d,s,l,x,y){w[x]={};w._gtm_inject=function(i){if(w.doNotTrack||w[x][i])return;w[x][i]=1;w[l]=w[l]||[];w[l].push({'gtm.start':new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],j=d.createElement(s);j.async=true;j.src='https://www.googletagmanager.com/gtm.js?id='+i+'>m_preview=env-1>m_auth=mZ5Y-KY0eOGYFSJHa6IIew';f.parentNode.insertBefore(j,f);}})(window,document,'script','dataLayer','_gtm_ids','_gtm_inject')};[\"GTM-N83DS4M\"].forEach(function(i){window._gtm_inject(i)})</script><link rel=\"preload\" href=\"https://www.forrester.com/assets/forresterNow/fe50a73.js\" as=\"script\"><link rel=\"preload\" href=\"https://www.forrester.com/assets/forresterNow/1b4d756.js\" as=\"script\"><link rel=\"preload\" href=\"https://www.forrester.com/assets/forresterNow/2d1e56d.js\" as=\"script\"><link rel=\"preload\" href=\"https://www.forrester.com/assets/forresterNow/7e54be9.js\" as=\"script\"><link rel=\"preload\" href=\"https://www.forrester.com/assets/forresterNow/def8df0.js\" as=\"script\"><link rel=\"preload\" href=\"https://www.forrester.com/assets/forresterNow/a2e48fa.js\" as=\"script\"><link rel=\"preload\" href=\"https://www.forrester.com/assets/forresterNow/1ae9ee0.js\" as=\"script\"><link rel=\"preload\" href=\"https://www.forrester.com/assets/forresterNow/9fa6841.js\" as=\"script\"><link rel=\"preload\" href=\"https://www.forrester.com/assets/forresterNow/608aed3.js\" as=\"script\"><link rel=\"preload\" href=\"https://www.forrester.com/assets/forresterNow/8ec67fc.js\" as=\"script\"><link rel=\"preload\" href=\"https://www.for"
}
},
"issue": "OAuth authorization server metadata could not be fetched.",
"howToFix": "Add agent_auth to /.well-known/oauth-authorization-server with register_uri, supported identity types, credential types, and claim or revocation URLs where applicable."
}
],
"authApplicability": {
"supportsAuth": true,
"score": 9,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
},
{
"source": "visible-text",
"weight": 3,
"match": "log in"
},
{
"source": "visible-text",
"weight": 3,
"match": "sign up"
}
]
},
"resourceFetchSucceeded": false
}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."
}
]
}Agent Ease of UseAuthEstablished
OAuth / OIDC discovery
OAuth / OIDC discovery has an informational finding because the page appears to support authentication.
Informational
Agent Ease of UseAuthEstablished
OAuth / OIDC discovery
OAuth / OIDC discovery has an informational finding because the page appears to support authentication.
Needs attention
OAuth / OIDC discovery
Issue
OAuth / OIDC discovery was not found at the expected path.
Why it matters
OAuth and OIDC discovery let agents find authorization, token, and key endpoints programmatically instead of relying on human documentation.
Check name
OAuth / OIDC discovery
Score
0/100
Status
informational
Category
Auth
Maturity
Established
Goal
Publish OAuth/OIDC discovery metadata so agents can authenticate with your APIs.
Result
OAuth / OIDC discovery has an informational finding because the page appears to support authentication.
Validation steps
Fetch to find resource
OAuth / OIDC discovery was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/openid-configuration",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 474215
},
{
"path": "/.well-known/oauth-authorization-server",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 474233
}
]
},
"issue": "OAuth / OIDC discovery was not found at the expected path.",
"howToFix": "Publish valid OAuth/OIDC metadata only when the site actually supports OAuth/OIDC. Otherwise omit provider discovery and document any unauthenticated public APIs separately."
