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64/100

OVERALL SCORE

Level 3, Bot-Aware

Moderate readiness for AI agents
AIDiscoverability45%Agent Easeof Use6%Security& Trust80%GEO, AIO, AEO76%SEO92%Performance& Accessibility88%
  • AI Discoverability 45 out of 100
  • Agent Ease of Use 6 out of 100
  • Security & Trust 80 out of 100
  • GEO, AIO and AEO 76 out of 100
  • SEO 92 out of 100
  • Performance and Accessibility 88 out of 100

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Next step

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Detailed report scores grouped by capability area
MetricScoreStatusPassedFailedWarningEvidence
AI Discoverability
45
Priority fix8141View details
Discoverability
86
Mostly ready630View details
Content Readiness
38
Priority fix271View details
Bot Access Control
0
Priority fix040View details
Agent Ease of Use
6
Priority fix15223View details
API
0
Priority fix060View details
Auth
Not Applicable
Not Applicable1100
MCP
13
Priority fix062View details
Skill Discovery
5
Priority fix0101View details
Agent Commerce
Not Applicable
Not Applicable400
GEO, AIO and AEO
76
Mostly ready6212View details
GEO Readiness
87
Mostly ready204
AIO Readiness
72
Needs work214View details
AEO Readiness
68
Needs work214View details
SEO
92
Strong1010View details
SEO
92
Strong1010View details
Security & Trust
80
Mostly ready810View details
Security & Trust
80
Mostly ready410View details
AI Training Exposure
Not Applicable
Not Applicable400
Performance and Accessibility
88
Mostly ready2311View details
Performance
90
Strong1411View details
Accessibility
84
Mostly ready900

Prioritized recommendations

Issues ranked by score impact

38 items need attention

Security & TrustSecurity & TrustEstablished

Content-Security-Policy

Content-Security-Policy is missing or incomplete.

100 Fail

Needs attention

Content-Security-Policy

Failed check
01

Issue

Content-Security-Policy is missing or incomplete.

02

Why it matters

Content Security Policy limits where scripts, styles, frames, and connections can load from, reducing the impact of injection bugs.

Check name

Content-Security-Policy

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

Constrain script, style, frame, and resource loading with a Content-Security-Policy header.

Result

Content-Security-Policy is missing or incomplete.

Evidence
{
  "header": "content-security-policy",
  "value": "frame-ancestors 'self';"
}

AI DiscoverabilityDiscoverabilityEstablished

Link headers

Link headers failed at "Find useful Link headers".

100 Fail

Needs attention

Link headers

Failed check
01

Issue

No useful agent discovery Link headers were found.

02

Why it matters

Link headers let automated clients discover API catalogs, documentation, and machine-readable alternates without parsing page markup first.

Check name

Link headers

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Include Link response headers for agent discovery using RFC 8288.

Result

Link headers failed at "Find useful Link headers".

Validation steps

  1. Find useful Link headers

    No useful agent discovery Link headers were found.

  2. Fetch same-origin Link header targets

    Link headers did not expose any same-origin targets to validate.

Evidence
{
  "failedStep": "presence",
  "steps": [
    {
      "id": "presence",
      "title": "Find useful Link headers",
      "status": "fail",
      "evidence": {
        "links": []
      },
      "issue": "No useful agent discovery Link headers were found.",
      "howToFix": "Expose useful Link headers such as rel=\"api-catalog\", rel=\"service-doc\", and rel=\"service-desc\"."
    },
    {
      "id": "target-validation",
      "title": "Fetch same-origin Link header targets",
      "status": "fail",
      "evidence": {
        "checked": [],
        "failures": [
          {
            "reason": "No same-origin Link header targets were available to fetch."
          }
        ]
      },
      "issue": "Link headers did not expose any same-origin targets to validate.",
      "howToFix": "Make each same-origin Link href reachable and serve the advertised media type."
    }
  ]
}

Agent Ease of UseAPIEstablished

API Catalog

API Catalog failed at "Fetch API catalog".

50 Fail

Needs attention

API Catalog

Failed check
01

Issue

The API catalog endpoint did not return HTTP 2xx.

02

Why it matters

API catalogs help agents find service descriptions, documentation, and status resources without guessing API entry points.

Check name

API Catalog

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

Publish an API catalog for automated API discovery using RFC 9727.

Result

API Catalog failed at "Fetch API catalog".

Validation steps

  1. Fetch API catalog

    The API catalog endpoint did not return HTTP 2xx.

  2. Validate RFC 9727 linkset

    Response is not valid JSON.

  3. Fetch advertised API catalog targets

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

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch API catalog",
      "status": "fail",
      "evidence": {
        "statusCode": 404,
        "contentType": "text/html; charset=UTF-8"
      },
      "issue": "The API catalog endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/api-catalog."
    },
    {
      "id": "validate",
      "title": "Validate RFC 9727 linkset",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Response is not valid JSON.",
        "rawExcerpt": "<!DOCTYPE html>\r\n<!--[if lt IE 7]>      <html class=\"no-js lt-ie9 lt-ie8 lt-ie7\"> <![endif]-->\r\n<!--[if IE 7]>         <html class=\"no-js lt-ie9 lt-ie8\"> <![endif]-->\r\n<!--[if IE 8]>         <html class=\"no-js lt-ie9\"> <![endif]-->\r\n<!--[if gt IE 8]><!-->\r\n<html class=\"no-js\" lang=\"en\"> <!--<![endif]-->\r\n\r\n<head>\r\n\r\n    <!-- Google Tag Manager -->\r\n    <script>(function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':\r\n    new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],\r\n    j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src=\r\n    'https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);\r\n    })(window,document,'script','dataLayer','GTM-PS2LS5RW');</script>\r\n    <!-- End Google Tag Manager -->\r\n\r\n    <meta http-equiv=\"Con"
      },
      "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."
    }
  ]
}

Agent Ease of UseAPIEstablished

OpenAPI discovery

OpenAPI discovery failed at "Find valid OpenAPI document".

50 Fail

Needs attention

OpenAPI discovery

Failed check
01

Issue

OpenAPI YAML document did not match the expected shape. Content-Type "text/html; charset=UTF-8" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.

02

Why it matters

OpenAPI documents let agents understand available operations, schemas, authentication, and request formats before calling an API.

Check name

OpenAPI discovery

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

Publish a valid OpenAPI or Swagger document for API discovery.

Result

OpenAPI discovery failed at "Find valid OpenAPI document".

Validation steps

  1. Find valid OpenAPI document

    OpenAPI YAML document did not match the expected shape. Content-Type "text/html; charset=UTF-8" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Find valid OpenAPI document",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/openapi.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=UTF-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html>\r\n<!--[if lt IE 7]>      <html class=\"no-js lt-ie9 lt-ie8 lt-ie7\"> <![endif]-->\r\n<!--[if IE 7]>         <html class=\"no-js lt-ie9 lt-ie8\"> <![endif]-->\r\n<!--[if IE 8]>         <html class=\"no-js lt-ie9\"> <![endif]-->\r\n<!--[if gt IE 8]><!-->\r\n<html class=\"no-js\" lang=\"en\"> <!--<![endif]-->\r\n\r\n<head>\r\n\r\n    <!-- Google Tag Manager -->\r\n    <script>(function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':\r\n    new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],\r\n    j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src=\r\n    'https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);\r\n    })(window,document,'script','dataLayer','GTM-PS2LS5RW');</script>\r\n    <!-- End Google Tag Manager -->\r\n\r\n    <meta http-equiv=\"Con"
          },
          {
            "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>\r\n<!--[if lt IE 7]>      <html class=\"no-js lt-ie9 lt-ie8 lt-ie7\"> <![endif]-->\r\n<!--[if IE 7]>         <html class=\"no-js lt-ie9 lt-ie8\"> <![endif]-->\r\n<!--[if IE 8]>         <html class=\"no-js lt-ie9\"> <![endif]-->\r\n<!--[if gt IE 8]><!-->\r\n<html class=\"no-js\" lang=\"en\"> <!--<![endif]-->\r\n\r\n<head>\r\n\r\n    <!-- Google Tag Manager -->\r\n    <script>(function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':\r\n    new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],\r\n    j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src=\r\n    'https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);\r\n    })(window,document,'script','dataLayer','GTM-PS2LS5RW');</script>\r\n    <!-- End Google Tag Manager -->\r\n\r\n    <meta http-equiv=\"Con"
          },
          {
            "path": "/swagger.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=UTF-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html>\r\n<!--[if lt IE 7]>      <html class=\"no-js lt-ie9 lt-ie8 lt-ie7\"> <![endif]-->\r\n<!--[if IE 7]>         <html class=\"no-js lt-ie9 lt-ie8\"> <![endif]-->\r\n<!--[if IE 8]>         <html class=\"no-js lt-ie9\"> <![endif]-->\r\n<!--[if gt IE 8]><!-->\r\n<html class=\"no-js\" lang=\"en\"> <!--<![endif]-->\r\n\r\n<head>\r\n\r\n    <!-- Google Tag Manager -->\r\n    <script>(function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':\r\n    new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],\r\n    j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src=\r\n    'https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);\r\n    })(window,document,'script','dataLayer','GTM-PS2LS5RW');</script>\r\n    <!-- End Google Tag Manager -->\r\n\r\n    <meta http-equiv=\"Con"
          },
          {
            "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>\r\n<!--[if lt IE 7]>      <html class=\"no-js lt-ie9 lt-ie8 lt-ie7\"> <![endif]-->\r\n<!--[if IE 7]>         <html class=\"no-js lt-ie9 lt-ie8\"> <![endif]-->\r\n<!--[if IE 8]>         <html class=\"no-js lt-ie9\"> <![endif]-->\r\n<!--[if gt IE 8]><!-->\r\n<html class=\"no-js\" lang=\"en\"> <!--<![endif]-->\r\n\r\n<head>\r\n\r\n    <!-- Google Tag Manager -->\r\n    <script>(function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':\r\n    new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],\r\n    j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src=\r\n    'https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);\r\n    })(window,document,'script','dataLayer','GTM-PS2LS5RW');</script>\r\n    <!-- End Google Tag Manager -->\r\n\r\n    <meta http-equiv=\"Con"
          },
          {
            "path": "/api/openapi.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=UTF-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html>\r\n<!--[if lt IE 7]>      <html class=\"no-js lt-ie9 lt-ie8 lt-ie7\"> <![endif]-->\r\n<!--[if IE 7]>         <html class=\"no-js lt-ie9 lt-ie8\"> <![endif]-->\r\n<!--[if IE 8]>         <html class=\"no-js lt-ie9\"> <![endif]-->\r\n<!--[if gt IE 8]><!-->\r\n<html class=\"no-js\" lang=\"en\"> <!--<![endif]-->\r\n\r\n<head>\r\n\r\n    <!-- Google Tag Manager -->\r\n    <script>(function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':\r\n    new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],\r\n    j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src=\r\n    'https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);\r\n    })(window,document,'script','dataLayer','GTM-PS2LS5RW');</script>\r\n    <!-- End Google Tag Manager -->\r\n\r\n    <meta http-equiv=\"Con"
          },
          {
            "path": "/api/swagger.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=UTF-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html>\r\n<!--[if lt IE 7]>      <html class=\"no-js lt-ie9 lt-ie8 lt-ie7\"> <![endif]-->\r\n<!--[if IE 7]>         <html class=\"no-js lt-ie9 lt-ie8\"> <![endif]-->\r\n<!--[if IE 8]>         <html class=\"no-js lt-ie9\"> <![endif]-->\r\n<!--[if gt IE 8]><!-->\r\n<html class=\"no-js\" lang=\"en\"> <!--<![endif]-->\r\n\r\n<head>\r\n\r\n    <!-- Google Tag Manager -->\r\n    <script>(function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':\r\n    new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],\r\n    j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src=\r\n    'https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);\r\n    })(window,document,'script','dataLayer','GTM-PS2LS5RW');</script>\r\n    <!-- End Google Tag Manager -->\r\n\r\n    <meta http-equiv=\"Con"
          },
          {
            "path": "/docs/openapi.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=UTF-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html>\r\n<!--[if lt IE 7]>      <html class=\"no-js lt-ie9 lt-ie8 lt-ie7\"> <![endif]-->\r\n<!--[if IE 7]>         <html class=\"no-js lt-ie9 lt-ie8\"> <![endif]-->\r\n<!--[if IE 8]>         <html class=\"no-js lt-ie9\"> <![endif]-->\r\n<!--[if gt IE 8]><!-->\r\n<html class=\"no-js\" lang=\"en\"> <!--<![endif]-->\r\n\r\n<head>\r\n\r\n    <!-- Google Tag Manager -->\r\n    <script>(function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':\r\n    new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],\r\n    j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src=\r\n    'https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);\r\n    })(window,document,'script','dataLayer','GTM-PS2LS5RW');</script>\r\n    <!-- End Google Tag Manager -->\r\n\r\n    <meta http-equiv=\"Con"
          }
        ]
      },
      "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=UTF-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
      "howToFix": "Publish a valid OpenAPI 3.x or Swagger 2.0 JSON/YAML document with info, paths, operations, and responses."
    }
  ]
}

