CanAgentUse

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https://c3.ai/

SCANNED

Jun 10, 2026, 2:32 PM

VISIBILITY

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https://c3.ai/

SCANNED

Jun 10, 2026, 2:32:45 PMJun 10, 2026, 2:32 PM

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62/100

OVERALL SCORE

Level 3, Bot-Aware

Moderate readiness for AI agents

CAPTURED SCREENSHOT

What AI sees of your website

Leading Enterprise AI Software Provider | C3 AI

C3 AI is an Enterprise AI application software company enabling organizations worldwide to develop, deploy, and operate AI at scale.

Next step

Turn this report into a fix workflow

25 failed checks are ready to move into MCP or CLI remediation. Generate a repair prompt, connect the scanner to your coding agent, or open the integration docs before your next rescan.

Detailed report scores grouped by capability area
Metric	Score	Status	Passed	Failed	Warning	Evidence
AI Discoverability	37	Priority fix	6	16	1	View details
Discoverability	57	Needs work	4	5	0	View details
Content Readiness	46	Priority fix	2	7	1	View details
Bot Access Control	0	Priority fix	0	4	0	View details
Agent Ease of Use	6	Priority fix	4	29	3	View details
API	0	Priority fix	0	6	0	View details
Auth	Not Applicable	Not Applicable	0	7	0	View details
MCP	13	Priority fix	0	6	2	View details
Skill Discovery	5	Priority fix	0	10	1	View details
Agent Commerce	Not Applicable	Not Applicable	4	0	0
GEO, AIO and AEO	78	Mostly ready	4	0	15
GEO Readiness	87	Mostly ready	1	0	4
AIO Readiness	80	Mostly ready	2	0	5
AEO Readiness	68	Needs work	1	0	6
SEO	80	Mostly ready	9	2	0	View details
SEO	80	Mostly ready	9	2	0	View details
Security & Trust	80	Mostly ready	8	1	0	View details
Security & Trust	80	Mostly ready	4	1	0	View details
AI Training Exposure	Not Applicable	Not Applicable	4	0	0
Performance and Accessibility	88	Mostly ready	23	2	0	View details
Performance	100	Strong	22	2	0	View details
Accessibility	65	Needs work	1	0	0

Prioritized recommendations

Issues ranked by score impact

46 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

Issue

Content-Security-Policy is missing or incomplete.

Why it matters

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

Check name

Content-Security-Policy

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

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

Result

Content-Security-Policy is missing or incomplete.

Evidence

{
  "header": "content-security-policy",
  "value": "frame-ancestors 'self' *.c3.ai *.folloze.com c3.ai folloze.com"
}

Agent Ease of UseAPIEstablished

API Catalog

API Catalog failed at "Fetch API catalog".

50 Fail

Needs attention

API Catalog

Failed check

Issue

The API catalog endpoint did not return HTTP 2xx.

Why it matters

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

Check name

API Catalog

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

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

Result

API Catalog failed at "Fetch API catalog".

Validation steps

Fetch API catalog
The API catalog endpoint did not return HTTP 2xx.
Validate RFC 9727 linkset
Response is not valid JSON.
Fetch advertised API catalog targets
API Catalog did not expose any same-origin hrefs to validate.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch API catalog",
      "status": "fail",
      "evidence": {
        "statusCode": 404,
        "contentType": "text/html; charset=UTF-8"
      },
      "issue": "The API catalog endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/api-catalog."
    },
    {
      "id": "validate",
      "title": "Validate RFC 9727 linkset",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Response is not valid JSON.",
        "rawExcerpt": "\n<!doctype html>\n\n  <html class=\"no-js\"  lang=\"en-US\">\n\n\t<head>\n\t\t<meta charset=\"utf-8\">\n\t\t\n\t\t<!-- Force IE to use the latest rendering engine available -->\n\t\t<meta http-equiv=\"X-UA-Compatible\" content=\"IE=edge\"><script type=\"text/javascript\">(window.NREUM||(NREUM={})).init={ajax:{deny_list:[\"bam.nr-data.net\"]},feature_flags:[\"soft_nav\"]};(window.NREUM||(NREUM={})).loader_config={licenseKey:\"9a94a75182\",applicationID:\"423488633\",browserID:\"423490643\"};;/*! For license information please see nr-loader-rum-1.316.0.min.js.LICENSE.txt */\n(()=>{var e,t,r={122:(e,t,r)=>{\"use strict\";r.d(t,{a:()=>i});var n=r(944);function i(e,t){try{if(!e||\"object\"!=typeof e)return(0,n.R)(3);if(!t||\"object\"!=typeof t)return(0,n.R)(4);const r=Object.create(Object.getPrototypeOf(t),Object.getOwnPropertyDescriptors("
      },
      "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

Issue

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

Why it matters

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

Check name

OpenAPI discovery

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

Publish a valid OpenAPI or Swagger document for API discovery.

Result

OpenAPI discovery failed at "Find valid OpenAPI document".

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Find valid OpenAPI document",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/openapi.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=UTF-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "\n<!doctype html>\n\n  <html class=\"no-js\"  lang=\"en-US\">\n\n\t<head>\n\t\t<meta charset=\"utf-8\">\n\t\t\n\t\t<!-- Force IE to use the latest rendering engine available -->\n\t\t<meta http-equiv=\"X-UA-Compatible\" content=\"IE=edge\"><script type=\"text/javascript\">(window.NREUM||(NREUM={})).init={ajax:{deny_list:[\"bam.nr-data.net\"]},feature_flags:[\"soft_nav\"]};(window.NREUM||(NREUM={})).loader_config={licenseKey:\"9a94a75182\",applicationID:\"423488633\",browserID:\"423490643\"};;/*! For license information please see nr-loader-rum-1.316.0.min.js.LICENSE.txt */\n(()=>{var e,t,r={122:(e,t,r)=>{\"use strict\";r.d(t,{a:()=>i});var n=r(944);function i(e,t){try{if(!e||\"object\"!=typeof e)return(0,n.R)(3);if(!t||\"object\"!=typeof t)return(0,n.R)(4);const r=Object.create(Object.getPrototypeOf(t),Object.getOwnPropertyDescriptors("
          },
          {
            "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": "\n<!doctype html>\n\n  <html class=\"no-js\"  lang=\"en-US\">\n\n\t<head>\n\t\t<meta charset=\"utf-8\">\n\t\t\n\t\t<!-- Force IE to use the latest rendering engine available -->\n\t\t<meta http-equiv=\"X-UA-Compatible\" content=\"IE=edge\"><script type=\"text/javascript\">(window.NREUM||(NREUM={})).init={ajax:{deny_list:[\"bam.nr-data.net\"]},feature_flags:[\"soft_nav\"]};(window.NREUM||(NREUM={})).loader_config={licenseKey:\"9a94a75182\",applicationID:\"423488633\",browserID:\"423490643\"};;/*! For license information please see nr-loader-rum-1.316.0.min.js.LICENSE.txt */\n(()=>{var e,t,r={122:(e,t,r)=>{\"use strict\";r.d(t,{a:()=>i});var n=r(944);function i(e,t){try{if(!e||\"object\"!=typeof e)return(0,n.R)(3);if(!t||\"object\"!=typeof t)return(0,n.R)(4);const r=Object.create(Object.getPrototypeOf(t),Object.getOwnPropertyDescriptors("
          },
          {
            "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": "\n<!doctype html>\n\n  <html class=\"no-js\"  lang=\"en-US\">\n\n\t<head>\n\t\t<meta charset=\"utf-8\">\n\t\t\n\t\t<!-- Force IE to use the latest rendering engine available -->\n\t\t<meta http-equiv=\"X-UA-Compatible\" content=\"IE=edge\"><script type=\"text/javascript\">(window.NREUM||(NREUM={})).init={ajax:{deny_list:[\"bam.nr-data.net\"]},feature_flags:[\"soft_nav\"]};(window.NREUM||(NREUM={})).loader_config={licenseKey:\"9a94a75182\",applicationID:\"423488633\",browserID:\"423490643\"};;/*! For license information please see nr-loader-rum-1.316.0.min.js.LICENSE.txt */\n(()=>{var e,t,r={122:(e,t,r)=>{\"use strict\";r.d(t,{a:()=>i});var n=r(944);function i(e,t){try{if(!e||\"object\"!=typeof e)return(0,n.R)(3);if(!t||\"object\"!=typeof t)return(0,n.R)(4);const r=Object.create(Object.getPrototypeOf(t),Object.getOwnPropertyDescriptors("
          },
          {
            "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": "\n<!doctype html>\n\n  <html class=\"no-js\"  lang=\"en-US\">\n\n\t<head>\n\t\t<meta charset=\"utf-8\">\n\t\t\n\t\t<!-- Force IE to use the latest rendering engine available -->\n\t\t<meta http-equiv=\"X-UA-Compatible\" content=\"IE=edge\"><script type=\"text/javascript\">(window.NREUM||(NREUM={})).init={ajax:{deny_list:[\"bam.nr-data.net\"]},feature_flags:[\"soft_nav\"]};(window.NREUM||(NREUM={})).loader_config={licenseKey:\"9a94a75182\",applicationID:\"423488633\",browserID:\"423490643\"};;/*! For license information please see nr-loader-rum-1.316.0.min.js.LICENSE.txt */\n(()=>{var e,t,r={122:(e,t,r)=>{\"use strict\";r.d(t,{a:()=>i});var n=r(944);function i(e,t){try{if(!e||\"object\"!=typeof e)return(0,n.R)(3);if(!t||\"object\"!=typeof t)return(0,n.R)(4);const r=Object.create(Object.getPrototypeOf(t),Object.getOwnPropertyDescriptors("
          },
          {
            "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": "\n<!doctype html>\n\n  <html class=\"no-js\"  lang=\"en-US\">\n\n\t<head>\n\t\t<meta charset=\"utf-8\">\n\t\t\n\t\t<!-- Force IE to use the latest rendering engine available -->\n\t\t<meta http-equiv=\"X-UA-Compatible\" content=\"IE=edge\"><script type=\"text/javascript\">(window.NREUM||(NREUM={})).init={ajax:{deny_list:[\"bam.nr-data.net\"]},feature_flags:[\"soft_nav\"]};(window.NREUM||(NREUM={})).loader_config={licenseKey:\"9a94a75182\",applicationID:\"423488633\",browserID:\"423490643\"};;/*! For license information please see nr-loader-rum-1.316.0.min.js.LICENSE.txt */\n(()=>{var e,t,r={122:(e,t,r)=>{\"use strict\";r.d(t,{a:()=>i});var n=r(944);function i(e,t){try{if(!e||\"object\"!=typeof e)return(0,n.R)(3);if(!t||\"object\"!=typeof t)return(0,n.R)(4);const r=Object.create(Object.getPrototypeOf(t),Object.getOwnPropertyDescriptors("
          },
          {
            "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": "\n<!doctype html>\n\n  <html class=\"no-js\"  lang=\"en-US\">\n\n\t<head>\n\t\t<meta charset=\"utf-8\">\n\t\t\n\t\t<!-- Force IE to use the latest rendering engine available -->\n\t\t<meta http-equiv=\"X-UA-Compatible\" content=\"IE=edge\"><script type=\"text/javascript\">(window.NREUM||(NREUM={})).init={ajax:{deny_list:[\"bam.nr-data.net\"]},feature_flags:[\"soft_nav\"]};(window.NREUM||(NREUM={})).loader_config={licenseKey:\"9a94a75182\",applicationID:\"423488633\",browserID:\"423490643\"};;/*! For license information please see nr-loader-rum-1.316.0.min.js.LICENSE.txt */\n(()=>{var e,t,r={122:(e,t,r)=>{\"use strict\";r.d(t,{a:()=>i});var n=r(944);function i(e,t){try{if(!e||\"object\"!=typeof e)return(0,n.R)(3);if(!t||\"object\"!=typeof t)return(0,n.R)(4);const r=Object.create(Object.getPrototypeOf(t),Object.getOwnPropertyDescriptors("
          },
          {
            "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": "\n<!doctype html>\n\n  <html class=\"no-js\"  lang=\"en-US\">\n\n\t<head>\n\t\t<meta charset=\"utf-8\">\n\t\t\n\t\t<!-- Force IE to use the latest rendering engine available -->\n\t\t<meta http-equiv=\"X-UA-Compatible\" content=\"IE=edge\"><script type=\"text/javascript\">(window.NREUM||(NREUM={})).init={ajax:{deny_list:[\"bam.nr-data.net\"]},feature_flags:[\"soft_nav\"]};(window.NREUM||(NREUM={})).loader_config={licenseKey:\"9a94a75182\",applicationID:\"423488633\",browserID:\"423490643\"};;/*! For license information please see nr-loader-rum-1.316.0.min.js.LICENSE.txt */\n(()=>{var e,t,r={122:(e,t,r)=>{\"use strict\";r.d(t,{a:()=>i});var n=r(944);function i(e,t){try{if(!e||\"object\"!=typeof e)return(0,n.R)(3);if(!t||\"object\"!=typeof t)return(0,n.R)(4);const r=Object.create(Object.getPrototypeOf(t),Object.getOwnPropertyDescriptors("
          }
        ]
      },
      "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