}
],
"authApplicability": {
"supportsAuth": true,
"score": 9,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
},
{
"source": "visible-text",
"weight": 3,
"match": "log in"
},
{
"source": "visible-text",
"weight": 3,
"match": "sign up"
}
]
},
"resourceFetchSucceeded": false
}Agent Ease of UseAuthEmerging recommendation
OAuth Protected Resource
OAuth Protected Resource has an informational finding because the page appears to support authentication.
Informational
Agent Ease of UseAuthEmerging recommendation
OAuth Protected Resource
OAuth Protected Resource has an informational finding because the page appears to support authentication.
Needs attention
OAuth Protected Resource
Issue
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
Why it matters
Protected Resource metadata tells agents which authorization servers protect an API and how to connect authentication challenges to the right resource.
Check name
OAuth Protected Resource
Score
0/100
Status
informational
Category
Auth
Maturity
Emerging recommendation
Goal
Publish OAuth Protected Resource Metadata so agents can discover how to authenticate.
Result
OAuth Protected Resource has an informational finding because the page appears to support authentication.
Validation steps
Fetch protected resource metadata
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
Validate protected resource metadata
Response is not valid JSON.
Validate protected resource identity
Protected resource metadata `resource` did not match the resource identifier used to retrieve it.
Probe protected API Bearer challenge
No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch protected resource metadata",
"status": "fail",
"evidence": {
"path": "/.well-known/oauth-protected-resource",
"statusCode": 404,
"contentType": "text/html; charset=utf-8"
},
"issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
"howToFix": "Publish /.well-known/oauth-protected-resource JSON."
},
{
"id": "metadata",
"title": "Validate protected resource metadata",
"status": "fail",
"evidence": {
"valid": false,
"compatibleContentType": false,
"issue": "Response is not valid JSON.",
"rawExcerpt": "<!doctype html>\n<html data-n-head-ssr lang=\"en\" data-n-head=\"%7B%22lang%22:%7B%22ssr%22:%22en%22%7D%7D\">\n <head >\n <meta data-n-head=\"ssr\" charset=\"utf-8\"><meta data-n-head=\"ssr\" name=\"viewport\" content=\"width=device-width, initial-scale=1, maximum-scale=1\"><meta data-n-head=\"ssr\" name=\"og:locale\" content=\"en_US\"><meta data-n-head=\"ssr\" name=\"og:type\" content=\"website\"><meta data-n-head=\"ssr\" name=\"og:site_name\" content=\"Forrester\"><meta data-n-head=\"ssr\" data-hid=\"og:image\" name=\"image\" property=\"og:image\" content=\"https://go.forrester.com/wp-content/uploads/2020/03/FMK_FORR_GenericSocialImage_200323.jpg\"><meta data-n-head=\"ssr\" name=\"twitter:site\" content=\"@forrester\"><meta data-n-head=\"ssr\" name=\"twitter:card\" content=\"summary_large_image\"><meta data-n-head=\"ssr\" data-hid=\"twitter:i"
},
"issue": "Response is not valid JSON.",
"howToFix": "Publish resource and authorization_servers as absolute URLs."
},
{
"id": "resource-identity",
"title": "Validate protected resource identity",
"status": "fail",
"evidence": {
"expectedResource": "https://www.forrester.com"
},
"issue": "Protected resource metadata `resource` did not match the resource identifier used to retrieve it.",
"howToFix": "Set `resource` to the origin/resource identifier represented by /.well-known/oauth-protected-resource."
},
{
"id": "protected-route-challenge",
"title": "Probe protected API Bearer challenge",
"status": "informational",
"evidence": {
"checked": [
{
"path": "/api/admin/scans",
"statusCode": 403,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://www.forrester.com/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"resourceMatchesRequestContext": true
},
{
"path": "/api/admin/summary",
"statusCode": 403,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://www.forrester.com/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"resourceMatchesRequestContext": true
},
{
"path": "/api/scans",
"statusCode": 403,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://www.forrester.com/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"resourceMatchesRequestContext": true
}
]
},
"issue": "No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.",
"howToFix": "When this site exposes bearer-protected APIs, return 401 with WWW-Authenticate: Bearer and link resource_metadata."