AI DiscoverabilityBot Access ControlEstablished

AI bot rules in robots.txt

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

33 Fail

Needs attention

AI bot rules in robots.txt

Failed check
01

Issue

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

02

Why it matters

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

Check name

AI bot rules in robots.txt

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Established

Goal

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

Result

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

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

AI DiscoverabilityBot Access ControlInformational

Content Signal

Content Signal is missing or incomplete.

33 Fail

Needs attention

Content Signal

Failed check
01

Issue

No Content Signal found in robots.txt

02

Why it matters

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

Check name

Content Signal

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

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

Result

Content Signal is missing or incomplete.

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

AI DiscoverabilityBot Access ControlInformational

Web Bot Auth request signing

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

33 Fail

Needs attention

Web Bot Auth request signing

Failed check
01

Issue

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

02

Why it matters

Web Bot Auth discovery lets servers and clients find signing keys for bot identity workflows based on HTTP Message Signatures.

Check name

Web Bot Auth request signing

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

Advertise HTTP Message Signatures keys when this site operates signed bot clients or supports Web Bot Auth workflows.

Result

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

Validation steps

  1. Fetch to find resource

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

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/http-message-signatures-directory",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 97718
          }
        ]
      },
      "issue": "Web Bot Auth request signing was not found at the expected path.",
      "howToFix": "If publishing Web Bot Auth keys, return a JSON key directory with a non-empty keys array and the draft media type."
    }
  ]
}

AI DiscoverabilityContent ReadinessEmerging recommendation

llms.txt

llms.txt failed at "Fetch to find resource".

25 Fail

Needs attention

llms.txt

Failed check
01

Issue

llms.txt was not found at the expected path.

02

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

  1. 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/html",
            "length": 146
          },
          {
            "path": "/llms-full.txt",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 146
          }
        ]
      },
      "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

Needs attention

Markdown negotiation

Failed check
01

Issue

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

02

Why it matters

Markdown negotiation gives agents a cleaner representation of page content while preserving normal HTML for browsers.

Check name

Markdown negotiation

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Return HTML responses as markdown when agents request it.

Result

Markdown negotiation failed at "Markdown content type".

Validation steps

  1. Markdown content type

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

  2. Vary: Accept header

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

  3. Structured Markdown body

    Markdown response is missing a heading.

Evidence
{
  "failedStep": "content-type",
  "steps": [
    {
      "id": "content-type",
      "title": "Markdown content type",
      "status": "fail",
      "evidence": {
        "statusCode": 200,
        "contentType": "text/html; charset=UTF-8"
      },
      "issue": "Content-Type \"text/html; charset=UTF-8\" does not indicate Markdown when requested with Accept: text/markdown.",
      "howToFix": "Return Content-Type: text/markdown; charset=utf-8 for requests with Accept: text/markdown."
    },
    {
      "id": "vary-accept",
      "title": "Vary: Accept header",
      "status": "fail",
      "evidence": {
        "vary": "Accept-Encoding, Accept-Encoding,Cookie"
      },
      "issue": "Markdown negotiation is missing Vary: Accept; current Vary header is \"Accept-Encoding, Accept-Encoding,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": 15325,
        "excerpt": "<!DOCTYPE html>\n<!--[if lt IE 7]>      <html class=\"no-js lt-ie9 lt-ie8 lt-ie7\"> <![endif]-->\n<!--[if IE 7]>         <html class=\"no-js lt-ie9 lt-ie8\"> <![endif]-->\n<!--[if IE 8]>         <html class=\"no-js lt-ie9\"> <![endif]-->\n<!--[if gt ",
        "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

Needs attention

MCP Server Card

Failed check
01

Issue

MCP Server Card was not found at the expected path.

02

Why it matters

MCP Server Cards help agents discover server transports, capabilities, and protocol details before opening an MCP session.

Check name

MCP Server Card

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

Publish an MCP Server Card for agent discovery.

Result

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

Validation steps

  1. Fetch to find resource

    MCP Server Card was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 97718
          },
          {
            "path": "/.well-known/mcp/server-cards.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 97718
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 97718
          }
        ]
      },
      "issue": "MCP Server Card was not found at the expected path.",
      "howToFix": "Publish an MCP server card with valid transports and make each advertised local endpoint answer an MCP initialize request."
    }
  ]
}

Agent Ease of UseMCPEmerging recommendation

mcp.json

mcp.json failed at "Fetch to find resource".

25 Fail

Needs attention

mcp.json

Failed check
01

Issue

mcp.json was not found at the expected path.

02

Why it matters

MCP clients need trustworthy server metadata, protocol version, transport details, and capability hints before connecting to a remote MCP server.

Check name

mcp.json

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

Expose a stable MCP server metadata document that points agents to the site's MCP endpoint.

Result

mcp.json failed at "Fetch to find resource".

Validation steps

  1. Fetch to find resource

    mcp.json was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 97718
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 429,
            "contentType": "text/html; charset=UTF-8",
            "length": 5526
          },
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 429,
            "contentType": "text/html; charset=UTF-8",
            "length": 5562
          }
        ]
      },
      "issue": "mcp.json was not found at the expected path.",
      "howToFix": "Publish mcp.json or an MCP server card with serverInfo, protocolVersion, transport endpoint, and capabilities."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Semantic HTML

Semantic HTML is missing or incomplete.

25 Fail

Needs attention

Semantic HTML

Failed check
01

Issue

Semantic HTML is incomplete: missing <nav> landmark; missing <footer> landmark; skipped heading levels; 6 links missing accessible names.

Details

02

Why it matters

Semantic HTML gives browsers, assistive technology, search systems, and agents reliable landmarks, headings, controls, form semantics, and image context.

Check name

Semantic HTML

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Expose readable page structure through semantic HTML and accessible controls.

Result

Semantic HTML is missing or incomplete.