Issue

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

Why it matters

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

Check name

AI bot rules in robots.txt

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Established

Goal

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

Result

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

Evidence

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

AI DiscoverabilityBot Access ControlInformational

Content Signal

Content Signal is missing or incomplete.

33 Fail

Needs attention

Content Signal

Failed check

Issue

No Content Signal found in robots.txt

Why it matters

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

Check name

Content Signal

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

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

Result

Content Signal is missing or incomplete.

Evidence

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

AI DiscoverabilityDiscoverabilityEstablished

FAQPage schema

FAQPage schema is missing or incomplete.

33 Fail

Needs attention

FAQPage schema

Failed check

Issue

FAQ content was detected but no FAQPage schema was found.

Why it matters

FAQPage schema lets agents extract visible question-and-answer content cleanly and avoid guessing which text is an answer.

Check name

FAQPage schema

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Expose question-and-answer content in FAQPage structured data when FAQs are present.

Result

FAQPage schema is missing or incomplete.

Evidence

{
  "found": false,
  "visibleFaq": true,
  "allTypes": [
    "BreadcrumbList",
    "ImageObject",
    "Organization",
    "WebPage",
    "WebSite"
  ]
}

AI DiscoverabilityDiscoverabilityEstablished

High-value schema types

High-value schema types is missing or incomplete.

33 Fail

Needs attention

High-value schema types

Failed check

Issue

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

Why it matters

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

Check name

High-value schema types

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

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

Result

High-value schema types is missing or incomplete.

Evidence

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

AI DiscoverabilityDiscoverabilityEstablished

Link headers

Link headers failed at "Find useful Link headers".

33 Fail

Needs attention

Link headers

Failed check

Issue

No useful agent discovery Link headers were found.

Why it matters

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

Check name

Link headers

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Include Link response headers for agent discovery using RFC 8288.

Result

Link headers failed at "Find useful Link headers".

Validation steps

Find useful Link headers
No useful agent discovery Link headers were found.
Fetch same-origin Link header targets
Link headers did not expose any same-origin targets to validate.

Evidence

{
  "failedStep": "presence",
  "steps": [
    {
      "id": "presence",
      "title": "Find useful Link headers",
      "status": "fail",
      "evidence": {
        "links": [
          {
            "url": "https://c3.ai/wp-json/",
            "rel": "https://api.w.org/",
            "type": "application/json"
          }
        ]
      },
      "issue": "No useful agent discovery Link headers were found.",
      "howToFix": "Expose useful Link headers such as rel=\"api-catalog\", rel=\"service-doc\", and rel=\"service-desc\"."
    },
    {
      "id": "target-validation",
      "title": "Fetch same-origin Link header targets",
      "status": "fail",
      "evidence": {
        "checked": [],
        "failures": [
          {
            "reason": "No same-origin Link header targets were available to fetch."
          }
        ]
      },
      "issue": "Link headers did not expose any same-origin targets to validate.",
      "howToFix": "Make each same-origin Link href reachable and serve the advertised media type."
    }
  ]
}

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

Issue

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

Why it matters

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

Check name

Web Bot Auth request signing

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

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

Result

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

Validation steps

Fetch to find resource
Web Bot Auth request signing was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/http-message-signatures-directory",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 135980
          }
        ]
      },
      "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

Issue

llms.txt was not found at the expected path.

Why it matters

llms.txt gives language-model clients a concise, curated summary of important site context and links before they crawl broadly.

Check name

llms.txt

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Emerging recommendation

Goal

Publish llms.txt to summarize agent-readable site guidance.

Result

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

Validation steps

Fetch to find resource
llms.txt was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/llms.txt",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 135886
          },
          {
            "path": "/llms-full.txt",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 135896
          }
        ]
      },
      "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

Issue

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

Why it matters

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

Check name

Markdown negotiation

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Return HTML responses as markdown when agents request it.

Result

Markdown negotiation failed at "Markdown content type".

Validation steps

Markdown content type
Content-Type "text/html; charset=UTF-8" does not indicate Markdown when requested with Accept: text/markdown.
Vary: Accept header
Markdown negotiation is missing Vary: Accept; current Vary header is "Accept-Encoding, Origin, Cookie, Cookie".
Structured Markdown body
Markdown response is missing a heading.

Evidence

{
  "failedStep": "content-type",
  "steps": [
    {
      "id": "content-type",
      "title": "Markdown content type",
      "status": "fail",
      "evidence": {
        "statusCode": 200,
        "contentType": "text/html; charset=UTF-8"
      },
      "issue": "Content-Type \"text/html; charset=UTF-8\" does not indicate Markdown when requested with Accept: text/markdown.",
      "howToFix": "Return Content-Type: text/markdown; charset=utf-8 for requests with Accept: text/markdown."
    },
    {
      "id": "vary-accept",
      "title": "Vary: Accept header",
      "status": "fail",
      "evidence": {
        "vary": "Accept-Encoding, Origin, Cookie, Cookie"
      },
      "issue": "Markdown negotiation is missing Vary: Accept; current Vary header is \"Accept-Encoding, Origin, Cookie, 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": 24869,
        "excerpt": "<!doctype html>\n\n  <html class=\"no-js\"  lang=\"en-US\">\n\n\t<head>\n\t\t<meta charset=\"utf-8\">\n\t\t\n\t\t<!-- Force IE to use the latest rendering engine available -->\n\t\t<meta http-equiv=\"X-UA-Compatible\" content=\"IE=edge\"><script type=\"text/javascript",
        "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

Issue

MCP Server Card was not found at the expected path.

Why it matters

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

Check name

MCP Server Card

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

Publish an MCP Server Card for agent discovery.

Result

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

Validation steps

Fetch to find resource
MCP Server Card was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 135861
          },
          {
            "path": "/.well-known/mcp/server-cards.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 135861
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 135880
          }
        ]
      },
      "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

Issue

mcp.json was not found at the expected path.

Why it matters

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

Check name

mcp.json

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

Fetch to find resource
mcp.json was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 135886
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 135880
          },
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 135861
          }
        ]
      },
      "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

Issue

Semantic HTML is incomplete: missing <main> landmark; missing <nav> landmark; 18 links missing accessible names; 1 buttons missing accessible names; 0/1 applicable form inputs have autocomplete attributes (1 missing); missing alt text on >10% of images.

Details

Why it matters

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

Check name

Semantic HTML

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Expose readable page structure through semantic HTML and accessible controls.

Result

Semantic HTML is missing or incomplete.