}
],
"authApplicability": {
"supportsAuth": true,
"score": 9,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
},
{
"source": "visible-text",
"weight": 3,
"match": "log in"
},
{
"source": "visible-text",
"weight": 3,
"match": "sign up"
}
]
},
"resourceFetchSucceeded": false
}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
2 links found
Fix guidance
Descriptive link text helps search engines understand your content. [Learn how to make links more accessible](https://developer.chrome.com/docs/lighthouse/seo/link-text/).
Evidence
{
"displayValue": "2 links found",
"description": "Descriptive link text helps search engines understand your content. [Learn how to make links more accessible](https://developer.chrome.com/docs/lighthouse/seo/link-text/)."
}Performance and AccessibilityPerformanceBrowser audit
Improve image delivery
20 Fail
Performance and AccessibilityPerformanceBrowser audit
Improve image delivery
Check name
Improve image delivery
Score
0/100
Status
fail
Device
desktop
Category
Performance
Estimated savings
Est savings of 145Â 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 145Â 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
Network dependency tree
20 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
Render-blocking requests
20 Fail
Performance and AccessibilityPerformanceBrowser audit
Render-blocking requests
Check name
Render-blocking requests
Score
0/100
Status
fail
Device
desktop
Category
Performance
Estimated savings
Est savings of 790Â ms
Fix guidance
Requests are blocking the page's initial render, which may delay LCP. [Deferring or inlining](https://developer.chrome.com/docs/performance/insights/render-blocking) can move these network requests out of the critical path.
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 790Â ms",
"description": "Requests are blocking the page's initial render, which may delay LCP. [Deferring or inlining](https://developer.chrome.com/docs/performance/insights/render-blocking) can move these network requests out of the critical path."
}Performance and AccessibilityPerformanceBrowser audit
Use efficient cache lifetimes
20 Fail
Performance and AccessibilityPerformanceBrowser audit
Use efficient cache lifetimes
Check name
Use efficient cache lifetimes
Score
0/100
Status
fail
Device
desktop
Category
Performance
Estimated savings
Est savings of 100Â 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 100Â 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
2 Fail
Performance and AccessibilityPerformanceBrowser audit
Loading performance
Check name
Loading performance
Score
88/100
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": "total-blocking-time",
"title": "Total Blocking Time",
"score": 92,
"displayValue": "140Â ms",
"numericValue": 136.5
},
{
"id": "interactive",
"title": "Time to Interactive",
"score": 95,
"displayValue": "2.1Â s",
"numericValue": 2079.191715629492
},
{
"id": "server-response-time",
"title": "Initial server response time was short",
"score": 100,
"displayValue": "Root document took 40Â ms",
"numericValue": 42
},
{
"id": "largest-contentful-paint",
"title": "Largest Contentful Paint",
"score": 86,
"displayValue": "1.3Â s",
"numericValue": 1336.2696668184153
},
{
"id": "first-contentful-paint",
"title": "First Contentful Paint",
"score": 74,
"displayValue": "1.2Â s",
"numericValue": 1206.762429591432
},
{
"id": "max-potential-fid",
"title": "Max Potential First Input Delay",
"score": 79,
"displayValue": "160Â ms",
"numericValue": 163
},
{
"id": "network-rtt",
"title": "Network Round Trip Times",
"score": 100,
"displayValue": "60Â ms",
"numericValue": 57.567465
},
{
"id": "speed-index",
"title": "Speed Index",
"score": 80,
"displayValue": "1.6Â s",
"numericValue": 1567.0925540772785
}
]
}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 |
|---|---|---|---|
| 63/100 | Level 3, Bot-Aware | Current report |