Evidence
{
  "main": true,
  "nav": false,
  "footer": false,
  "meaningfulH1": true,
  "headingOrder": false,
  "accessibleLinks": false,
  "accessibleButtons": true,
  "imageAltCoverage": true,
  "formAutocompleteCoverage": true,
  "details": {
    "inaccessibleLinks": [
      "<a href=\"https://www.aeye.ai\" class=\"logo hero\"> <svg width=\"209\" height=\"34\" viewBox=\"0 0 209 34\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"> <path d=\"M61.7793 17.1164C61.7793 27.6158 65.7401 33.0855 77.1825 33.0855H101.852C102.203 33.0855 102.488 32.8006 102.488 32.4492V27.3247C102.488 26.9733 102.203 26.6884 101.852 26.6884H77.1825C71.2812 26.6884 69.2825 24.6183 68.6791 20.8078C68.6198 20.4334 68.9165 20.1028 69.2956 20.1028H101.286C101.637 20.1028 101.922 19.8179 101.922 19.4665V14.7664",
      "<a class=\"wrap-image\" href=\"https://www.aeye.ai/press-releases/aeye-to-showcase-apollo-one-kilometer-lidar-integrated-with-nvidia-agx-drive-thor-at-ces-to-enable-next-generation-physical-ai/\"> <div> <svg width=\"37\" height=\"15\" viewBox=\"0 0 37 15\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"> <line x1=\"4.37114e-08\" y1=\"7.0694\" x2=\"36.1864\" y2=\"7.0694\" stroke=\"#00FFB0\"/> <path d=\"M29.0826 14.5612L36.1864 7.45733L29.0826 0.353577\" stroke=\"#00FFB0\"/> </svg> </div> <div><img class=\"image insetimage",
      "<a href=\"https://www.facebook.com/AEyeInc/\"><svg width=\"11\" height=\"22\" viewBox=\"0 0 11 22\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"> <path d=\"M6.67405 10.6795H10.2624L10.6795 6.67405H9.84397H7.10123L7.09997 5.26184C7.09997 4.30948 7.00448 4.00543 8.01087 4.00543H10.6807V0H8.01087C4.49543 0 2.66987 1.94492 2.66987 4.92261V5.24174V6.6753H0V10.6795H2.66987V21.359H2.72515H6.67405V14.6837V10.7662V10.6795Z\" fill=\"black\"/> </svg></a>",
      "<a href=\"https://twitter.com/aeyeinc\"><svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 448 512\" width=\"23\" height=\"21\"><path d=\"M64 32C28.7 32 0 60.7 0 96L0 416c0 35.3 28.7 64 64 64l320 0c35.3 0 64-28.7 64-64l0-320c0-35.3-28.7-64-64-64L64 32zm297.1 84l-103.8 118.6 122.1 161.4-95.6 0-74.8-97.9-85.7 97.9-47.5 0 111-126.9-117.1-153.1 98 0 67.7 89.5 78.2-89.5 47.5 0zM323.3 367.6l-169.9-224.7-28.3 0 171.8 224.7 26.4 0z\"/></svg></a>",
      "<a href=\"https://www.linkedin.com/company/aeye-inc./\"><svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 448 512\" width=\"24\" height=\"22\"><path d=\"M416 32L31.9 32C14.3 32 0 46.5 0 64.3L0 447.7C0 465.5 14.3 480 31.9 480L416 480c17.6 0 32-14.5 32-32.3l0-383.4C448 46.5 433.6 32 416 32zM135.4 416l-66.4 0 0-213.8 66.5 0 0 213.8-.1 0zM102.2 96a38.5 38.5 0 1 1 0 77 38.5 38.5 0 1 1 0-77zM384.3 416l-66.4 0 0-104c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9l0 105.8-66.4 0 0-213.8 63.7 0 0 29.2 .9 0c",
      "<a href=\"https://www.youtube.com/channel/UCCnlC_Jdm_n18newgZqM4lQ\"><svg width=\"24\" height=\"17\" viewBox=\"0 0 24 17\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"> <path d=\"M23.634 3.62273C23.634 3.62273 23.4009 1.97688 22.6829 1.2542C21.7737 0.30306 20.7573 0.298397 20.291 0.242448C16.9527 -1.33394e-07 11.9406 0 11.9406 0H11.9312C11.9312 0 6.91909 -1.33394e-07 3.58077 0.242448C3.11452 0.298397 2.09811 0.30306 1.18893 1.2542C0.470908 1.97688 0.242448 3.62273 0.242448 3.62273C0.242448 3.62273 0 5."
    ],
    "inaccessibleButtons": [],
    "missingAutocompleteInputs": [],
    "imagesMissingAlt": [
      "<img height=\"1\" width=\"1\" style=\"display:none\" src=\"https://www.facebook.com/tr?id=373476113117676&amp;ev=PageView&amp;noscript=1\">"
    ],
    "skippedHeadingLevels": [
      "h1: What could you do if you could see 1 km away?",
      "h2: Why AEye?",
      "h3: Long-Range Precision. No Matter the Conditions.",
      "h3: Big Vision. Small Profile.",
      "h3: One Sensor. Infinite Modes.",
      "h2: Software-Defined Perception Meets AI Compute.",
      "h2: What AEye Enables",
      "h3: Confidence Where It Counts.",
      "h3: See Farther. Operate Better.",
      "h3: Clarity in Complex Environments.",
      "h2: Frequently asked questions",
      "h3: What are the advantages of lidar sensing compared to cameras and radar?",
      "h3: How can AEye’s Lidar help differentiate my ADAS or autonomous driving solution?",
      "h3: How can AEye enable the implementation of cutting-edge physical AI for smart infrastructure, safety, security, and automated transportation logistics?",
      "h3: What industries benefit the most from AEye’s Lidar solutions?",
      "h3: What makes APOLLO™ and STRATOS™ capable of behind-the-windshield integration?",
      "h3: There are several lidar players out there—what makes AEye stand out?",
      "h3: Tell me about AEye’s manufacturing capability and current level of product maturity",
      "h3: Who is currently using your product and in what industries?",
      "h2: The AEye Customer Experience",
      "h2: Ready to Add Long-Range Vision to Your System?",
      "h4: SOLUTIONS",
      "h4: LEARN",
      "h4: COMPANY"
    ]
  },
  "counts": {
    "h1": 1,
    "headings": 24,
    "links": 60,
    "inaccessibleLinks": 6,
    "buttons": 9,
    "inaccessibleButtons": 0,
    "images": 13,
    "imagesWithAlt": 12,
    "autocompleteInputs": 0,
    "inputsWithAutocomplete": 0,
    "missingAutocompleteInputs": 0
  }
}

Agent Ease of UseMCPInformational

WebMCP manifest

WebMCP manifest failed at "Fetch to find resource".

25 Fail

Needs attention

WebMCP manifest

Failed check
01

Issue

WebMCP manifest was not found at the expected path.

02

Why it matters

A WebMCP manifest advertises browser-exposed tools declaratively so agents can understand available site actions before invoking them.

Check name

WebMCP manifest

Score

0/100

Status

fail

Category

MCP

Maturity

Informational

Goal

Publish a WebMCP manifest for declarative browser tool discovery when using the draft manifest convention.

Result

WebMCP manifest failed at "Fetch to find resource".

Validation steps

  1. Fetch to find resource

    WebMCP manifest was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 97718
          },
          {
            "path": "/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 97718
          },
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 97718
          }
        ]
      },
      "issue": "WebMCP manifest was not found at the expected path.",
      "howToFix": "Keep declarative WebMCP manifest discovery informational until the manifest shape stabilizes; validate tools if you publish one."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

A2A Agent Card

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

20 Fail

Needs attention

A2A Agent Card

Failed check
01

Issue

A2A Agent Card was not found at the expected path.

02

Why it matters

A2A Agent Cards let compatible clients discover agent skills, input and output modes, and the endpoint used to invoke those skills.

Check name

A2A Agent Card

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish an agent card so A2A-compatible clients can discover capabilities.

Result

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

Validation steps

  1. Fetch to find resource

    A2A Agent Card was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 97718
          },
          {
            "path": "/.well-known/a2a/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 97718
          },
          {
            "path": "/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 97718
          }
        ]
      },
      "issue": "A2A Agent Card was not found at the expected path.",
      "howToFix": "Publish an A2A Agent Card with required skill details and make the advertised url answer A2A JSON-RPC requests."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

Agent Skills index

Agent Skills index failed at "Fetch to find resource".

20 Fail

Needs attention

Agent Skills index

Failed check
01

Issue

Agent Skills index was not found at the expected path.

02

Why it matters

An Agent Skills index lets clients find task-specific SKILL.md documents that describe how to use site capabilities correctly.

Check name

Agent Skills index

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish an agent skills discovery index.

Result

Agent Skills index failed at "Fetch to find resource".

Validation steps

  1. Fetch to find resource

    Agent Skills index was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-skills/index.json",
            "statusCode": 429,
            "contentType": "text/html; charset=UTF-8",
            "length": 5592
          },
          {
            "path": "/.well-known/skills/index.json",
            "statusCode": 429,
            "contentType": "text/html; charset=UTF-8",
            "length": 5553
          }
        ]
      },
      "issue": "Agent Skills index was not found at the expected path.",
      "howToFix": "Publish an index with a non-empty skills array and reachable SKILL.md URLs."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

agent.json

agent.json failed at "Fetch to find resource".

20 Fail

Needs attention

agent.json

Failed check
01

Issue

agent.json was not found at the expected path.

02

Why it matters

agent.json is an emerging machine-readable manifest for declaring what a website does, how agents authenticate, and which actions or protocols are available.

Check name

agent.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish the singular Agent Web Protocol agent.json manifest without confusing it with the separate agents.json directory convention.

Result

agent.json failed at "Fetch to find resource".

Validation steps

  1. Fetch to find resource

    agent.json was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 97718
          },
          {
            "path": "/agent.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 97718
          }
        ]
      },
      "issue": "agent.json was not found at the expected path.",
      "howToFix": "Publish agent.json with awp_version, domain, intent, and typed actions that point to real same-origin API or protocol endpoints."
    }
  ]
}

Agent Ease of UseSkill DiscoveryInformational

agents.json

agents.json failed at "Fetch to find resource".

20 Fail

Needs attention

agents.json

Failed check
01

Issue

agents.json was not found at the expected path.

02

Why it matters

agents.json gives clients a simple directory of agent-facing capabilities and contacts when a site chooses to advertise them.

Check name

agents.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Informational

Goal

Publish an agents.json directory for agent-facing capabilities and contacts when using this convention.

Result

agents.json failed at "Fetch to find resource".

Validation steps

  1. Fetch to find resource

    agents.json was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agents.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 97718
          },
          {
            "path": "/agents.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 97718
          }
        ]
      },
      "issue": "agents.json was not found at the expected path.",
      "howToFix": "If this site uses agents.json, publish JSON with an agents array containing name and url for each agent."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Content freshness signals

Content freshness signals is partially implemented.

19 Warning

Needs attention

Content freshness signals

Warning
01

Issue

Content freshness signals are incomplete: missing dateModified/datePublished in JSON-LD; missing meta or <time> freshness tags.

02

Why it matters

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

Check name

Content freshness signals

Score

25/100

Status

warning

Category

Content Readiness

Maturity

Established

Goal

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

Result

Content freshness signals is partially implemented.

Evidence
{
  "lastModified": "Wed, 10 Jun 2026 05:03:07 GMT",
  "schemaDates": [],
  "metaDateCount": 0,
  "timeDateCount": 0
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

DNS-AID Agent Discovery

DNS-AID Agent Discovery failed at "Resolve DNS-AID SVCB/HTTPS records".

15 Fail

Needs attention

DNS-AID Agent Discovery

Failed check
01

Issue

No DNS-AID entrypoint records were found under _agents.

02

Why it matters

DNS-AID lets agents discover index, A2A, and other agent entrypoints before fetching HTTP metadata, while DNSSEC can authenticate the discovery zone.

Check name

DNS-AID Agent Discovery

Score

25/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish DNS for AI Discovery records under _agents for DNS-based agent entrypoint discovery.

Result

DNS-AID Agent Discovery failed at "Resolve DNS-AID SVCB/HTTPS records".

Validation steps

  1. Resolve DNS-AID SVCB/HTTPS records

    No DNS-AID entrypoint records were found under _agents.

  2. Validate alpn and endpoint parameters

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

  3. Check DNSSEC material

    DNSSEC material was not visible for the hostname or parent zone from this resolver.

Evidence
{
  "failedStep": "svcb-https-records",
  "steps": [
    {
      "id": "svcb-https-records",
      "title": "Resolve DNS-AID SVCB/HTTPS records",
      "status": "fail",
      "evidence": {
        "hostname": "www.aeye.ai",
        "probes": [
          {
            "name": "_index._agents.www.aeye.ai",
            "found": false,
            "recordCount": 1,
            "records": [],
            "hasAlpn": false,
            "hasEndpoint": false
          },
          {
            "name": "_a2a._agents.www.aeye.ai",
            "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.aeye.ai",
            "dnssecTypes": [],
            "dnssecRecordCount": 0
          },
          {
            "name": "aeye.ai",
            "dnssecTypes": [],
            "dnssecRecordCount": 0
          }
        ]
      },
      "issue": "DNSSEC material was not visible for the hostname or parent zone from this resolver.",
      "howToFix": "Sign the public discovery zone with DNSSEC so validating resolvers can return authenticated data."
    }
  ]
}

Agent Ease of UseMCPInformational

WebMCP

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

13 Warning

Needs attention

WebMCP

Warning
01

Issue

WebMCP declarative annotations need fixes.

Details

02

Why it matters

WebMCP can expose page context and actions directly through the browser, giving agents safer structured hooks than screen scraping alone.

Check name

WebMCP

Score

50/100

Status

warning

Category

MCP

Maturity

Informational

Goal

Support WebMCP to expose site tools to AI agents via the browser.