Evidence

{
  "main": false,
  "nav": false,
  "footer": true,
  "meaningfulH1": true,
  "headingOrder": true,
  "accessibleLinks": false,
  "accessibleButtons": false,
  "imageAltCoverage": false,
  "formAutocompleteCoverage": false,
  "details": {
    "inaccessibleLinks": [
      "<a href=\"https://c3.ai\"> <svg class=\"logo\" viewBox=\"0 0 339 117.3\" xml:space=\"preserve\" xmlns=\"http://www.w3.org/2000/svg\"> <path d=\"M0,0v13h103.6v38.8H25.9v13h77.7v38.8H0v13h116.5V0H0\"/> <path d=\"M90.6,77.7H12.9V38.9h77.7v-13H0v64.8h90.6V77.7\"/> <path d=\"m182.3 70.4c-0.7-1.2-1.7-2.4-2.9-3.4s-2.7-1.7-4.2-2.2-3.2-0.7-4.9-0.7c-2.9 0-5.6 0.5-7.8 1.7s-3.9 2.7-5.1 4.6c-1.2 2-2.2 4.2-2.9 6.8-0.7 2.7-1 5.1-1 7.8s0.2 5.1 1 7.6c0.5 2.4 1.5 4.6 2.9 6.6 1.2 2 2.9 3.4 5.1 4.6s4.6 1.7 7.8 1.7c4.2 0 7.3-1.2 9",
      "<a class=\"mega-menu-item img-holder-wrapper\" href=\"https://c3.ai/industries/enterprise-ai-for-manufacturing/\" style=\"padding: 0;\"><div class=\"img-holder zoom\" style=\"background-image: url(https://c3.ai/wp-content/uploads/2019/06/hpo-industry-landing-manufacturing-460x740.jpg);\"></div></a>",
      "<a class=\"mega-menu-item img-holder-wrapper\" href=\"https://c3.ai/industries/enterprise-ai-for-oil-and-gas/\" style=\"padding: 0;\"><div class=\"img-holder zoom\" style=\"background-image: url(https://c3.ai/wp-content/uploads/2019/06/hpo-industry-landing-oil-gas-460x740.jpg);\"></div></a>",
      "<a class=\"mega-menu-item img-holder-wrapper\" href=\"https://c3.ai/industries/enterprise-ai-for-utilities/\" style=\"padding: 0;\"><div class=\"img-holder zoom\" style=\"background-image: url(https://c3.ai/wp-content/uploads/2019/06/hpo-industry-landing-utility-460x740.jpg);\"></div></a>",
      "<a class=\"mega-menu-item img-holder-wrapper\" href=\"https://c3.ai/industries/enterprise-ai-for-financial-services/\" style=\"padding: 0;\"><div class=\"img-holder zoom\" style=\"background-image: url(https://c3.ai/wp-content/uploads/2019/06/industry-landing-banking.jpg);\"></div></a>",
      "<a class=\"mega-menu-item img-holder-wrapper\" href=\"https://c3.ai/industries/enterprise-ai-for-defense/\" style=\"padding: 0;\"><div class=\"img-holder zoom\" style=\"background-image: url(https://c3.ai/wp-content/uploads/2019/06/industry-landing-aerospace-defense-1.jpg);\"></div></a>",
      "<a class=\"mega-menu-item img-holder-wrapper\" href=\"https://c3.ai/industries/maritime/\" style=\"padding: 0;\"><div class=\"img-holder zoom\" style=\"background-image: url(https://c3.ai/wp-content/uploads/2025/10/Maritime-Industry-Page.jpeg);\"></div></a>",
      "<a class=\"mega-menu-item img-holder-wrapper\" href=\"https://c3.ai/industries/enterprise-ai-for-government/\" style=\"padding: 0;\"><div class=\"img-holder zoom\" style=\"background-image: url(https://c3.ai/wp-content/uploads/2022/08/defense-hero-fedramp-1.jpg);\"></div></a>",
      "<a class=\"mega-menu-item img-holder-wrapper\" href=\"https://c3.ai/industries/healthcare-industry/\" style=\"padding: 0;\"><div class=\"img-holder zoom\" style=\"background-image: url(https://c3.ai/wp-content/uploads/2019/06/hpo-industry-landing-healthcare-460x740.jpg);\"></div></a>",
      "<a class=\"mega-menu-item img-holder-wrapper\" href=\"https://c3.ai/industries/retail/\" style=\"padding: 0;\"><div class=\"img-holder zoom\" style=\"background-image: url(https://c3.ai/wp-content/uploads/2019/06/hpo-industry-landing-retail-460x740.jpg);\"></div></a>",
      "<a class=\"mega-menu-item img-holder-wrapper\" href=\"https://c3.ai/industries/telecommunications/\" style=\"padding: 0;\"><div class=\"img-holder zoom\" style=\"background-image: url(https://c3.ai/wp-content/uploads/2019/06/hpo-industry-landing-telecommunications-460x740.jpg);\"></div></a>",
      "<a class=\"mega-menu-item img-holder-wrapper\" href=\"https://c3.ai/industries/transportation/\" style=\"padding: 0;\"><div class=\"img-holder zoom\" style=\"background-image: url(https://c3.ai/wp-content/uploads/2019/06/hpo-industry-landing-transportation-460x740.jpg);\"></div></a>",
      "<a class=\"mega-menu-item img-holder-wrapper\" href=\"https://c3.ai/industries/industries/\" style=\"padding: 0;\"><div class=\"img-holder zoom\" style=\"background-image: url(https://c3.ai/wp-content/uploads/2025/10/63ab0b86-176d-45a6-9379-33a83db19a02.jpeg);\"></div></a>",
      "<a data-toggle=\"off-canvas\" aria-expanded=\"false\" aria-controls=\"off-canvas\"> <div class=\"headeralt--menu-item-lines\"> <div class=\"headeralt--menu-item-line\"></div> <div class=\"headeralt--menu-item-line\"></div> <div class=\"headeralt--menu-item-line\"></div> </div> </a>",
      "<a class=\"stretched-link\"></a>",
      "<a class=\"stretched-link\"></a>",
      "<a class=\"stretched-link\"></a>",
      "<a class=\"stretched-link\"></a>"
    ],
    "inaccessibleButtons": [
      "<button class=\"genai-button\"><i class=\"fa-solid fa-wand-magic-sparkles\"></i></button>"
    ],
    "missingAutocompleteInputs": [
      "<input type=\"search\" class=\"search-field\" placeholder=\"Search the entire site\" value name=\"s\" title=\"Search for:\">"
    ],
    "imagesMissingAlt": [
      "<img src=\"https://c3.ai/wp-content/uploads/2026/04/learn-more-arrow.png\">",
      "<img decoding=\"async\" class=\"right-arrow\" src=\"/wp-content/themes/c3-ai-theme/assets/images/arrow-right.svg\">",
      "<img decoding=\"async\" class=\"right-arrow\" src=\"/wp-content/themes/c3-ai-theme/assets/images/arrow-right.svg\">",
      "<img decoding=\"async\" class=\"right-arrow\" src=\"/wp-content/themes/c3-ai-theme/assets/images/arrow-right.svg\">",
      "<img decoding=\"async\" class=\"image\" src=\"/wp-content/uploads/2026/02/C3-AI-Holcim-Video-Image-1.jpg\">",
      "<img decoding=\"async\" class=\"logo\" style=\"max-height: 80px; max-width: 100px;\" src=\"/wp-content/uploads/2024/09/Holcim-Logo-White.png\">",
      "<img decoding=\"async\" class=\"image\" src=\"/wp-content/uploads/2026/02/shell_homepage_new.jpg\">",
      "<img decoding=\"async\" class=\"logo\" src=\"/wp-content/uploads/2021/02/official-shell-pecten.svg\">",
      "<img decoding=\"async\" class=\"image\" src=\"/wp-content/uploads/2022/05/usairforce-1.png\">",
      "<img decoding=\"async\" class=\"logo\" src=\"/wp-content/uploads/2021/08/usaf-logo-white.svg\">",
      "<img decoding=\"async\" class=\"image\" src=\"/wp-content/uploads/2022/10/koch_homepage_new.jpg\">",
      "<img decoding=\"async\" class=\"logo\" src=\"/wp-content/uploads/2021/08/koch-logo-white.svg\" style=\"width: 100px;\">",
      "<img decoding=\"async\" class=\"image\" src=\"/wp-content/uploads/2019/06/case-study-conedison.jpg\">",
      "<img decoding=\"async\" class=\"logo\" src=\"/wp-content/uploads/2019/06/conedison-logo-color.svg\" style=\"width: 110px;\">",
      "<img decoding=\"async\" class=\"image\" src=\"/wp-content/uploads/2026/02/newsroom-hero-override-baker-hughes-c3.ai-release-bhc3-production-optimization.jpg\">",
      "<img decoding=\"async\" class=\"logo\" src=\"/wp-content/uploads/2020/01/baker-hughes-logo-stacked-white.svg\">",
      "<img src=\"/wp-content/uploads/2026/02/card-2-1.png\">",
      "<img src=\"/wp-content/uploads/2026/02/card-5.png\">",
      "<img src=\"/wp-content/uploads/2026/02/card-7.png\">",
      "<img src=\"/wp-content/uploads/2026/02/card-11.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-01.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-02.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-03.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-04.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-05.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-06.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-07.png\">",
      "<img src=\"/wp-content/uploads/2026/02/card-2-1.png\">",
      "<img src=\"/wp-content/uploads/2026/02/card-5.png\">",
      "<img src=\"/wp-content/uploads/2026/02/card-7.png\">",
      "<img src=\"/wp-content/uploads/2026/02/card-11.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-01.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-02.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-03.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-04.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-05.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-06.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-07.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-08.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-09.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-10.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-11.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-12.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-13.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-14.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-15.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-16.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-17.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-19.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-08.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-09.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-10.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-11.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-12.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-13.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-14.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-15.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-16.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-17.png\">",
      "<img src=\"/wp-content/uploads/2026/02/partner-logos-19.png\">",
      "<img class=\"right-arrow\" src=\"/wp-content/uploads/2020/09/arrow-right-white.svg\">",
      "<img class=\"right-arrow\" src=\"/wp-content/uploads/2020/09/arrow-right-white.svg\">",
      "<img class=\"right-arrow\" src=\"/wp-content/uploads/2020/09/arrow-right-white.svg\">",
      "<img decoding=\"async\" class=\"right-arrow\" src=\"/wp-content/uploads/2020/09/arrow-right-white.svg\">",
      "<img decoding=\"async\" class=\"right-arrow\" src=\"/wp-content/uploads/2020/09/arrow-right-white.svg\">",
      "<img decoding=\"async\" class=\"right-arrow\" src=\"/wp-content/uploads/2020/09/arrow-right-white.svg\">"
    ],
    "skippedHeadingLevels": []
  },
  "counts": {
    "h1": 1,
    "headings": 65,
    "links": 294,
    "inaccessibleLinks": 18,
    "buttons": 7,
    "inaccessibleButtons": 1,
    "images": 74,
    "imagesWithAlt": 8,
    "autocompleteInputs": 1,
    "inputsWithAutocomplete": 0,
    "missingAutocompleteInputs": 1
  }
}

Agent Ease of UseMCPInformational

WebMCP manifest

WebMCP manifest failed at "Fetch to find resource".

25 Fail

Needs attention

WebMCP manifest

Failed check

Issue

WebMCP manifest was not found at the expected path.

Why it matters

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

Check name

WebMCP manifest

Score

0/100

Status

fail

Category

MCP

Maturity

Informational

Goal

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

Result

WebMCP manifest failed at "Fetch to find resource".

Validation steps

Fetch to find resource
WebMCP manifest was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 135892
          },
          {
            "path": "/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 135892
          },
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 135886
          }
        ]
      },
      "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

Issue

A2A Agent Card was not found at the expected path.

Why it matters

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

Check name

A2A Agent Card

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

Fetch to find resource
A2A Agent Card was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 135908
          },
          {
            "path": "/.well-known/a2a/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 135861
          },
          {
            "path": "/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 135900
          }
        ]
      },
      "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

Issue

Agent Skills index was not found at the expected path.

Why it matters

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

Check name

Agent Skills index

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish an agent skills discovery index.

Result

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

Validation steps

Fetch to find resource
Agent Skills index was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-skills/index.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 135861
          },
          {
            "path": "/.well-known/skills/index.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 135861
          }
        ]
      },
      "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

Issue

agent.json was not found at the expected path.

Why it matters

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

Check name

agent.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

Fetch to find resource
agent.json was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 135888
          },
          {
            "path": "/agent.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 135890
          }
        ]
      },
      "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

Issue

agents.json was not found at the expected path.

Why it matters

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

Check name

agents.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Informational

Goal

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

Result

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

Validation steps

Fetch to find resource
agents.json was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agents.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 135892
          },
          {
            "path": "/agents.json",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 135892
          }
        ]
      },
      "issue": "agents.json was not found at the expected path.",
      "howToFix": "If this site uses agents.json, publish JSON with an agents array containing name and url for each agent."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

DNS-AID Agent Discovery

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

15 Fail

Needs attention

DNS-AID Agent Discovery

Failed check

Issue

No DNS-AID entrypoint records were found under _agents.