Result

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

Validation steps

  1. Detect data-mcp-tool annotations

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

  2. Detect WebMCP declarative tags

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

  3. Validate WebMCP declarative annotation quality

    WebMCP declarative annotations need fixes.

    WebMCP declarative annotation issues
    • <input> is missing a name attribute.
    • <input> is missing tool-param-description.
    • <input> is missing a name attribute.
    • <input> is missing tool-param-description.
    • <input> is missing a name attribute.
    • <input> is missing tool-param-description.
    • <input> is missing a name attribute.
    • <input> is missing tool-param-description.
  4. Detect WebMCP imperative API usage

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

  5. Detect WebMCP browser navigator injection

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

  6. Interactive surface coverage

    Only 0% of interactive surfaces are annotated.

Evidence
{
  "failedStep": "declarative-annotation-quality",
  "steps": [
    {
      "id": "data-mcp-tool-attributes",
      "title": "Detect data-mcp-tool annotations",
      "status": "informational",
      "evidence": {
        "dataMcpToolCount": 0,
        "dataMcpTools": []
      },
      "issue": "No data-mcp-tool attributes were found on interactive elements.",
      "howToFix": "Add data-mcp-tool attributes to high-value forms, buttons, and links so generic MCP-aware tooling can identify intended actions."
    },
    {
      "id": "declarative-tags",
      "title": "Detect WebMCP declarative tags",
      "status": "informational",
      "evidence": {
        "totalForms": 0,
        "formsWithTags": 0,
        "totalInteractive": 73,
        "interactiveWithTags": 0,
        "totalCount": 73,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description."
        ]
      },
      "issue": "No elements found with tool-name or tool-description attributes.",
      "howToFix": "Add tool-name and tool-description attributes to forms and interactive elements."
    },
    {
      "id": "declarative-annotation-quality",
      "title": "Validate WebMCP declarative annotation quality",
      "status": "warning",
      "evidence": {
        "issueCount": 8,
        "issues": [
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description."
        ]
      },
      "issue": "WebMCP declarative annotations need fixes.",
      "issueDetails": [
        {
          "title": "WebMCP declarative annotation issues",
          "items": [
            {
              "type": "code",
              "value": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> is missing tool-param-description."
            }
          ]
        }
      ],
      "howToFix": "Use snake_case tool-name values, descriptive tool-description values, named and labeled fields, and tool-param-description on inputs."
    },
    {
      "id": "imperative-api",
      "title": "Detect WebMCP imperative API usage",
      "status": "informational",
      "evidence": {
        "staticSignals": {
          "detected": false,
          "matched": []
        },
        "browser": {
          "checked": true,
          "detected": false,
          "hasNavigatorModelContext": false,
          "modelContextType": "undefined",
          "hasProvideContext": false,
          "hasRegisterTool": false
        }
      },
      "issue": "navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.",
      "howToFix": "Use navigator.modelContext.provideContext() to register tools programmatically."
    },
    {
      "id": "browser-navigator-injection",
      "title": "Detect WebMCP browser navigator injection",
      "status": "informational",
      "evidence": {
        "browser": {
          "checked": true,
          "detected": false,
          "hasNavigatorModelContext": false,
          "modelContextType": "undefined",
          "hasProvideContext": false,
          "hasRegisterTool": false
        }
      },
      "issue": "navigator.modelContext was not detected in the rendered browser page.",
      "howToFix": "Expose WebMCP through navigator.modelContext in the browser runtime when the page is intended to provide in-page tools."
    },
    {
      "id": "surface-coverage",
      "title": "Interactive surface coverage",
      "status": "informational",
      "evidence": {
        "totalForms": 0,
        "formsWithTags": 0,
        "totalInteractive": 73,
        "interactiveWithTags": 0,
        "totalCount": 73,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description."
        ]
      },
      "issue": "Only 0% of interactive surfaces are annotated.",
      "howToFix": "Add WebMCP annotations to all forms and interactive elements to increase agent coverage."
    }
  ],
  "staticSignals": {
    "detected": false,
    "matched": []
  },
  "coverage": {
    "totalForms": 0,
    "formsWithTags": 0,
    "totalInteractive": 73,
    "interactiveWithTags": 0,
    "totalCount": 73,
    "taggedCount": 0,
    "dataMcpToolCount": 0,
    "dataMcpTools": [],
    "coverage": 0,
    "annotationIssues": [
      "<input> is missing a name attribute.",
      "<input> is missing tool-param-description.",
      "<input> is missing a name attribute.",
      "<input> is missing tool-param-description.",
      "<input> is missing a name attribute.",
      "<input> is missing tool-param-description.",
      "<input> is missing a name attribute.",
      "<input> is missing tool-param-description."
    ]
  },
  "browserWebMcp": {
    "checked": true,
    "detected": false,
    "hasNavigatorModelContext": false,
    "modelContextType": "undefined",
    "hasProvideContext": false,
    "hasRegisterTool": false
  }
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Source and trust signals

AIO: Source and trust signals scored 20/100 and needs a fix.

10 Fail

Needs attention

AIO: Source and trust signals

Failed check
01

Issue

Missing AIO trust signals: author, publisher, freshnessDate, policyLinks.

Details

02

Why it matters

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

Check name

AIO: Source and trust signals

Score

20/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AIO: Source and trust signals scored 20/100 and needs a fix.

Evidence
{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": false,
    "aboutOrContact": true,
    "policyLinks": false
  },
  "missing": [
    "author",
    "publisher",
    "freshnessDate",
    "policyLinks"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "https://cookiedatabase.org/tcf/purposes/",
      "text": "Read more about these purposes",
      "html": "<a class=\"cmplz-link cmplz-external cmplz-read-more-purposes tcf\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://cookiedatabase.org/tcf/purposes/\" aria-label=\"Read more about TCF purposes on Cookie Database\">Read more about these purposes</a>"
    },
    {
      "href": "https://www.aeye.ai/company/",
      "text": "About",
      "html": "<a href=\"https://www.aeye.ai/company/\">About</a>"
    },
    {
      "href": "https://www.aeye.ai/press-releases/aeye-sets-the-pace-for-lidar-industry-by-announcing-stratos-ultra-long-range-third-generation-lidar-capable-of-detecting-objects-at-up-to-1-5-kilometers/",
      "text": "Learn more about STRATOS™",
      "html": "<a class=\"btn button\" href=\"https://www.aeye.ai/press-releases/aeye-sets-the-pace-for-lidar-industry-by-announcing-stratos-ultra-long-range-third-generation-lidar-capable-of-detecting-objects-at-up-to-1-5-kilometers/\" target=\"_self\"> Learn more about STRATOS&#x2122; </a>"
    },
    {
      "href": "/solutions/apollo/",
      "text": "Learn more about APOLLO™",
      "html": "<a class=\"btn button\" href=\"/solutions/apollo/\" target=\"_self\"> Learn more about APOLLO&#x2122; </a>"
    },
    {
      "href": "/solutions/optis/",
      "text": "Learn more about OPTIS™",
      "html": "<a class=\"btn button\" href=\"/solutions/optis/\" target=\"_self\"> Learn more about OPTIS&#x2122; </a>"
    },
    {
      "href": "https://www.aeye.ai/company/",
      "text": "About",
      "html": "<a href=\"https://www.aeye.ai/company/\">About</a>"
    },
    {
      "href": "https://www.linkedin.com/company/aeye-inc./",
      "text": "",
      "html": "<a href=\"https://www.linkedin.com/company/aeye-inc./\"><svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 448 512\" width=\"24\" height=\"22\"><path d=\"M416 32L31.9 32C14.3 32 0 46.5 0 64.3L0 447.7C0 465.5 14.3 480 31.9 480L416 480c17.6 0 32-14.5 32-32.3l0-383.4C448 46.5 433.6 32 416 32zM135.4 416l-66.4 0 0-213.8 66.5 0 0 213.8-.1 0zM102.2 96a38.5 38.5 0 1 1 0 77 38.5 38.5 0 1 1 0-77zM384.3 416l-66.4 0 0-104c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9l0 105.8-66.4 0 0-213.8 63.7 0 0 29.2 .9..."
    }
  ],
  "contactLinks": [
    {
      "href": "/contact",
      "text": "Get in Touch",
      "html": "<a class=\"btb primary-button\" href=\"/contact\"> Get in Touch </a>"
    },
    {
      "href": "https://www.aeye.ai/contact/",
      "text": "Contact",
      "html": "<a href=\"https://www.aeye.ai/contact/\">Contact</a>"
    },
    {
      "href": "/contact",
      "text": "Contact Us",
      "html": "<a class=\"btb primary-button\" href=\"/contact\" target> Contact Us </a>"
    },
    {
      "href": "https://vimeo.com/1156947167?share=copy&fl=sv&fe=ci",
      "text": "Safety & FOD 0:36 Foreign Object Detection Clarity in Complex Environments. AEye’s adaptive perception delivers long-range awareness and rapid response capabilities for security, defense, and critical-infrastructure protection – helping teams identify hazards before they become incidents.",
      "html": "<a class=\"item-inner launch-video-modal\" data-fancybox data-aspect-ratio=\"2 / 1\" href=\"https://vimeo.com/1156947167?share=copy&amp;fl=sv&amp;fe=ci\"> <div class=\"image-wrapper\"> <div> <img class=\"image img-3-up perfmatters-lazy\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;http://www.w3.org/2000/svg&apos;%20width=&apos;0&apos;%20height=&apos;0&apos;%20viewBox=&apos;0%200%200%200&apos;%3E%3C/svg%3E\" alt data-src=\"https://www.aeye.ai/wp-content/uploads/2026/01/FOD.png\"> <div class=\"wrap-caption..."
    },
    {
      "href": "https://www.aeye.ai/contact/",
      "text": "Get in Touch",
      "html": "<a class=\"btb primary-button\" href=\"https://www.aeye.ai/contact/\" target> Get in Touch <svg width=\"37\" height=\"15\" viewBox=\"0 0 37 15\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"> <line x1=\"4.37114e-08\" y1=\"7.06934\" x2=\"36.1864\" y2=\"7.06934\" stroke=\"black\"/> <path d=\"M29.0826 14.5612L36.1864 7.45727L29.0826 0.353516\" stroke=\"black\"/> </svg> </a>"
    },
    {
      "href": "https://www.aeye.ai/contact/",
      "text": "Contact",
      "html": "<a href=\"https://www.aeye.ai/contact/\">Contact</a>"
    }
  ],
  "privacyLinks": [],
  "score": 20,
  "weight": 20
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer evidence and trust

AEO: Answer evidence and trust scored 20/100 and needs a fix.

8 Fail

Needs attention

AEO: Answer evidence and trust

Failed check
01

Issue

Missing AIO trust signals: author, publisher, freshnessDate, policyLinks.

Details

02

Why it matters

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

Check name

AEO: Answer evidence and trust

Score

20/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AEO: Answer evidence and trust scored 20/100 and needs a fix.