Why it matters

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

Check name

DNS-AID Agent Discovery

Score

25/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

Resolve DNS-AID SVCB/HTTPS records
No DNS-AID entrypoint records were found under _agents.
Validate alpn and endpoint parameters
Include alpn and endpoint service parameters in each DNS-AID record so agents know the protocol and target entrypoint.
Check DNSSEC material
DNSSEC material was not visible for the hostname or parent zone from this resolver.

Evidence

{
  "failedStep": "svcb-https-records",
  "steps": [
    {
      "id": "svcb-https-records",
      "title": "Resolve DNS-AID SVCB/HTTPS records",
      "status": "fail",
      "evidence": {
        "hostname": "c3.ai",
        "probes": [
          {
            "name": "_index._agents.c3.ai",
            "found": false,
            "recordCount": 1,
            "records": [],
            "hasAlpn": false,
            "hasEndpoint": false
          },
          {
            "name": "_a2a._agents.c3.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": "c3.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

Issue

WebMCP declarative annotations need fixes.

Details

Why it matters

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

Check name

WebMCP

Score

50/100

Status

warning

Category

MCP

Maturity

Informational

Goal

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

Result

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

Validation steps

Detect data-mcp-tool annotations
No data-mcp-tool attributes were found on interactive elements.
Detect WebMCP declarative tags
No elements found with tool-name or tool-description attributes.
Validate WebMCP declarative annotation quality
WebMCP declarative annotations need fixes.
WebMCP declarative annotation issues
<input name="s"> is missing tool-param-description.
<input> is missing a name attribute.
<input> is missing tool-param-description.
Detect WebMCP imperative API usage
navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.
Detect WebMCP browser navigator injection
navigator.modelContext was not detected in the rendered browser page.
Interactive surface coverage
Only 0% of interactive surfaces are annotated.

Evidence

{
  "failedStep": "declarative-annotation-quality",
  "steps": [
    {
      "id": "data-mcp-tool-attributes",
      "title": "Detect data-mcp-tool annotations",
      "status": "informational",
      "evidence": {
        "dataMcpToolCount": 0,
        "dataMcpTools": []
      },
      "issue": "No data-mcp-tool attributes were found on interactive elements.",
      "howToFix": "Add data-mcp-tool attributes to high-value forms, buttons, and links so generic MCP-aware tooling can identify intended actions."
    },
    {
      "id": "declarative-tags",
      "title": "Detect WebMCP declarative tags",
      "status": "informational",
      "evidence": {
        "totalForms": 1,
        "formsWithTags": 0,
        "totalInteractive": 264,
        "interactiveWithTags": 0,
        "totalCount": 265,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<input name=\"s\"> 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": 3,
        "issues": [
          "<input name=\"s\"> 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 name=\"s\"> 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": 1,
        "formsWithTags": 0,
        "totalInteractive": 264,
        "interactiveWithTags": 0,
        "totalCount": 265,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<input name=\"s\"> 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": 1,
    "formsWithTags": 0,
    "totalInteractive": 264,
    "interactiveWithTags": 0,
    "totalCount": 265,
    "taggedCount": 0,
    "dataMcpToolCount": 0,
    "dataMcpTools": [],
    "coverage": 0,
    "annotationIssues": [
      "<input name=\"s\"> 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
  }
}

AI DiscoverabilityContent ReadinessEstablished

Content freshness signals

Content freshness signals is partially implemented.

6 Warning

Needs attention

Content freshness signals

Warning

Issue

Content freshness signals are incomplete: missing Last-Modified HTTP header.

Why it matters

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

Check name

Content freshness signals

Score

75/100

Status

warning

Category

Content Readiness

Maturity

Established

Goal

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

Result

Content freshness signals is partially implemented.

Evidence

{
  "lastModified": null,
  "schemaDates": [
    "2026-02-20T23:24:18+00:00",
    "2022-04-07T06:17:15+00:00"
  ],
  "metaDateCount": 1,
  "timeDateCount": 0
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Source and trust signals

AIO: Source and trust signals scored 60/100 and needs improvement.

4 Warning

Needs attention

AIO: Source and trust signals

Warning

Issue

Missing AIO trust signals: author, publisher.

Details

Why it matters

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

Check name

AIO: Source and trust signals

Score

60/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AIO: Source and trust signals scored 60/100 and needs improvement.

Evidence

{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": true,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "author",
    "publisher"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [
    "2022-04-07T06:17:15+00:00",
    "2026-02-20T23:24:18+00:00"
  ],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "https://c3.ai/introduction-what-is-machine-learning/about-the-author/",
      "text": "About the Author",
      "html": "<a href=\"https://c3.ai/introduction-what-is-machine-learning/about-the-author/\">About the Author</a>"
    },
    {
      "href": "https://c3.ai/company/",
      "text": "Company",
      "html": "<a href=\"https://c3.ai/company/\">Company</a>"
    },
    {
      "href": "https://c3.ai/company/",
      "text": "Company",
      "html": "<a href=\"https://c3.ai/company/\">Company</a>"
    },
    {
      "href": "https://c3.ai/company/",
      "text": "Company Leading provider of Enterprise AI software",
      "html": "<a href=\"https://c3.ai/company/\" target=\"_self\"> <div class=\"grid-x grid-margin-x\"> <div class=\"cell large-2 medium-2 small-2\"> </div> <div class=\"cell large-10 medium-10 small-10\"> <h3 style=\"color: rgb(26, 26, 26)\" class=\"product_card_title\">Company</h3> <p class=\"excerpt-light-gray\" style=\"color:rgb(119, 119, 119)\">Leading provider of Enterprise AI software</p> </div> </div> </a>"
    },
    {
      "href": "https://c3.ai/investors/",
      "text": "Investors Building a world-class software company",
      "html": "<a href=\"https://c3.ai/investors/\"> <div class=\"grid-x grid-margin-x\"> <div class=\"cell large-2 medium-2 small-2\"> </div> <div class=\"cell large-10 medium-10 small-10\"> <h3 style=\"color: rgb(26, 26, 26)\" class=\"product_card_title\">Investors</h3> <p class=\"excerpt-light-gray\" style=\"color:rgb(119, 119, 119)\">Building a world-class software company</p> </div> </div> </a>"
    },
    {
      "href": "/customers/o-g-major/",
      "text": "International Oil Company",
      "html": "<a href=\"/customers/o-g-major/\">International Oil Company</a>"
    },
    {
      "href": "/company/",
      "text": "Company",
      "html": "<a href=\"/company/\">Company</a>"
    },
    {
      "href": "/company/",
      "text": "About C3.ai",
      "html": "<a href=\"/company/\">About C3.ai</a>"
    },
    {
      "href": "https://www.linkedin.com/company/c3-ai/",
      "text": "LinkedIn",
      "html": "<a href=\"https://www.linkedin.com/company/c3-ai/\" target=\"_blank\"> <span> LinkedIn </span> <svg xmlns=\"http://www.w3.org/2000/svg\" aria-hidden=\"true\" data-prefix=\"fab\" data-icon=\"linkedin-in\" class=\"svg-inline--fa fa-linkedin-in fa-w-14\" role=\"img\" viewBox=\"0 0 448 512\"><path fill=\"currentColor\" d=\"M100.28 448H7.4V148.9h92.88zM53.79 108.1C24.09 108.1 0 83.5 0 53.8a53.79 53.79 0 0 1 107.58 0c0 29.7-24.1 54.3-53.79 54.3zM447.9 448h-92.68V302.4c0-34.7-.7-79.2-48.29-79.2-48.29 0-55.69 37.7-55.69..."
    }
  ],
  "contactLinks": [
    {
      "href": "https://c3.ai/generative-ai-for-contact-centers/",
      "text": "Contact Centers",
      "html": "<a href=\"https://c3.ai/generative-ai-for-contact-centers/\">Contact Centers</a>"
    },
    {
      "href": "https://c3.ai/contact-us/",
      "text": "Contact Us",
      "html": "<a href=\"https://c3.ai/contact-us/\">Contact Us</a>"
    },
    {
      "href": "https://c3.ai/c3-ai-fellows/",
      "text": "C3 AI Fellows Supporting the Makers of Tomorrow",
      "html": "<a href=\"https://c3.ai/c3-ai-fellows/\"> <div class=\"grid-x grid-margin-x\"> <div class=\"cell large-2 medium-2 small-2\"> </div> <div class=\"cell large-10 medium-10 small-10\"> <h3 style=\"color: rgb(26, 26, 26)\" class=\"product_card_title\">C3 AI Fellows</h3> <p class=\"excerpt-light-gray\" style=\"color:rgb(119, 119, 119)\">Supporting the Makers of Tomorrow</p> </div> </div> </a>"
    },
    {
      "href": "/contact-us/",
      "text": "Contact Us",
      "html": "<a href=\"/contact-us/\">Contact Us</a>"
    },
    {
      "href": "/contact-us/schedule-a-demo/",
      "text": "Schedule a Demo",
      "html": "<a href=\"/contact-us/schedule-a-demo/\">Schedule a Demo</a>"
    },
    {
      "href": "/contact-us/contact-sales/",
      "text": "Contact Our Sales Team",
      "html": "<a href=\"/contact-us/contact-sales/\">Contact Our Sales Team</a>"
    },
    {
      "href": "/contact-us/other-inquiries/",
      "text": "Request Information",
      "html": "<a href=\"/contact-us/other-inquiries/\">Request Information</a>"
    },
    {
      "href": "/contact-us/",
      "text": "Contact Us",
      "html": "<a href=\"/contact-us/\">Contact Us</a>"
    },
    {
      "href": "/contact-us/schedule-a-demo/",
      "text": "Get Started",
      "html": "<a href=\"/contact-us/schedule-a-demo/\" class=\"button hollow white\">Get Started</a>"
    },
    {
      "href": "/contact-us/contact-sales/",
      "text": "Contact Sales",
      "html": "<a class=\"section-nextstep--link\" href=\"/contact-us/contact-sales/\">Contact Sales <img decoding=\"async\" class=\"right-arrow\" src=\"/wp-content/uploads/2020/09/arrow-right-white.svg\"></a>"
    },
    {
      "href": "/contact-us/other-inquiries/",
      "text": "Request Information",
      "html": "<a class=\"section-nextstep--link\" href=\"/contact-us/other-inquiries/\">Request Information <img decoding=\"async\" class=\"right-arrow\" src=\"/wp-content/uploads/2020/09/arrow-right-white.svg\"></a>"
    },
    {
      "href": "/contact/",
      "text": "Contact Us",
      "html": "<a href=\"/contact/\">Contact Us</a>"
    },
    {
      "href": "https://c3.ai/contact-us/contact-sales/",
      "text": "Contact",
      "html": "<a href=\"https://c3.ai/contact-us/contact-sales/\"> Contact </a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "/glossary/",
      "text": "Glossary Definition of Enterprise AI and data science terms",
      "html": "<a href=\"/glossary/\"> <div class=\"grid-x grid-margin-x\"> <div class=\"cell large-2 medium-2 small-2\"></div> <div class=\"cell large-10 medium-10 small-10\"> <h3 style=\"color: rgb(26, 26, 26)\" class=\"product_card_title\">Glossary</h3> <p class=\"excerpt-light-gray\" style=\"color:rgb(119, 119, 119)\">Definition of Enterprise AI and data science terms</p> </div> </div> </a>"
    },
    {
      "href": "/legal/privacy-policy/",
      "text": "Privacy Policy",
      "html": "<a href=\"/legal/privacy-policy/\">Privacy Policy</a>"
    },
    {
      "href": "/legal/terms-of-use/",
      "text": "Terms of Use",
      "html": "<a href=\"/legal/terms-of-use/\">Terms of Use</a>"
    },
    {
      "href": "https://c3.ai/legal/privacy-policy/",
      "text": "Privacy Policy",
      "html": "<a href=\"https://c3.ai/legal/privacy-policy/\"> Privacy Policy </a>"
    },
    {
      "href": "https://c3.ai/legal/terms-of-use/",
      "text": "Terms of Use",
      "html": "<a href=\"https://c3.ai/legal/terms-of-use/\"> Terms of Use </a>"
    }
  ],
  "score": 60,
  "weight": 20
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer-first sections

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

4 Warning

Needs attention

AEO: Answer-first sections

Warning

Issue

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

Details

Why it matters

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

Check name

AEO: Answer-first sections

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "sectionCount": 64,
  "passing": 4,
  "failing": [
    {
      "heading": "C3 AI Applications",
      "headingHtml": "<h3>C3 AI Applications</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "C3 Agentic AI Platform",
      "headingHtml": "<h3>C3 Agentic AI Platform</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "C3 Generative AI",
      "headingHtml": "<h3>C3 Generative AI</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "C3 Code",
      "headingHtml": "<h3 style=\"margin-top: 1rem; margin-bottom:.5rem\">C3 Code </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Product Portfolio",
      "headingHtml": "<h3 style=\"margin-bottom:.5rem\">Product Portfolio </h3>",
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      "heading": "Other",
      "headingHtml": "<h3>Other</h3>",
      "firstParagraph": "Get Started Privacy Policy Terms of Use Legal Modern Slavery Statement",
      "paragraphHtml": "<p><a href=\"/get-started/\">Get Started</a><br> <a href=\"/legal/privacy-policy/\">Privacy Policy</a><br> <a href=\"/legal/terms-of-use/\">Terms of Use</a><br> <a href=\"/legal/\">Legal</a><br> <a href=\"/wp-content/uploads/2023/01/2nd_draft_MS_Statement_-_C3.ai__-_28.12.22_execution_no_watermark.pdf\" target=\"_blank\" rel=\"noopener\">Modern Slavery Statement</a></p>",
      "words": 11,
      "direct": false,
      "issue": "First paragraph is 11 words and does not look like a concise direct answer."
    }
  ],
  "score": 65,
  "weight": 28
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Question-led structure

AEO: Question-led structure scored 50/100 and needs improvement.

3 Warning

Needs attention

AEO: Question-led structure

Warning

Issue

No question-led h2 sections or FAQ pattern was detected.

Details

Why it matters

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

Check name

AEO: Question-led structure

Score

50/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AEO: Question-led structure scored 50/100 and needs improvement.

Evidence

{
  "h2Count": 7,
  "questionH2s": [],
  "hasFaq": false,
  "score": 50,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer evidence and trust

AEO: Answer evidence and trust scored 60/100 and needs improvement.

3 Warning

Needs attention

AEO: Answer evidence and trust

Warning

Issue

Missing AIO trust signals: author, publisher.

Details

Why it matters

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

Check name

AEO: Answer evidence and trust

Score

60/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AEO: Answer evidence and trust scored 60/100 and needs improvement.

Evidence

{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": true,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "author",
    "publisher"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [
    "2022-04-07T06:17:15+00:00",
    "2026-02-20T23:24:18+00:00"
  ],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "https://c3.ai/introduction-what-is-machine-learning/about-the-author/",
      "text": "About the Author",
      "html": "<a href=\"https://c3.ai/introduction-what-is-machine-learning/about-the-author/\">About the Author</a>"
    },
    {
      "href": "https://c3.ai/company/",
      "text": "Company",
      "html": "<a href=\"https://c3.ai/company/\">Company</a>"
    },
    {
      "href": "https://c3.ai/company/",
      "text": "Company",
      "html": "<a href=\"https://c3.ai/company/\">Company</a>"
    },
    {
      "href": "https://c3.ai/company/",
      "text": "Company Leading provider of Enterprise AI software",
      "html": "<a href=\"https://c3.ai/company/\" target=\"_self\"> <div class=\"grid-x grid-margin-x\"> <div class=\"cell large-2 medium-2 small-2\"> </div> <div class=\"cell large-10 medium-10 small-10\"> <h3 style=\"color: rgb(26, 26, 26)\" class=\"product_card_title\">Company</h3> <p class=\"excerpt-light-gray\" style=\"color:rgb(119, 119, 119)\">Leading provider of Enterprise AI software</p> </div> </div> </a>"
    },
    {
      "href": "https://c3.ai/investors/",
      "text": "Investors Building a world-class software company",
      "html": "<a href=\"https://c3.ai/investors/\"> <div class=\"grid-x grid-margin-x\"> <div class=\"cell large-2 medium-2 small-2\"> </div> <div class=\"cell large-10 medium-10 small-10\"> <h3 style=\"color: rgb(26, 26, 26)\" class=\"product_card_title\">Investors</h3> <p class=\"excerpt-light-gray\" style=\"color:rgb(119, 119, 119)\">Building a world-class software company</p> </div> </div> </a>"
    },
    {
      "href": "/customers/o-g-major/",
      "text": "International Oil Company",
      "html": "<a href=\"/customers/o-g-major/\">International Oil Company</a>"
    },
    {
      "href": "/company/",
      "text": "Company",
      "html": "<a href=\"/company/\">Company</a>"
    },
    {
      "href": "/company/",
      "text": "About C3.ai",
      "html": "<a href=\"/company/\">About C3.ai</a>"
    },
    {
      "href": "https://www.linkedin.com/company/c3-ai/",
      "text": "LinkedIn",
      "html": "<a href=\"https://www.linkedin.com/company/c3-ai/\" target=\"_blank\"> <span> LinkedIn </span> <svg xmlns=\"http://www.w3.org/2000/svg\" aria-hidden=\"true\" data-prefix=\"fab\" data-icon=\"linkedin-in\" class=\"svg-inline--fa fa-linkedin-in fa-w-14\" role=\"img\" viewBox=\"0 0 448 512\"><path fill=\"currentColor\" d=\"M100.28 448H7.4V148.9h92.88zM53.79 108.1C24.09 108.1 0 83.5 0 53.8a53.79 53.79 0 0 1 107.58 0c0 29.7-24.1 54.3-53.79 54.3zM447.9 448h-92.68V302.4c0-34.7-.7-79.2-48.29-79.2-48.29 0-55.69 37.7-55.69..."
    }
  ],
  "contactLinks": [
    {
      "href": "https://c3.ai/generative-ai-for-contact-centers/",
      "text": "Contact Centers",
      "html": "<a href=\"https://c3.ai/generative-ai-for-contact-centers/\">Contact Centers</a>"
    },
    {
      "href": "https://c3.ai/contact-us/",
      "text": "Contact Us",
      "html": "<a href=\"https://c3.ai/contact-us/\">Contact Us</a>"
    },
    {
      "href": "https://c3.ai/c3-ai-fellows/",
      "text": "C3 AI Fellows Supporting the Makers of Tomorrow",
      "html": "<a href=\"https://c3.ai/c3-ai-fellows/\"> <div class=\"grid-x grid-margin-x\"> <div class=\"cell large-2 medium-2 small-2\"> </div> <div class=\"cell large-10 medium-10 small-10\"> <h3 style=\"color: rgb(26, 26, 26)\" class=\"product_card_title\">C3 AI Fellows</h3> <p class=\"excerpt-light-gray\" style=\"color:rgb(119, 119, 119)\">Supporting the Makers of Tomorrow</p> </div> </div> </a>"
    },
    {
      "href": "/contact-us/",
      "text": "Contact Us",
      "html": "<a href=\"/contact-us/\">Contact Us</a>"
    },
    {
      "href": "/contact-us/schedule-a-demo/",
      "text": "Schedule a Demo",
      "html": "<a href=\"/contact-us/schedule-a-demo/\">Schedule a Demo</a>"
    },
    {
      "href": "/contact-us/contact-sales/",
      "text": "Contact Our Sales Team",
      "html": "<a href=\"/contact-us/contact-sales/\">Contact Our Sales Team</a>"
    },
    {
      "href": "/contact-us/other-inquiries/",
      "text": "Request Information",
      "html": "<a href=\"/contact-us/other-inquiries/\">Request Information</a>"
    },
    {
      "href": "/contact-us/",
      "text": "Contact Us",
      "html": "<a href=\"/contact-us/\">Contact Us</a>"
    },
    {
      "href": "/contact-us/schedule-a-demo/",
      "text": "Get Started",
      "html": "<a href=\"/contact-us/schedule-a-demo/\" class=\"button hollow white\">Get Started</a>"
    },
    {
      "href": "/contact-us/contact-sales/",
      "text": "Contact Sales",
      "html": "<a class=\"section-nextstep--link\" href=\"/contact-us/contact-sales/\">Contact Sales <img decoding=\"async\" class=\"right-arrow\" src=\"/wp-content/uploads/2020/09/arrow-right-white.svg\"></a>"
    },
    {
      "href": "/contact-us/other-inquiries/",
      "text": "Request Information",
      "html": "<a class=\"section-nextstep--link\" href=\"/contact-us/other-inquiries/\">Request Information <img decoding=\"async\" class=\"right-arrow\" src=\"/wp-content/uploads/2020/09/arrow-right-white.svg\"></a>"
    },
    {
      "href": "/contact/",
      "text": "Contact Us",
      "html": "<a href=\"/contact/\">Contact Us</a>"
    },
    {
      "href": "https://c3.ai/contact-us/contact-sales/",
      "text": "Contact",
      "html": "<a href=\"https://c3.ai/contact-us/contact-sales/\"> Contact </a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "/glossary/",
      "text": "Glossary Definition of Enterprise AI and data science terms",
      "html": "<a href=\"/glossary/\"> <div class=\"grid-x grid-margin-x\"> <div class=\"cell large-2 medium-2 small-2\"></div> <div class=\"cell large-10 medium-10 small-10\"> <h3 style=\"color: rgb(26, 26, 26)\" class=\"product_card_title\">Glossary</h3> <p class=\"excerpt-light-gray\" style=\"color:rgb(119, 119, 119)\">Definition of Enterprise AI and data science terms</p> </div> </div> </a>"
    },
    {
      "href": "/legal/privacy-policy/",
      "text": "Privacy Policy",
      "html": "<a href=\"/legal/privacy-policy/\">Privacy Policy</a>"
    },
    {
      "href": "/legal/terms-of-use/",
      "text": "Terms of Use",
      "html": "<a href=\"/legal/terms-of-use/\">Terms of Use</a>"
    },
    {
      "href": "https://c3.ai/legal/privacy-policy/",
      "text": "Privacy Policy",
      "html": "<a href=\"https://c3.ai/legal/privacy-policy/\"> Privacy Policy </a>"
    },
    {
      "href": "https://c3.ai/legal/terms-of-use/",
      "text": "Terms of Use",
      "html": "<a href=\"https://c3.ai/legal/terms-of-use/\"> Terms of Use </a>"
    }
  ],
  "score": 60,
  "weight": 22
}