Evidence
{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": false,
    "aboutOrContact": true,
    "policyLinks": false
  },
  "missing": [
    "author",
    "publisher",
    "freshnessDate",
    "policyLinks"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "https://cookiedatabase.org/tcf/purposes/",
      "text": "Read more about these purposes",
      "html": "<a class=\"cmplz-link cmplz-external cmplz-read-more-purposes tcf\" target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://cookiedatabase.org/tcf/purposes/\" aria-label=\"Read more about TCF purposes on Cookie Database\">Read more about these purposes</a>"
    },
    {
      "href": "https://www.aeye.ai/company/",
      "text": "About",
      "html": "<a href=\"https://www.aeye.ai/company/\">About</a>"
    },
    {
      "href": "https://www.aeye.ai/press-releases/aeye-sets-the-pace-for-lidar-industry-by-announcing-stratos-ultra-long-range-third-generation-lidar-capable-of-detecting-objects-at-up-to-1-5-kilometers/",
      "text": "Learn more about STRATOS™",
      "html": "<a class=\"btn button\" href=\"https://www.aeye.ai/press-releases/aeye-sets-the-pace-for-lidar-industry-by-announcing-stratos-ultra-long-range-third-generation-lidar-capable-of-detecting-objects-at-up-to-1-5-kilometers/\" target=\"_self\"> Learn more about STRATOS&#x2122; </a>"
    },
    {
      "href": "/solutions/apollo/",
      "text": "Learn more about APOLLO™",
      "html": "<a class=\"btn button\" href=\"/solutions/apollo/\" target=\"_self\"> Learn more about APOLLO&#x2122; </a>"
    },
    {
      "href": "/solutions/optis/",
      "text": "Learn more about OPTIS™",
      "html": "<a class=\"btn button\" href=\"/solutions/optis/\" target=\"_self\"> Learn more about OPTIS&#x2122; </a>"
    },
    {
      "href": "https://www.aeye.ai/company/",
      "text": "About",
      "html": "<a href=\"https://www.aeye.ai/company/\">About</a>"
    },
    {
      "href": "https://www.linkedin.com/company/aeye-inc./",
      "text": "",
      "html": "<a href=\"https://www.linkedin.com/company/aeye-inc./\"><svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 448 512\" width=\"24\" height=\"22\"><path d=\"M416 32L31.9 32C14.3 32 0 46.5 0 64.3L0 447.7C0 465.5 14.3 480 31.9 480L416 480c17.6 0 32-14.5 32-32.3l0-383.4C448 46.5 433.6 32 416 32zM135.4 416l-66.4 0 0-213.8 66.5 0 0 213.8-.1 0zM102.2 96a38.5 38.5 0 1 1 0 77 38.5 38.5 0 1 1 0-77zM384.3 416l-66.4 0 0-104c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9l0 105.8-66.4 0 0-213.8 63.7 0 0 29.2 .9..."
    }
  ],
  "contactLinks": [
    {
      "href": "/contact",
      "text": "Get in Touch",
      "html": "<a class=\"btb primary-button\" href=\"/contact\"> Get in Touch </a>"
    },
    {
      "href": "https://www.aeye.ai/contact/",
      "text": "Contact",
      "html": "<a href=\"https://www.aeye.ai/contact/\">Contact</a>"
    },
    {
      "href": "/contact",
      "text": "Contact Us",
      "html": "<a class=\"btb primary-button\" href=\"/contact\" target> Contact Us </a>"
    },
    {
      "href": "https://vimeo.com/1156947167?share=copy&fl=sv&fe=ci",
      "text": "Safety & FOD 0:36 Foreign Object Detection Clarity in Complex Environments. AEye’s adaptive perception delivers long-range awareness and rapid response capabilities for security, defense, and critical-infrastructure protection – helping teams identify hazards before they become incidents.",
      "html": "<a class=\"item-inner launch-video-modal\" data-fancybox data-aspect-ratio=\"2 / 1\" href=\"https://vimeo.com/1156947167?share=copy&amp;fl=sv&amp;fe=ci\"> <div class=\"image-wrapper\"> <div> <img class=\"image img-3-up perfmatters-lazy\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;http://www.w3.org/2000/svg&apos;%20width=&apos;0&apos;%20height=&apos;0&apos;%20viewBox=&apos;0%200%200%200&apos;%3E%3C/svg%3E\" alt data-src=\"https://www.aeye.ai/wp-content/uploads/2026/01/FOD.png\"> <div class=\"wrap-caption..."
    },
    {
      "href": "https://www.aeye.ai/contact/",
      "text": "Get in Touch",
      "html": "<a class=\"btb primary-button\" href=\"https://www.aeye.ai/contact/\" target> Get in Touch <svg width=\"37\" height=\"15\" viewBox=\"0 0 37 15\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"> <line x1=\"4.37114e-08\" y1=\"7.06934\" x2=\"36.1864\" y2=\"7.06934\" stroke=\"black\"/> <path d=\"M29.0826 14.5612L36.1864 7.45727L29.0826 0.353516\" stroke=\"black\"/> </svg> </a>"
    },
    {
      "href": "https://www.aeye.ai/contact/",
      "text": "Contact",
      "html": "<a href=\"https://www.aeye.ai/contact/\">Contact</a>"
    }
  ],
  "privacyLinks": [],
  "score": 20,
  "weight": 22
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer-first sections

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

5 Warning

Needs attention

AEO: Answer-first sections

Warning
01

Issue

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

Details

02

Why it matters

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

Check name

AEO: Answer-first sections

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "sectionCount": 20,
  "passing": 2,
  "failing": [
    {
      "heading": "Why AEye?",
      "headingHtml": "<h2 class=\"section-title\">Why AEye?</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Long-Range Precision. No Matter the Conditions.",
      "headingHtml": "<h3 class=\"item-title\">Long-Range Precision. No Matter the Conditions.</h3>",
      "firstParagraph": "With best-in-class long-range perception, AEye’s Apollo™ and Stratos™ units see through glass, weather, and debris to perceive what cameras and human vision can’t—from 1 to 1.5 km away.",
      "paragraphHtml": "<p><span style=\"font-weight: 400;\">With best-in-class long-range perception, </span><span style=\"font-weight: 400;\">AEye&#x2019;s Apollo&#x2122; and Stratos&#x2122; units see </span><span style=\"font-weight: 400;\">through glass, weather, and debris to </span><span style=\"font-weight: 400;\">perceive what cameras and human vision can&#x2019;t&#x2014;from 1 to 1.5 km away.</span></p>",
      "words": 32,
      "direct": false,
      "issue": "First paragraph is 32 words and does not look like a concise direct answer."
    },
    {
      "heading": "Big Vision. Small Profile.",
      "headingHtml": "<h3 class=\"item-title\">Big Vision. Small Profile.</h3>",
      "firstParagraph": "Apollo™ and Stratos™ power physical AI with long-range, intelligent vision, delivering detection out to 1 kilometer and 1.5 kilometers from sensors barely larger than a smartphone.",
      "paragraphHtml": "<p><span style=\"font-weight: 400;\">Apollo</span><span style=\"font-weight: 400;\">&#x2122;</span><span style=\"font-weight: 400;\"> and Stratos</span><span style=\"font-weight: 400;\">&#x2122;</span><span style=\"font-weight: 400;\"> power physical AI with long-range, intelligent vision, delivering detection out to 1 kilometer and 1.5 kilometers from sensors barely larger than a smartphone.</span></p>",
      "words": 27,
      "direct": false,
      "issue": "First paragraph is 27 words and does not look like a concise direct answer."
    },
    {
      "heading": "What AEye Enables",
      "headingHtml": "<h2 class=\"section-title\">What AEye Enables</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Confidence Where It Counts.",
      "headingHtml": "<h3 class=\"item-title\">Confidence Where It Counts.</h3>",
      "firstParagraph": "Long-range clarity and a seamlessly integrated, low-profile device enable smarter driving systems today and autonomy tomorrow.",
      "paragraphHtml": "<p><span style=\"font-weight: 400;\">Long-range clarity and a seamlessly integrated, low-profile device enable smarter driving systems today and autonomy tomorrow. </span></p>",
      "words": 16,
      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
    },
    {
      "heading": "See Farther. Operate Better.",
      "headingHtml": "<h3 class=\"item-title\">See Farther. Operate Better.</h3>",
      "firstParagraph": "AEye’s solutions empower operators to anticipate hazards earlier, prevent delays, and increase network safety and reliability.",
      "paragraphHtml": "<p><span style=\"font-weight: 400;\">AEye&#x2019;s solutions empower operators to anticipate hazards earlier, prevent delays, and increase network safety and reliability.</span></p>",
      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "Clarity in Complex Environments.",
      "headingHtml": "<h3 class=\"item-title\">Clarity in Complex Environments.</h3>",
      "firstParagraph": "AEye’s adaptive perception delivers long-range awareness and rapid response capabilities for security, defense, and critical-infrastructure protection – helping teams identify hazards before they become incidents.",
      "paragraphHtml": "<p><span style=\"font-weight: 400;\">AEye&#x2019;s adaptive perception delivers long-range awareness and rapid response capabilities for security, defense, and critical-infrastructure protection &#x2013; helping teams identify hazards before they become incidents.</span></p>",
      "words": 25,
      "direct": false,
      "issue": "First paragraph is 25 words and does not look like a concise direct answer."
    },
    {
      "heading": "Frequently asked questions",
      "headingHtml": "<h2>Frequently asked questions</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "What are the advantages of lidar sensing compared to cameras and radar?",
      "headingHtml": "<h3><p>What are the advantages of lidar sensing compared to cameras and radar?</p> </h3>",
      "firstParagraph": "What are the advantages of lidar sensing compared to cameras and radar?",
      "paragraphHtml": "<p>What are the advantages of lidar sensing compared to cameras and radar?</p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "How can AEye’s Lidar help differentiate my ADAS or autonomous driving solution?",
      "headingHtml": "<h3><p>How can AEye&#x2019;s Lidar help differentiate my ADAS or autonomous driving solution?</p> </h3>",
      "firstParagraph": "How can AEye’s Lidar help differentiate my ADAS or autonomous driving solution?",
      "paragraphHtml": "<p>How can AEye&#x2019;s Lidar help differentiate my ADAS or autonomous driving solution?</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "How can AEye enable the implementation of cutting-edge physical AI for smart infrastructure, safety, security, and automated transportation logistics?",
      "headingHtml": "<h3><p>How can AEye enable the implementation of cutting-edge physical AI for smart infrastructure, safety, security, and automated transportation logistics?</p> </h3>",
      "firstParagraph": "How can AEye enable the implementation of cutting-edge physical AI for smart infrastructure, safety, security, and automated transportation logistics?",
      "paragraphHtml": "<p>How can AEye enable the implementation of cutting-edge physical AI for smart infrastructure, safety, security, and automated transportation logistics?</p>",
      "words": 19,
      "direct": false,
      "issue": "First paragraph is 19 words and does not look like a concise direct answer."
    },
    {
      "heading": "What industries benefit the most from AEye’s Lidar solutions?",
      "headingHtml": "<h3><p>What industries benefit the most from AEye&#x2019;s Lidar solutions?</p> </h3>",
      "firstParagraph": "What industries benefit the most from AEye’s Lidar solutions?",
      "paragraphHtml": "<p>What industries benefit the most from AEye&#x2019;s Lidar solutions?</p>",
      "words": 10,
      "direct": false,
      "issue": "First paragraph is 10 words and does not look like a concise direct answer."
    },
    {
      "heading": "What makes APOLLO™ and STRATOS™ capable of behind-the-windshield integration?",
      "headingHtml": "<h3><p>What makes APOLLO&#x2122; and STRATOS&#x2122; capable of behind-the-windshield integration?</p> </h3>",
      "firstParagraph": "What makes APOLLO™ and STRATOS™ capable of behind-the-windshield integration?",
      "paragraphHtml": "<p>What makes APOLLO&#x2122; and STRATOS&#x2122; capable of behind-the-windshield integration?</p>",
      "words": 9,
      "direct": false,
      "issue": "First paragraph is 9 words and does not look like a concise direct answer."
    },
    {
      "heading": "There are several lidar players out there—what makes AEye stand out?",
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      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "Tell me about AEye’s manufacturing capability and current level of product maturity",
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      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
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    {
      "heading": "Who is currently using your product and in what industries?",
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      "paragraphHtml": "<p>Who is currently using your product and in what industries?</p>",
      "words": 10,
      "direct": false,
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    },
    {
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      "heading": "Ready to Add Long-Range Vision to Your System?",
      "headingHtml": "<h2>Ready to Add Long-Range Vision to Your System?</h2>",
      "firstParagraph": "Connect with our team to discuss your use case and explore how AEye’s adaptive lidar can meet your system needs.",
      "paragraphHtml": "<p><span style=\"font-weight: 400;\">Connect with our team to discuss your use case and explore how AEye&#x2019;s adaptive lidar can meet your system needs. </span></p>",
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      "issue": "First paragraph is 21 words and does not look like a concise direct answer."
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  "score": 65,
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}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Entity clarity