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

Issue

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

Details

Why it matters

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

Check name

GEO: Explanatory content depth

Score

75/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "candidatePassages": 1,
  "citablePassages": 0,
  "failingCandidateParagraphs": [
    {
      "index": 63,
      "heading": "H3: Enterprise AI",
      "text": "What is Enterprise AI? Best Practices – AI Application Lifecycle Best Practices – Enterprise AI Roadmap Best Practices – AI Application Development Enterprise AI Buyer’s Guide 10 Core Principles of Enterprise AI IT for Enterprise AI Develop AI 25X Faster on AWS Develop AI 25X Faster on Azure Enterprise AI Resources",
      "words": 49,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (49 words; target 80-220)."
      ],
      "html": "<p><a href=\"/what-is-enterprise-ai/\">What is Enterprise AI?</a><br> <a href=\"/what-is-enterprise-ai/best-practices-for-governing-the-ai-application-lifecycle-the-center-of-excellence/\">Best Practices &#x2013; AI Application Lifecycle</a><br> <a href=\"/what-is-enterprise-ai/best-practices-in-developing-an-enterprise-ai-roadmap/\">Best Practices &#x2013; Enterprise AI Roadmap</a><br> <a href=\"/what-is-enterprise-ai/best-practices-in-enterprise-ai-application-development/\">Best Practices &#x2013;..."
    }
  ],
  "citableParagraphs": [],
  "score": 75,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Entity clarity

GEO: Entity clarity scored 85/100 and needs improvement.

2 Warning

Needs attention

GEO: Entity clarity

Warning

Issue

Title/H1 terms missing from description: leading, provider.

Details

Why it matters

Check name

GEO: Entity clarity

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: Entity clarity scored 85/100 and needs improvement.

Evidence

{
  "title": "Leading Enterprise AI Software Provider | C3 AI",
  "h1": "This is Enterprise AI.",
  "description": "C3 AI is an Enterprise AI application software company enabling organizations worldwide to develop, deploy, and operate AI at scale.",
  "topicOverlap": 0.5,
  "topicTerms": [
    "leading",
    "enterprise",
    "software",
    "provider"
  ],
  "descriptionTerms": [
    "enterprise",
    "application",
    "software",
    "company",
    "enabling",
    "organizations",
    "worldwide",
    "develop",
    "deploy",
    "operate",
    "scale"
  ],
  "missingFromDescription": [
    "leading",
    "provider"
  ],
  "score": 85,
  "weight": 28
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Visible structured data match

AIO: Visible structured data match scored 80/100 and needs improvement.

2 Warning

Needs attention

AIO: Visible structured data match

Warning

Issue

2 structured-data value(s) were not found in visible page text.

Details

Why it matters

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

Check name

AIO: Visible structured data match

Score

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: Visible structured data match scored 80/100 and needs improvement.

Evidence

{
  "schemaCount": 6,
  "checkedFields": [
    {
      "path": "$[0].@graph[0].name",
      "value": "Leading Enterprise AI Software Provider | C3 AI"
    },
    {
      "path": "$[0].@graph[0].description",
      "value": "C3 AI is an Enterprise AI application software company enabling organizations worldwide to develop, deploy, and operate AI at scale."
    },
    {
      "path": "$[0].@graph[2].itemListElement[0].name",
      "value": "Home"
    },
    {
      "path": "$[0].@graph[3].name",
      "value": "C3 AI"
    },
    {
      "path": "$[0].@graph[4].name",
      "value": "C3.ai"
    },
    {
      "path": "$[1].name",
      "value": "Leading Enterprise AI Software Provider | C3 AI"
    },
    {
      "path": "$[1].description",
      "value": "C3 AI is an Enterprise AI application software company enabling organizations worldwide to develop, deploy, and operate AI at scale."
    },
    {
      "path": "$[3].itemListElement[0].name",
      "value": "Home"
    },
    {
      "path": "$[4].name",
      "value": "C3 AI"
    },
    {
      "path": "$[5].name",
      "value": "C3.ai"
    }
  ],
  "mismatches": [
    {
      "path": "$[0].@graph[2].itemListElement[0].name",
      "value": "Home"
    },
    {
      "path": "$[3].itemListElement[0].name",
      "value": "Home"
    }
  ],
  "score": 80,
  "weight": 18
}

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

Issue

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

Details

Why it matters

Check name

GEO: Extraction-friendly structure

Score

85/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "hasSummary": false,
  "tableCount": 0,
  "tablesWithHead": 0,
  "tablesMissingThead": [],
  "orderedLists": 0,
  "hasFaq": false,
  "definitionPatterns": 4,
  "schemaBlocks": 1,
  "missingSignals": [
    "optional top summary / TL;DR / key takeaways block",
    "table with <thead> only if the page already has tabular/comparative data",
    "ordered list only if the page explains a workflow/process",
    "optional visible FAQ or FAQPage schema"
  ],
  "score": 85,
  "weight": 24
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

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

Issue

67 image(s) are missing width/height attributes. 8 possible modal/interstitial element(s) detected.

Details

Why it matters

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

Check name

AIO: Page experience for AIO

Score

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=1.0",
  "visibleWords": 1350,
  "htmlBytes": 238005,
  "imagesMissingDimensions": [
    {
      "src": "https://c3.ai/wp-content/uploads/2026/04/learn-more-arrow.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"https://c3.ai/wp-content/uploads/2026/04/learn-more-arrow.png\">"
    },
    {
      "src": "/wp-content/themes/c3-ai-theme/assets/images/arrow-right.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" class=\"right-arrow\" src=\"/wp-content/themes/c3-ai-theme/assets/images/arrow-right.svg\">"
    },
    {
      "src": "/wp-content/themes/c3-ai-theme/assets/images/arrow-right.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" class=\"right-arrow\" src=\"/wp-content/themes/c3-ai-theme/assets/images/arrow-right.svg\">"
    },
    {
      "src": "/wp-content/themes/c3-ai-theme/assets/images/arrow-right.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" class=\"right-arrow\" src=\"/wp-content/themes/c3-ai-theme/assets/images/arrow-right.svg\">"
    },
    {
      "src": "/wp-content/uploads/2026/02/C3-AI-Holcim-Video-Image-1.jpg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" class=\"image\" src=\"/wp-content/uploads/2026/02/C3-AI-Holcim-Video-Image-1.jpg\">"
    },
    {
      "src": "/wp-content/uploads/2024/09/Holcim-Logo-White.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" class=\"logo\" style=\"max-height: 80px; max-width: 100px;\" src=\"/wp-content/uploads/2024/09/Holcim-Logo-White.png\">"
    },
    {
      "src": "/wp-content/uploads/2026/02/shell_homepage_new.jpg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" class=\"image\" src=\"/wp-content/uploads/2026/02/shell_homepage_new.jpg\">"
    },
    {
      "src": "/wp-content/uploads/2021/02/official-shell-pecten.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" class=\"logo\" src=\"/wp-content/uploads/2021/02/official-shell-pecten.svg\">"
    },
    {
      "src": "/wp-content/uploads/2022/05/usairforce-1.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" class=\"image\" src=\"/wp-content/uploads/2022/05/usairforce-1.png\">"
    },
    {
      "src": "/wp-content/uploads/2021/08/usaf-logo-white.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" class=\"logo\" src=\"/wp-content/uploads/2021/08/usaf-logo-white.svg\">"
    },
    {
      "src": "/wp-content/uploads/2022/10/koch_homepage_new.jpg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" class=\"image\" src=\"/wp-content/uploads/2022/10/koch_homepage_new.jpg\">"
    },
    {
      "src": "/wp-content/uploads/2021/08/koch-logo-white.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" class=\"logo\" src=\"/wp-content/uploads/2021/08/koch-logo-white.svg\" style=\"width: 100px;\">"
    },
    {
      "src": "/wp-content/uploads/2019/06/case-study-conedison.jpg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" class=\"image\" src=\"/wp-content/uploads/2019/06/case-study-conedison.jpg\">"
    },
    {
      "src": "/wp-content/uploads/2019/06/conedison-logo-color.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" class=\"logo\" src=\"/wp-content/uploads/2019/06/conedison-logo-color.svg\" style=\"width: 110px;\">"
    },
    {
      "src": "/wp-content/uploads/2026/02/newsroom-hero-override-baker-hughes-c3.ai-release-bhc3-production-optimization.jpg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" class=\"image\" src=\"/wp-content/uploads/2026/02/newsroom-hero-override-baker-hughes-c3.ai-release-bhc3-production-optimization.jpg\">"
    },
    {
      "src": "/wp-content/uploads/2020/01/baker-hughes-logo-stacked-white.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img decoding=\"async\" class=\"logo\" src=\"/wp-content/uploads/2020/01/baker-hughes-logo-stacked-white.svg\">"
    },
    {
      "src": "/wp-content/uploads/2026/02/card-2-1.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/wp-content/uploads/2026/02/card-2-1.png\">"
    },
    {
      "src": "/wp-content/uploads/2026/02/card-5.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/wp-content/uploads/2026/02/card-5.png\">"
    },
    {
      "src": "/wp-content/uploads/2026/02/card-7.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/wp-content/uploads/2026/02/card-7.png\">"
    },
    {
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      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/wp-content/uploads/2026/02/card-11.png\">"
    },
    {
      "src": "/wp-content/uploads/2026/02/partner-logos-01.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/wp-content/uploads/2026/02/partner-logos-01.png\">"
    },
    {
      "src": "/wp-content/uploads/2026/02/partner-logos-02.png",
      "width": "",
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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