GEO: Entity clarity scored 83/100 and needs improvement.

2 Warning

Needs attention

GEO: Entity clarity

Warning
01

Issue

Title/H1 terms missing from description: defined, aeye, could, away.

Details

02

Why it matters

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

Check name

GEO: Entity clarity

Score

83/100

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 83/100 and needs improvement.

Evidence
{
  "title": "Software-Defined LiDAR - AEye",
  "h1": "What could you do if you could see 1 km away?",
  "description": "See farther. Think faster. Act sooner. Palm-sized, software lidar with 1 km of intelligent vision – for situations where time and distance matter most.",
  "topicOverlap": 0.42857142857142855,
  "topicTerms": [
    "software",
    "defined",
    "lidar",
    "aeye",
    "could",
    "see",
    "away"
  ],
  "descriptionTerms": [
    "see",
    "farther",
    "think",
    "faster",
    "act",
    "sooner",
    "palm",
    "sized",
    "software",
    "lidar",
    "intelligent",
    "vision",
    "situations",
    "where",
    "time",
    "distance",
    "matter",
    "most"
  ],
  "missingFromDescription": [
    "defined",
    "aeye",
    "could",
    "away"
  ],
  "score": 83,
  "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

Needs attention

GEO: Explanatory content depth

Warning
01

Issue

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

Details

02

Why it matters

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

Check name

GEO: Explanatory content depth

Score

75/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "candidatePassages": 7,
  "citablePassages": 0,
  "failingCandidateParagraphs": [
    {
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      "heading": "H3: What are the advantages of lidar sensing compared to cameras and radar?",
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      "words": 49,
      "hasEvidence": false,
      "reasons": [
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        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p><span style=\"font-weight: 400\">The challenge on the road is trust: can a vehicle truly &#x201c;see&#x201d; far enough, fast enough, and clearly enough to keep people safe? Cameras and radar alone can&#x2019;t deliver that confidence. Cameras are limited by lighting and weather, while radar lacks the spatial resolution needed for precise perception. </span></p>"
    },
    {
      "index": 11,
      "heading": "H3: What are the advantages of lidar sensing compared to cameras and radar?",
      "text": "AEye addresses this gap with lidar – laser scanning that builds precise 3D maps of the road ahead. Our system is adaptive, using AI-driven intelligence to highlight hazards faster, farther, and more reliably than conventional sensors. The result is Physical AI for mobility: vehicles that anticipate danger and react instantly. Whether you’re building advanced driver assistance systems today or fully autonomous plat...",
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    },
    {
      "index": 16,
      "heading": "H3: How can AEye enable the implementation of cutting-edge physical AI for smart infrastructure, safety, security, and automated transportation logistics?",
      "text": "AEye’s OPTIS™ is a purpose-built solution that couples AEye’s capability of detecting objects at up to one kilometer, with software from our curated list of partners to deliver a full-stack option that incorporates lidar, perception and physical AI. OPTIS™ enables early detection of vehicles, people, and objects on highways and across intersections, rail corridors, perimeters, ports, and logistics yards—critical f...",
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      ],
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    },
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      "index": 22,
      "heading": "H3: What makes APOLLO™ and STRATOS™ capable of behind-the-windshield integration?",
      "text": "AEye’s APOLLO™ and STRATOS™ combine ultra-long-range performance with compact, automotive-ready designs, making them well suited for behind-the-windshield integration. APOLLO™ can detect objects at distances of up to one kilometer, while the recently announced STRATOS™ extends detection out to 1.5 kilometers.",
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      "hasEvidence": true,
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        "Too short for a citation-ready passage (42 words; target 80-220)."
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    },
    {
      "index": 23,
      "heading": "H3: What makes APOLLO™ and STRATOS™ capable of behind-the-windshield integration?",
      "text": "Both sensors are encapsulated in small form factors, roughly the size of a smartphone. without bulky mechanical components. This compact, solid-state architecture allows OEMs to integrate high-performance lidar cleanly behind the windshield, preserving vehicle aesthetics while improving durability, reliability, and ease of integration.",
      "words": 43,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (43 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p><span style=\"font-weight: 400\">Both sensors are encapsulated in small form factors, roughly the size of a smartphone. without bulky mechanical components. This compact, solid-state architecture allows OEMs to integrate high-performance lidar cleanly behind the windshield, preserving vehicle aesthetics while improving durability, reliability, and ease of integration.</span></p>"
    },
    {
      "index": 28,
      "heading": "H3: Tell me about AEye’s manufacturing capability and current level of product maturity",
      "text": "APOLLO™, capable of detection at up to one kilometer, is a production-ready, automotive-grade platform that has completed extensive validation and is already being deployed with customers, while STRATOS™ represents our next-generation ultra-long-range solution built on the same mature, scalable architecture.",
      "words": 40,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (40 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p><span style=\"font-weight: 400\">APOLLO&#x2122;, capable of detection at up to one kilometer, is a production-ready, automotive-grade platform that has completed extensive validation and is already being deployed with customers, while STRATOS&#x2122; represents our next-generation ultra-long-range solution built on the same mature, scalable architecture.</span></p>"
    },
    {
      "index": 30,
      "heading": "H3: Who is currently using your product and in what industries?",
      "text": "AEye’s technology is being used by customers across automotive, intelligent transportation systems, aviation, defense, rail, and smart infrastructure. These industries value long-range, high-precision perception to enable safer, faster, and more autonomous operation in complex, real-world environments—exactly where AEye’s software-defined lidar delivers the greatest advantage.",
      "words": 47,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (47 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p><span style=\"font-weight: 400\">AEye&#x2019;s technology is being used by customers across automotive, intelligent transportation systems, aviation, defense, rail, and smart infrastructure. These industries value long-range, high-precision perception to enable safer, faster, and more autonomous operation in complex, real-world environments&#x2014;exactly where AEye&#x2019;s software-defined lidar delivers the greatest advantage.</span></p>"
    }
  ],
  "citableParagraphs": [],
  "score": 75,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Page experience for AIO

AIO: Page experience for AIO scored 70/100 and needs improvement.

2 Warning

Needs attention

AIO: Page experience for AIO

Warning
01

Issue

9 image(s) are missing width/height attributes. 6 possible modal/interstitial element(s) detected.

Details

02

Why it matters

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

Check name

AIO: Page experience for AIO

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AIO: Page experience for AIO scored 70/100 and needs improvement.

Evidence
{
  "viewportContent": "width=device-width, initial-scale=1, maximum-scale=1, user-scalable=0",
  "visibleWords": 1817,
  "htmlBytes": 200488,
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      "loading": "",
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      "loading": "",
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    {
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      "loading": "",
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    },
    {
      "src": "data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20width='0'%20height='0'%20viewBox='0%200%200%200'%3E%3C/svg%3E",
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    },
    {
      "src": "data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20width='0'%20height='0'%20viewBox='0%200%200%200'%3E%3C/svg%3E",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"image logo-image perfmatters-lazy\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;http://www.w3.org/2000/svg&apos;%20width=&apos;0&apos;%20height=&apos;0&apos;%20viewBox=&apos;0%200%200%200&apos;%3E%3C/svg%3E\" alt data-src=\"https://www.aeye.ai/wp-content/uploads/2026/01/nvidia-LOCK.png\">"
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    {
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    {
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  "possibleDialogs": [
    "<div class=\"cmplz-cookiebanner cmplz-hidden banner-1 bottom-minimal optout cmplz-bottom-right cmplz-categories-type-view-preferences\" aria-modal=\"true\" data-nosnippet=\"true\" role=\"dialog\" aria-live=\"polite\" aria-labelledby=\"cmplz-header-1-optout\" aria-describedby=\"cmplz-message-1-optout\"> <div class=\"cmplz-header\"> <div class=\"cmplz-logo\"></div> <div class=\"cmplz-title\" id=\"cmplz-header-1-optout\">Manage Cookie Consent</div> <div class=\"cmplz-close\" tabindex=\"0\" role=\"button\" aria-label=\"Close...",
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    "<a class=\"image-wrapper launch-video-modal\" href=\"https://player.vimeo.com/video/1154353165\" data-fancybox data-aspect-ratio=\"2 / 1\"> <div> <img width=\"1024\" height=\"626\" src=\"https://www.aeye.ai/wp-content/uploads/2026/01/automotive_001-1-1024x626.png\" class=\"img-responsive\" alt decoding=\"async\" fetchpriority=\"high\" srcset=\"https://www.aeye.ai/wp-content/uploads/2026/01/automotive_001-1-1024x626.png 1024w, https://www.aeye.ai/wp-content/uploads/2026/01/automotive_001-1-300x183.png 300w, http...",
    "<a class=\"item-inner launch-video-modal\" data-fancybox data-aspect-ratio=\"2 / 1\" href=\"https://vimeo.com/1154360246?fl=tl&amp;fe=ec\"> <div class=\"image-wrapper\"> <div> <img class=\"image img-3-up perfmatters-lazy\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;http://www.w3.org/2000/svg&apos;%20width=&apos;0&apos;%20height=&apos;0&apos;%20viewBox=&apos;0%200%200%200&apos;%3E%3C/svg%3E\" alt data-src=\"https://www.aeye.ai/wp-content/uploads/2026/01/Automotive-thumb.png\"> <div class=\"wrap-caption sm...",
    "<a class=\"item-inner launch-video-modal\" data-fancybox data-aspect-ratio=\"2 / 1\" href=\"https://vimeo.com/1156946351?share=copy&amp;fl=sv&amp;fe=ci\"> <div class=\"image-wrapper\"> <div> <img class=\"image img-3-up perfmatters-lazy\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;http://www.w3.org/2000/svg&apos;%20width=&apos;0&apos;%20height=&apos;0&apos;%20viewBox=&apos;0%200%200%200&apos;%3E%3C/svg%3E\" alt data-src=\"https://www.aeye.ai/wp-content/uploads/2026/01/Rail-thumb.png\"> <div class=\"wrap-c...",
    "<a class=\"item-inner launch-video-modal\" data-fancybox data-aspect-ratio=\"2 / 1\" href=\"https://vimeo.com/1156947167?share=copy&amp;fl=sv&amp;fe=ci\"> <div class=\"image-wrapper\"> <div> <img class=\"image img-3-up perfmatters-lazy\" src=\"data:image/svg+xml,%3Csvg%20xmlns=&apos;http://www.w3.org/2000/svg&apos;%20width=&apos;0&apos;%20height=&apos;0&apos;%20viewBox=&apos;0%200%200%200&apos;%3E%3C/svg%3E\" alt data-src=\"https://www.aeye.ai/wp-content/uploads/2026/01/FOD.png\"> <div class=\"wrap-caption..."
  ],
  "score": 70,
  "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