Issue

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

Details

Why it matters

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

Check name

AIO: Answer block readiness

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

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      "words": 8,
      "direct": false,
      "issue": "First paragraph is 8 words and does not look like a concise direct answer."
    },
    {
      "heading": "Documentation",
      "headingHtml": "<h3 style=\"color: rgb(26, 26, 26)\" class=\"product_card_title\">Documentation</h3>",
      "firstParagraph": "Review detailed technical documentation and training",
      "paragraphHtml": "<p class=\"excerpt-light-gray\" style=\"color:rgb(119, 119, 119)\">Review detailed technical documentation and training</p>",
      "words": 6,
      "direct": false,
      "issue": "First paragraph is 6 words and does not look like a concise direct answer."
    },
    {
      "heading": "Company",
      "headingHtml": "<h3 style=\"color: rgb(26, 26, 26)\" class=\"product_card_title\">Company</h3>",
      "firstParagraph": "Leading provider of Enterprise AI software",
      "paragraphHtml": "<p class=\"excerpt-light-gray\" style=\"color:rgb(119, 119, 119)\">Leading provider of Enterprise AI software</p>",
      "words": 6,
      "direct": false,
      "issue": "First paragraph is 6 words and does not look like a concise direct answer."
    },
    {
      "heading": "Leadership",
      "headingHtml": "<h3 style=\"color: rgb(26, 26, 26)\" class=\"product_card_title\">Leadership</h3>",
      "firstParagraph": "Industry-leading experience",
      "paragraphHtml": "<p class=\"excerpt-light-gray\" style=\"color:rgb(119, 119, 119)\">Industry-leading experience</p>",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
    },
    {
      "heading": "Partners",
      "headingHtml": "<h3 style=\"color: rgb(26, 26, 26)\" class=\"product_card_title\">Partners</h3>",
      "firstParagraph": "Driving customer success with industry alliances",
      "paragraphHtml": "<p class=\"excerpt-light-gray\" style=\"color:rgb(119, 119, 119)\">Driving customer success with industry alliances</p>",
      "words": 6,
      "direct": false,
      "issue": "First paragraph is 6 words and does not look like a concise direct answer."
    },
    {
      "heading": "C3 AI DTI",
      "headingHtml": "<h3 style=\"color: rgb(26, 26, 26)\" class=\"product_card_title\">C3 AI DTI</h3>",
      "firstParagraph": "Research consortium dedicated to accelerating the benefits of artificial intelligence",
      "paragraphHtml": "<p class=\"excerpt-light-gray\" style=\"color:rgb(119, 119, 119)\">Research consortium dedicated to accelerating the benefits of artificial intelligence</p>",
      "words": 10,
      "direct": false,
      "issue": "First paragraph is 10 words and does not look like a concise direct answer."
    },
    {
      "heading": "Investors",
      "headingHtml": "<h3 style=\"color: rgb(26, 26, 26)\" class=\"product_card_title\">Investors</h3>",
      "firstParagraph": "Building a world-class software company",
      "paragraphHtml": "<p class=\"excerpt-light-gray\" style=\"color:rgb(119, 119, 119)\">Building a world-class software company</p>",
      "words": 5,
      "direct": false,
      "issue": "First paragraph is 5 words and does not look like a concise direct answer."
    },
    {
      "heading": "Events",
      "headingHtml": "<h3 style=\"color: rgb(26, 26, 26)\" class=\"product_card_title\">Events</h3>",
      "firstParagraph": "Annual user conference, C3 Transform, and participation in industry conferences.",
      "paragraphHtml": "<p class=\"excerpt-light-gray\" style=\"color:rgb(119, 119, 119)\">Annual user conference, C3 Transform, and participation in industry conferences.</p>",
      "words": 10,
      "direct": false,
      "issue": "First paragraph is 10 words and does not look like a concise direct answer."
    },
    {
      "heading": "Careers",
      "headingHtml": "<h3 style=\"color: rgb(26, 26, 26)\" class=\"product_card_title\">Careers</h3>",
      "firstParagraph": "Endless inspiration and meaningful work",
      "paragraphHtml": "<p class=\"excerpt-light-gray\" style=\"color:rgb(119, 119, 119)\">Endless inspiration and meaningful work</p>",
      "words": 5,
      "direct": false,
      "issue": "First paragraph is 5 words and does not look like a concise direct answer."
    },
    {
      "heading": "C3 AI Fellows",
      "headingHtml": "<h3 style=\"color: rgb(26, 26, 26)\" class=\"product_card_title\">C3 AI Fellows</h3>",
      "firstParagraph": "Supporting the Makers of Tomorrow",
      "paragraphHtml": "<p class=\"excerpt-light-gray\" style=\"color:rgb(119, 119, 119)\">Supporting the Makers of Tomorrow</p>",
      "words": 5,
      "direct": false,
      "issue": "First paragraph is 5 words and does not look like a concise direct answer."
    },
    {
      "heading": "Fifteen Years of Enterprise AI Success",
      "headingHtml": "<h2>Fifteen Years of Enterprise AI Success</h2>",
      "firstParagraph": "C3 AI Applications",
      "paragraphHtml": "<p class=\"sub-text\">C3 AI Applications</p>",
      "words": 3,
      "direct": false,
      "issue": "First paragraph is 3 words and does not look like a concise direct answer."
    },
    {
      "heading": "Holcim Redefines the Future of Building with Enterprise AI",
      "headingHtml": "<h3>Holcim Redefines the Future of Building with Enterprise AI</h3>",
      "firstParagraph": "",
      "paragraphHtml": "<p><img decoding=\"async\" class=\"image\" src=\"/wp-content/uploads/2026/02/shell_homepage_new.jpg\"></p>",
      "words": 0,
      "direct": false,
      "issue": "First paragraph is 0 words and does not look like a concise direct answer."
    },
    {
      "heading": "Shell Chooses C3 AI to Digitally Transform Shell",
      "headingHtml": "<h3>Shell Chooses C3 AI to Digitally Transform Shell</h3>",
      "firstParagraph": "",
      "paragraphHtml": "<p><img decoding=\"async\" class=\"image\" src=\"/wp-content/uploads/2022/05/usairforce-1.png\"></p>",
      "words": 0,
      "direct": false,
      "issue": "First paragraph is 0 words and does not look like a concise direct answer."
    },
    {
      "heading": "U.S. Air Force Increases Aircraft Readiness Using C3 AI Readiness",
      "headingHtml": "<h3>U.S. Air Force Increases Aircraft Readiness Using C3 AI Readiness</h3>",
      "firstParagraph": "",
      "paragraphHtml": "<p><img decoding=\"async\" class=\"image\" src=\"/wp-content/uploads/2022/10/koch_homepage_new.jpg\"></p>",
      "words": 0,
      "direct": false,
      "issue": "First paragraph is 0 words and does not look like a concise direct answer."
    },
    {
      "heading": "Koch Uses Enterprise AI at Scale",
      "headingHtml": "<h3>Koch Uses Enterprise AI at Scale</h3>",
      "firstParagraph": "",
      "paragraphHtml": "<p><img decoding=\"async\" class=\"image\" src=\"/wp-content/uploads/2019/06/case-study-conedison.jpg\"></p>",
      "words": 0,
      "direct": false,
      "issue": "First paragraph is 0 words and does not look like a concise direct answer."
    },
    {
      "heading": "Enterprise Data Analytics Platform and AMI Operations",
      "headingHtml": "<h3>Enterprise Data Analytics Platform and AMI Operations</h3>",
      "firstParagraph": "",
      "paragraphHtml": "<p><img decoding=\"async\" class=\"image\" src=\"/wp-content/uploads/2026/02/newsroom-hero-override-baker-hughes-c3.ai-release-bhc3-production-optimization.jpg\"></p>",
      "words": 0,
      "direct": false,
      "issue": "First paragraph is 0 words and does not look like a concise direct answer."
    },
    {
      "heading": "Baker Hughes Uses C3 AI for Digital Transformation of Energy Industry",
      "headingHtml": "<h3>Baker Hughes Uses C3 AI for Digital Transformation of Energy Industry</h3>",
      "firstParagraph": "C3 AI Customers",
      "paragraphHtml": "<p class=\"sub-text\">C3 AI Customers</p>",
      "words": 3,
      "direct": false,
      "issue": "First paragraph is 3 words and does not look like a concise direct answer."
    },
    {
      "heading": "Trusted by 300+ clients and partners",
      "headingHtml": "<h2 class=\"sub-header\">Trusted by 300+ clients and partners</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "C3 AI Software",
      "headingHtml": "<h2 data-reveal-animation=\"slide-right\">C3 AI Software</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "AI Applications",
      "headingHtml": "<h3>AI Applications</h3>",
      "firstParagraph": "Ready-to-use enterprise AI applications for high-value use cases.",
      "paragraphHtml": "<p>Ready-to-use enterprise AI applications for high-value use cases.</p>",
      "words": 8,
      "direct": false,
      "issue": "First paragraph is 8 words and does not look like a concise direct answer."
    },
    {
      "heading": "Development Tools",
      "headingHtml": "<h3>Development Tools</h3>",
      "firstParagraph": "An integrated family of deep code, low code, and no code development tools available in a collaborative multi-functional environment.",
      "paragraphHtml": "<p>An integrated family of deep code, low code, and no code development tools available in a collaborative multi-functional environment.</p>",
      "words": 19,
      "direct": false,
      "issue": "First paragraph is 19 words and does not look like a concise direct answer."
    },
    {
      "heading": "C3 AI Studio",
      "headingHtml": "<h2>C3 AI Studio</h2>",
      "firstParagraph": "C3 AI provides an integrated family of development tools to meet the needs of different development communities.",
      "paragraphHtml": "<p class=\"large\">C3 AI provides an integrated family of development tools to meet the needs of different development communities.</p>",
      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "Data Science",
      "headingHtml": "<h3>Data Science</h3>",
      "firstParagraph": "C3 AI uses industry standard tools, including Jupyter Notebook, R, Python, and Scala.",
      "paragraphHtml": "<p>C3 AI uses industry standard tools, including Jupyter Notebook, R, Python, and Scala.</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "Deep Code",
      "headingHtml": "<h3>Deep Code</h3>",
      "firstParagraph": "C3 AI provides access to deep code through the Visual Studio, a popular source code editor.",
      "paragraphHtml": "<p>C3 AI provides access to deep code through the Visual Studio, a popular source code editor.</p>",
      "words": 16,
      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
    },
    {
      "heading": "Low Code",
      "headingHtml": "<h3>Low Code</h3>",
      "firstParagraph": "C3 AI Studio has a low code interface to develop. deploy, and operate enterprise AI applications.",
      "paragraphHtml": "<p>C3 AI Studio has a low code interface to develop. deploy, and operate enterprise AI applications.</p>",
      "words": 16,
      "direct": false,
      "issue": "First paragraph is 16 words and does not look like a concise direct answer."
    },
    {
      "heading": "Proven results in weeks, not years",
      "headingHtml": "<h2>Proven results in weeks, not years</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Exec.Briefinghelp_outline",
      "headingHtml": "<h3>Exec.<br>Briefing<span class=\"material-icons small mobile-only\">help_outline</span></h3>",
      "firstParagraph": "2 Hours",
      "paragraphHtml": "<p>2 Hours</p>",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
    },
    {
      "heading": "TechnologyAssessmenthelp_outline",
      "headingHtml": "<h3>Technology<br>Assessment<span class=\"material-icons small mobile-only\">help_outline</span></h3>",
      "firstParagraph": "2-3 Days",
      "paragraphHtml": "<p>2-3 Days</p>",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
    },
    {
      "heading": "ProductionTrialhelp_outline",
      "headingHtml": "<h3>Production<br>Trial<span class=\"material-icons small mobile-only\">help_outline</span></h3>",
      "firstParagraph": "8-12 Weeks",
      "paragraphHtml": "<p>8-12 Weeks</p>",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
    },
    {
      "heading": "AI ApplicationDeployment in Productionhelp_outline",
      "headingHtml": "<h3>AI Application<br>Deployment in Production<span class=\"material-icons small mobile-only\">help_outline</span></h3>",
      "firstParagraph": "3-6 Months",
      "paragraphHtml": "<p>3-6 Months</p>",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
    },
    {
      "heading": "Take the next step",
      "headingHtml": "<h2 class=\"section-title\" data-reveal-animation=\"slide-right\"> Take the next step </h2>",
      "firstParagraph": "Contact Sales",
      "paragraphHtml": "<p><a class=\"section-nextstep--link\" href=\"/contact-us/contact-sales/\">Contact Sales <img decoding=\"async\" class=\"right-arrow\" src=\"/wp-content/uploads/2020/09/arrow-right-white.svg\"></a></p>",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
    },
    {
      "heading": "AI Software",
      "headingHtml": "<h3><a href=\"/ai-software/\">AI Software</a></h3>",
      "firstParagraph": "C3 AI Platform C3 AI Applications C3 AI CRM",
      "paragraphHtml": "<p><a href=\"/c3-ai-application-platform/\">C3 AI Platform</a><br> <a href=\"/products/c3-ai-applications/\">C3 AI Applications</a><br> <a href=\"/products/c3-ai-crm/\">C3 AI CRM</a></p>",
      "words": 9,
      "direct": false,
      "issue": "First paragraph is 9 words and does not look like a concise direct answer."
    },
    {
      "heading": "C3 AI Platform",
      "headingHtml": "<h3><a href=\"/c3-ai-application-platform/\">C3 AI Platform</a></h3>",
      "firstParagraph": "C3 AI Studio Visual Studio Code JupyterLab Application Canvas",
      "paragraphHtml": "<p><a href=\"/c3-ai-application-platform/c3-ai-studio/\">C3 AI Studio</a><br> <a href=\"/c3-ai-platform/c3-ai-studio/visual-studio-code/\">Visual Studio Code</a><br> <a href=\"/c3-ai-application-platform/c3-ai-studio/jupyterlab/\">JupyterLab</a><br> <a href=\"/c3-ai-application-platform/c3-ai-studio/application-canvas/\">Application Canvas</a></p>",
      "words": 9,
      "direct": false,
      "issue": "First paragraph is 9 words and does not look like a concise direct answer."
    },
    {
      "heading": "Industries",
      "headingHtml": "<h3><a href=\"/industries/\">Industries</a></h3>",
      "firstParagraph": "Manufacturing Oil & Gas Utilities Financial Services Government Healthcare Retail Telecommunications Transportation",
      "paragraphHtml": "<p><a href=\"/industries/manufacturing/\">Manufacturing</a><br> <a href=\"/industries/enterprise-ai-for-oil-and-gas/\">Oil &amp; Gas</a><br> <a href=\"/industries/utilities/\">Utilities</a><br> <a href=\"/industries/banking/\">Financial Services</a><br> <a href=\"/industries/aerospace-defense/\">Government</a><br> <a href=\"/industries/healthcare-industry/\">Healthcare</a><br> <a href=\"/industries/retail/\">Retail</a><br> <a href=\"/industries/telecommunications/\">Telecommunications</a><br> <a href=\"/indus...",
      "words": 11,
      "direct": false,
      "issue": "First paragraph is 11 words and does not look like a concise direct answer."
    },
    {
      "heading": "Customers",
      "headingHtml": "<h3><a href=\"/customers/\">Customers</a></h3>",
      "firstParagraph": "U.S. Air Force International Oil Company Fortune 50 Banking – Securities Lending Fortune 50 Banking – Customer Churn ConEdison Fortune 200 Manufacturing Fortune 100 Technology ENGIE AEP",
      "paragraphHtml": "<p><a href=\"/customers/ai-for-aircraft-readiness/\">U.S. Air Force</a><br> <a href=\"/customers/o-g-major/\">International Oil Company</a><br> <a href=\"/customers/mnc-bank-securities-lending/\">Fortune 50 Banking &#x2013; Securities Lending </a><br> <a href=\"/customers/preventing-customer-churn/\">Fortune 50 Banking &#x2013; Customer Churn</a><br> <a href=\"/customers/conedison/\">ConEdison</a><br> <a href=\"/customers/fortune-200-manufacturing/\">Fortune 200 Manufacturing</a><br> <a href=\"/customers/...",
      "words": 26,
      "direct": false,
      "issue": "First paragraph is 26 words and does not look like a concise direct answer."
    },
    {
      "heading": "Company",
      "headingHtml": "<h3><a href=\"/company/\">Company</a></h3>",
      "firstParagraph": "News About C3.ai Leadership Careers Partners Blog C3.ai Live Testimonials Resources C3 Transform Contact Us",
      "paragraphHtml": "<p><a href=\"/news/\">News</a><br> <a href=\"/company/\">About C3.ai</a><br> <a href=\"/leadership/\">Leadership</a><br> <a href=\"/careers/\">Careers</a><br> <a href=\"/partners/\">Partners</a><br> <a href=\"/blog/\">Blog</a><br> <a href=\"/live/\">C3.ai Live</a><br> <a href=\"/testimonials/\">Testimonials</a><br> <a href=\"/resources/\">Resources</a><br> <a href=\"/events/\">C3 Transform</a><br> <a href=\"/contact/\">Contact Us</a></p>",
      "words": 17,
      "direct": false,
      "issue": "First paragraph is 17 words and does not look like a concise direct answer."
    },
    {
      "heading": "Other",
      "headingHtml": "<h3>Other</h3>",
      "firstParagraph": "Get Started Privacy Policy Terms of Use Legal Modern Slavery Statement",
      "paragraphHtml": "<p><a href=\"/get-started/\">Get Started</a><br> <a href=\"/legal/privacy-policy/\">Privacy Policy</a><br> <a href=\"/legal/terms-of-use/\">Terms of Use</a><br> <a href=\"/legal/\">Legal</a><br> <a href=\"/wp-content/uploads/2023/01/2nd_draft_MS_Statement_-_C3.ai__-_28.12.22_execution_no_watermark.pdf\" target=\"_blank\" rel=\"noopener\">Modern Slavery Statement</a></p>",
      "words": 11,
      "direct": false,
      "issue": "First paragraph is 11 words and does not look like a concise direct answer."
    }
  ],
  "score": 65,
  "weight": 8
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer intent coverage