Needs attention

GEO: Extraction-friendly structure

Warning
01

Issue

Missing extraction signals: optional top summary / TL;DR / key takeaways block, table with <thead> only if the page already has tabular/comparative data, ordered list only if the page explains a workflow/process.

Details

02

Why it matters

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

Check name

GEO: Extraction-friendly structure

Score

85/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "hasSummary": false,
  "tableCount": 0,
  "tablesWithHead": 0,
  "tablesMissingThead": [],
  "orderedLists": 0,
  "hasFaq": true,
  "definitionPatterns": 18,
  "schemaBlocks": 2,
  "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"
  ],
  "score": 85,
  "weight": 24
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Answer block readiness

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

2 Warning

Needs attention

AIO: Answer block readiness

Warning
01

Issue

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

Details

02

Why it matters

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

Check name

AIO: Answer block readiness

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "sectionCount": 20,
  "passing": 2,
  "failing": [
    {
      "heading": "Why AEye?",
      "headingHtml": "<h2 class=\"section-title\">Why AEye?</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Long-Range Precision. No Matter the Conditions.",
      "headingHtml": "<h3 class=\"item-title\">Long-Range Precision. No Matter the Conditions.</h3>",
      "firstParagraph": "With best-in-class long-range perception, AEye’s Apollo™ and Stratos™ units see through glass, weather, and debris to perceive what cameras and human vision can’t—from 1 to 1.5 km away.",
      "paragraphHtml": "<p><span style=\"font-weight: 400;\">With best-in-class long-range perception, </span><span style=\"font-weight: 400;\">AEye&#x2019;s Apollo&#x2122; and Stratos&#x2122; units see </span><span style=\"font-weight: 400;\">through glass, weather, and debris to </span><span style=\"font-weight: 400;\">perceive what cameras and human vision can&#x2019;t&#x2014;from 1 to 1.5 km away.</span></p>",
      "words": 32,
      "direct": false,
      "issue": "First paragraph is 32 words and does not look like a concise direct answer."
    },
    {
      "heading": "Big Vision. Small Profile.",
      "headingHtml": "<h3 class=\"item-title\">Big Vision. Small Profile.</h3>",
      "firstParagraph": "Apollo™ and Stratos™ power physical AI with long-range, intelligent vision, delivering detection out to 1 kilometer and 1.5 kilometers from sensors barely larger than a smartphone.",
      "paragraphHtml": "<p><span style=\"font-weight: 400;\">Apollo</span><span style=\"font-weight: 400;\">&#x2122;</span><span style=\"font-weight: 400;\"> and Stratos</span><span style=\"font-weight: 400;\">&#x2122;</span><span style=\"font-weight: 400;\"> power physical AI with long-range, intelligent vision, delivering detection out to 1 kilometer and 1.5 kilometers from sensors barely larger than a smartphone.</span></p>",
      "words": 27,
      "direct": false,
      "issue": "First paragraph is 27 words and does not look like a concise direct answer."
    },
    {
      "heading": "What AEye Enables",
      "headingHtml": "<h2 class=\"section-title\">What AEye Enables</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Confidence Where It Counts.",
      "headingHtml": "<h3 class=\"item-title\">Confidence Where It Counts.</h3>",
      "firstParagraph": "Long-range clarity and a seamlessly integrated, low-profile device enable smarter driving systems today and autonomy tomorrow.",
      "paragraphHtml": "<p><span style=\"font-weight: 400;\">Long-range clarity and a seamlessly integrated, low-profile device enable smarter driving systems today and autonomy tomorrow. </span></p>",
      "words": 16,
      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
    },
    {
      "heading": "See Farther. Operate Better.",
      "headingHtml": "<h3 class=\"item-title\">See Farther. Operate Better.</h3>",
      "firstParagraph": "AEye’s solutions empower operators to anticipate hazards earlier, prevent delays, and increase network safety and reliability.",
      "paragraphHtml": "<p><span style=\"font-weight: 400;\">AEye&#x2019;s solutions empower operators to anticipate hazards earlier, prevent delays, and increase network safety and reliability.</span></p>",
      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "Clarity in Complex Environments.",
      "headingHtml": "<h3 class=\"item-title\">Clarity in Complex Environments.</h3>",
      "firstParagraph": "AEye’s adaptive perception delivers long-range awareness and rapid response capabilities for security, defense, and critical-infrastructure protection – helping teams identify hazards before they become incidents.",
      "paragraphHtml": "<p><span style=\"font-weight: 400;\">AEye&#x2019;s adaptive perception delivers long-range awareness and rapid response capabilities for security, defense, and critical-infrastructure protection &#x2013; helping teams identify hazards before they become incidents.</span></p>",
      "words": 25,
      "direct": false,
      "issue": "First paragraph is 25 words and does not look like a concise direct answer."
    },
    {
      "heading": "Frequently asked questions",
      "headingHtml": "<h2>Frequently asked questions</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "What are the advantages of lidar sensing compared to cameras and radar?",
      "headingHtml": "<h3><p>What are the advantages of lidar sensing compared to cameras and radar?</p> </h3>",
      "firstParagraph": "What are the advantages of lidar sensing compared to cameras and radar?",
      "paragraphHtml": "<p>What are the advantages of lidar sensing compared to cameras and radar?</p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "How can AEye’s Lidar help differentiate my ADAS or autonomous driving solution?",
      "headingHtml": "<h3><p>How can AEye&#x2019;s Lidar help differentiate my ADAS or autonomous driving solution?</p> </h3>",
      "firstParagraph": "How can AEye’s Lidar help differentiate my ADAS or autonomous driving solution?",
      "paragraphHtml": "<p>How can AEye&#x2019;s Lidar help differentiate my ADAS or autonomous driving solution?</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "How can AEye enable the implementation of cutting-edge physical AI for smart infrastructure, safety, security, and automated transportation logistics?",
      "headingHtml": "<h3><p>How can AEye enable the implementation of cutting-edge physical AI for smart infrastructure, safety, security, and automated transportation logistics?</p> </h3>",
      "firstParagraph": "How can AEye enable the implementation of cutting-edge physical AI for smart infrastructure, safety, security, and automated transportation logistics?",
      "paragraphHtml": "<p>How can AEye enable the implementation of cutting-edge physical AI for smart infrastructure, safety, security, and automated transportation logistics?</p>",
      "words": 19,
      "direct": false,
      "issue": "First paragraph is 19 words and does not look like a concise direct answer."
    },
    {
      "heading": "What industries benefit the most from AEye’s Lidar solutions?",
      "headingHtml": "<h3><p>What industries benefit the most from AEye&#x2019;s Lidar solutions?</p> </h3>",
      "firstParagraph": "What industries benefit the most from AEye’s Lidar solutions?",
      "paragraphHtml": "<p>What industries benefit the most from AEye&#x2019;s Lidar solutions?</p>",
      "words": 10,
      "direct": false,
      "issue": "First paragraph is 10 words and does not look like a concise direct answer."
    },
    {
      "heading": "What makes APOLLO™ and STRATOS™ capable of behind-the-windshield integration?",
      "headingHtml": "<h3><p>What makes APOLLO&#x2122; and STRATOS&#x2122; capable of behind-the-windshield integration?</p> </h3>",
      "firstParagraph": "What makes APOLLO™ and STRATOS™ capable of behind-the-windshield integration?",
      "paragraphHtml": "<p>What makes APOLLO&#x2122; and STRATOS&#x2122; capable of behind-the-windshield integration?</p>",
      "words": 9,
      "direct": false,
      "issue": "First paragraph is 9 words and does not look like a concise direct answer."
    },
    {
      "heading": "There are several lidar players out there—what makes AEye stand out?",
      "headingHtml": "<h3><p>There are several lidar players out there&#x2014;what makes AEye stand out?</p> </h3>",
      "firstParagraph": "There are several lidar players out there—what makes AEye stand out?",
      "paragraphHtml": "<p>There are several lidar players out there&#x2014;what makes AEye stand out?</p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "Tell me about AEye’s manufacturing capability and current level of product maturity",
      "headingHtml": "<h3><p>Tell me about AEye&#x2019;s manufacturing capability and current level of product maturity</p> </h3>",
      "firstParagraph": "Tell me about AEye’s manufacturing capability and current level of product maturity",
      "paragraphHtml": "<p>Tell me about AEye&#x2019;s manufacturing capability and current level of product maturity</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "Who is currently using your product and in what industries?",
      "headingHtml": "<h3><p>Who is currently using your product and in what industries?</p> </h3>",
      "firstParagraph": "Who is currently using your product and in what industries?",
      "paragraphHtml": "<p>Who is currently using your product and in what industries?</p>",
      "words": 10,
      "direct": false,
      "issue": "First paragraph is 10 words and does not look like a concise direct answer."
    },
    {
      "heading": "The AEye Customer Experience",
      "headingHtml": "<h2>The AEye Customer Experience</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Ready to Add Long-Range Vision to Your System?",
      "headingHtml": "<h2>Ready to Add Long-Range Vision to Your System?</h2>",
      "firstParagraph": "Connect with our team to discuss your use case and explore how AEye’s adaptive lidar can meet your system needs.",
      "paragraphHtml": "<p><span style=\"font-weight: 400;\">Connect with our team to discuss your use case and explore how AEye&#x2019;s adaptive lidar can meet your system needs. </span></p>",
      "words": 21,
      "direct": false,
      "issue": "First paragraph is 21 words and does not look like a concise direct answer."
    }
  ],
  "score": 65,
  "weight": 8
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: AI preview controls

AIO: AI preview controls scored 80/100 and needs improvement.

1 Warning

Needs attention

AIO: AI preview controls

Warning
01

Issue

2 data-nosnippet element(s) found.

Details

02

Why it matters

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

Check name

AIO: AI preview controls

Score

80/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AIO: AI preview controls scored 80/100 and needs improvement.

Evidence
{
  "restrictiveDirectives": [],
  "dataNoSnippetElements": [
    "<div class=\"cmplz-cookiebanner cmplz-hidden banner-1 bottom-minimal optout cmplz-bottom-right cmplz-categories-type-view-preferences\" aria-modal=\"true\" data-nosnippet=\"true\" role=\"dialog\" aria-live=\"polite\" aria-labelledby=\"cmplz-header-1-optout\" aria-describedby=\"cmplz-message-1-optout\"> <div class=\"cmplz-header\"> <div class=\"cmplz-logo\"></div> <div class=\"cmplz-title\" id=\"cmplz-header-1-optout\">Manage Cookie Consent</div> <div class=\"cmplz-close\" tabindex=\"0\" role=\"button\" aria-label=\"Close...",
    "<div id=\"cmplz-manage-consent\" data-nosnippet=\"true\"><button class=\"cmplz-btn cmplz-hidden cmplz-manage-consent manage-consent-1\">Manage consent</button> </div>"
  ],
  "score": 80,
  "weight": 12
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Entity and definition clarity

AEO: Entity and definition clarity scored 86/100 and needs improvement.

1 Warning

Needs attention

AEO: Entity and definition clarity

Warning
01

Issue

Entity or definition gaps: defined, aeye, could, away.

Details

02

Why it matters

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

Check name

AEO: Entity and definition clarity

Score

86/100

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 86/100 and needs improvement.

Evidence
{
  "title": "Software-Defined LiDAR - AEye",
  "h1": "What could you do if you could see 1 km away?",
  "description": "See farther. Think faster. Act sooner. Palm-sized, software lidar with 1 km of intelligent vision – for situations where time and distance matter most.",
  "topicOverlap": 0.42857142857142855,
  "definitionCount": 18,
  "topicTerms": [
    "software",
    "defined",
    "lidar",
    "aeye",
    "could",
    "see",
    "away"
  ],
  "descriptionTerms": [
    "see",
    "farther",
    "think",
    "faster",
    "act",
    "sooner",
    "palm",
    "sized",
    "software",
    "lidar",
    "intelligent",
    "vision",
    "situations",
    "where",
    "time",
    "distance",
    "matter",
    "most"
  ],
  "missingFromDescription": [
    "defined",
    "aeye",
    "could",
    "away"
  ],
  "score": 86,
  "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

Needs attention

AEO: Answer intent coverage

Warning
01

Issue

Missing likely AI Overview intent sections: how, cost, compare.

Details

02

Why it matters

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

Check name

AEO: Answer intent coverage

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "headings": [
    {
      "text": "Why AEye?",
      "html": "<h2 class=\"section-title\">Why AEye?</h2>"
    },
    {
      "text": "Software-Defined Perception Meets AI Compute.",
      "html": "<h2>Software-Defined Perception Meets AI Compute.</h2>"
    },
    {
      "text": "What AEye Enables",
      "html": "<h2 class=\"section-title\">What AEye Enables</h2>"
    },
    {
      "text": "Frequently asked questions",
      "html": "<h2>Frequently asked questions</h2>"
    },
    {
      "text": "The AEye Customer Experience",
      "html": "<h2>The AEye Customer Experience</h2>"
    },
    {
      "text": "Ready to Add Long-Range Vision to Your System?",
      "html": "<h2>Ready to Add Long-Range Vision to Your System?</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Software-Defined LiDAR - AEye?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Software-Defined LiDAR - AEye work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Software-Defined LiDAR - AEye?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Software-Defined LiDAR - AEye free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Software-Defined LiDAR - AEye compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "how",
      "label": "How does Software-Defined LiDAR - AEye work?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Software-Defined LiDAR - AEye free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Software-Defined LiDAR - AEye compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 8
}

Agent Ease of UseAPIEmerging recommendation

AI context endpoint

AI context endpoint is informational for this page.

Informational

Needs attention

AI context endpoint

Informational
01

Issue

AI context endpoint is informational for this page.

02

Why it matters

A context endpoint gives agents a small, low-latency summary of product purpose, safe actions, and canonical machine-readable resources without scraping the whole site.

Check name

AI context endpoint

Score

100/100

Status

informational

Category

API

Maturity

Emerging recommendation

Goal

Expose a compact API context endpoint agents can fetch before deciding which public API or discovery resource to use.

Result

AI context endpoint is informational for this page.

Validation steps

  1. Fetch to find resource

    AI context endpoint was not found at the expected path.

Evidence
{
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "informational",
      "evidence": {
        "checked": [
          {
            "path": "/api/ai/context",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 97718
          },
          {
            "path": "/api/context",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 97718
          },
          {
            "path": "/context",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 97718
          }
        ]
      },
      "issue": "AI context endpoint was not found at the expected path.",
      "howToFix": "Publish a concise JSON or Markdown AI context endpoint describing the product, public actions, and machine-readable resources."
    }
  ]
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Query intent coverage

AIO: Query intent coverage is informational for this page.

Informational

Needs attention

AIO: Query intent coverage

Informational
01

Issue

Missing likely AI Overview intent sections: how, cost, compare.

Details

02

Why it matters

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

Check name

AIO: Query intent coverage

Score

70/100

Status

informational

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AIO: Query intent coverage is informational for this page.

Evidence
{
  "headings": [
    {
      "text": "Why AEye?",
      "html": "<h2 class=\"section-title\">Why AEye?</h2>"
    },
    {
      "text": "Software-Defined Perception Meets AI Compute.",
      "html": "<h2>Software-Defined Perception Meets AI Compute.</h2>"
    },
    {
      "text": "What AEye Enables",
      "html": "<h2 class=\"section-title\">What AEye Enables</h2>"
    },
    {
      "text": "Frequently asked questions",
      "html": "<h2>Frequently asked questions</h2>"
    },
    {
      "text": "The AEye Customer Experience",
      "html": "<h2>The AEye Customer Experience</h2>"
    },
    {
      "text": "Ready to Add Long-Range Vision to Your System?",
      "html": "<h2>Ready to Add Long-Range Vision to Your System?</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Software-Defined LiDAR - AEye?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Software-Defined LiDAR - AEye work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Software-Defined LiDAR - AEye?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Software-Defined LiDAR - AEye free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Software-Defined LiDAR - AEye compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "how",
      "label": "How does Software-Defined LiDAR - AEye work?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Software-Defined LiDAR - AEye free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Software-Defined LiDAR - AEye compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 4
}

AI DiscoverabilityDiscoverabilityEstablished

IndexNow key

IndexNow key is informational for this page.

Informational

Needs attention

IndexNow key

Informational
01

Issue

IndexNow key is informational for this page.

02

Why it matters

IndexNow lets sites notify participating search engines about changed URLs, but ownership verification requires a UTF-8 key file whose filename matches the key.

Check name

IndexNow key

Score

100/100

Status

informational

Category

Discoverability

Maturity

Established

Goal

Verify that IndexNow ownership key placement is detectable when the site advertises it.

Result

IndexNow key is informational for this page.

Validation steps

  1. Find advertised IndexNow key location

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

  2. Fetch and validate IndexNow key file

    No discoverable IndexNow key file was found.

Evidence
{
  "steps": [
    {
      "id": "advertised-location",
      "title": "Find advertised IndexNow key location",
      "status": "informational",
      "evidence": {
        "advertised": []
      },
      "issue": "No IndexNow key location was advertised in HTML, Link headers, or robots.txt.",
      "howToFix": "Advertise the key location with robots.txt IndexNow-Key, rel=\"indexnow-key\", or meta name=\"indexnow-key-location\" if you want scanners to verify it."
    },
    {
      "id": "fetch-key",
      "title": "Fetch and validate IndexNow key file",
      "status": "informational",
      "evidence": {
        "advertised": [],
        "checked": []
      },
      "issue": "No discoverable IndexNow key file was found.",
      "howToFix": "Host a UTF-8 text file named {key}.txt using a 32-character hexadecimal key whose body exactly matches the key."
    }
  ]
}

SEOSEOBrowser audit

Links do not have descriptive text

100 Fail

Check name

Links do not have descriptive text

Score

0/100

Status

fail

Device

desktop

Category

SEO

Estimated savings

7 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": "7 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 AccessibilityBest PracticesBrowser audit

Uses deprecated APIs

100 Fail

Check name

Uses deprecated APIs

Score

0/100

Status

fail

Device

desktop

Category

Best Practices

Estimated savings

1 warning found

Fix guidance

Deprecated APIs will eventually be removed from the browser. [Learn more about deprecated APIs](https://developer.chrome.com/docs/lighthouse/best-practices/deprecations/).

Evidence
{
  "displayValue": "1 warning found",
  "description": "Deprecated APIs will eventually be removed from the browser. [Learn more about deprecated APIs](https://developer.chrome.com/docs/lighthouse/best-practices/deprecations/)."
}

Performance and AccessibilityPerformanceBrowser audit

Links do not have a discernible name

50 Fail

Check name

Links do not have a discernible name

Score

0/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

Link text (and alternate text for images, when used as links) that is discernible, unique, and focusable improves the navigation experience for screen reader users. [Learn how to make links accessible](https://dequeuniversity.com/rules/axe/4.11/link-name).

Evidence
{
  "description": "Link text (and alternate text for images, when used as links) that is discernible, unique, and focusable improves the navigation experience for screen reader users. [Learn how to make links accessible](https://dequeuniversity.com/rules/axe/4.11/link-name)."
}

Performance and AccessibilityPerformanceBrowser audit

Reduce unused CSS

25 Warning

Check name

Reduce unused CSS

Score

50/100

Status

warning

Device

desktop

Category

Performance

Estimated savings

Est savings of 28 KiB

Fix guidance

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

Evidence
{
  "displayValue": "Est savings of 28 KiB",
  "description": "Reduce unused rules from stylesheets and defer CSS not used for above-the-fold content to decrease bytes consumed by network activity. [Learn how to reduce unused CSS](https://developer.chrome.com/docs/lighthouse/performance/unused-css-rules/).",
  "numericValue": 0
}

Fix with MCP or CLI

Use this report as the handoff into remediation. Generate a coding-agent prompt with the failing checks attached, or jump to the MCP and CLI setup docs before your next rescan.

Score history

Public scan score over time

Public reports for this website origin. Select any point or report link to open that canonical report.

1 reports
Public score history report links
Scan dateScoreReadinessReport
64/100Level 3, Bot-AwareCurrent report
aeye.ai AI SEO Report: 64/100 (Level 3, Bot-Aware)