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

1 Warning

Needs attention

AEO: Answer intent coverage

Warning

Issue

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

Details

Why it matters

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

Check name

AEO: Answer intent coverage

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "headings": [
    {
      "text": "Fifteen Years of Enterprise AI Success",
      "html": "<h2>Fifteen Years of Enterprise AI Success</h2>"
    },
    {
      "text": "C3 AI Driving Results for Customers",
      "html": "<h2 class=\"sub-header\">C3 AI Driving Results for Customers</h2>"
    },
    {
      "text": "Trusted by 300+ clients and partners",
      "html": "<h2 class=\"sub-header\">Trusted by 300+ clients and partners</h2>"
    },
    {
      "text": "C3 AI Software",
      "html": "<h2 data-reveal-animation=\"slide-right\">C3 AI Software</h2>"
    },
    {
      "text": "C3 AI Studio",
      "html": "<h2>C3 AI Studio</h2>"
    },
    {
      "text": "Proven results in weeks, not years",
      "html": "<h2>Proven results in weeks, not years</h2>"
    },
    {
      "text": "Take the next step",
      "html": "<h2 class=\"section-title\" data-reveal-animation=\"slide-right\"> Take the next step </h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Leading Enterprise AI Software Provider?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Leading Enterprise AI Software Provider work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Leading Enterprise AI Software Provider?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Leading Enterprise AI Software Provider free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Leading Enterprise AI Software Provider compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is Leading Enterprise AI Software Provider?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Leading Enterprise AI Software Provider work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Leading Enterprise AI Software Provider?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Leading Enterprise AI Software Provider free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Leading Enterprise AI Software Provider compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 8
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Entity and definition clarity

AEO: Entity and definition clarity scored 88/100 and needs improvement.

1 Warning

Needs attention

AEO: Entity and definition clarity

Warning

Issue

Entity or definition gaps: leading, provider.

Details

Why it matters

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

Check name

AEO: Entity and definition clarity

Score

88/100

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 88/100 and needs improvement.

Evidence

{
  "title": "Leading Enterprise AI Software Provider | C3 AI",
  "h1": "This is Enterprise AI.",
  "description": "C3 AI is an Enterprise AI application software company enabling organizations worldwide to develop, deploy, and operate AI at scale.",
  "topicOverlap": 0.5,
  "definitionCount": 4,
  "topicTerms": [
    "leading",
    "enterprise",
    "software",
    "provider"
  ],
  "descriptionTerms": [
    "enterprise",
    "application",
    "software",
    "company",
    "enabling",
    "organizations",
    "worldwide",
    "develop",
    "deploy",
    "operate",
    "scale"
  ],
  "missingFromDescription": [
    "leading",
    "provider"
  ],
  "score": 88,
  "weight": 18
}

Agent Ease of UseAPIEmerging recommendation

AI context endpoint

AI context endpoint is informational for this page.

Informational

Needs attention

AI context endpoint

Informational

Issue

AI context endpoint is informational for this page.

Why it matters

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

Check name

AI context endpoint

Score

100/100

Status

informational

Category

API

Maturity

Emerging recommendation

Goal

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

Result

AI context endpoint is informational for this page.

Validation steps

Fetch to find resource
AI context endpoint was not found at the expected path.

Evidence

{
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "informational",
      "evidence": {
        "checked": [
          {
            "path": "/api/ai/context",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 135861
          },
          {
            "path": "/api/context",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 135876
          },
          {
            "path": "/context",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 135884
          }
        ]
      },
      "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

Issue

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

Details

Why it matters

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

Check name

AIO: Query intent coverage

Score

70/100

Status

informational

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AIO: Query intent coverage is informational for this page.

Evidence

{
  "headings": [
    {
      "text": "Fifteen Years of Enterprise AI Success",
      "html": "<h2>Fifteen Years of Enterprise AI Success</h2>"
    },
    {
      "text": "C3 AI Driving Results for Customers",
      "html": "<h2 class=\"sub-header\">C3 AI Driving Results for Customers</h2>"
    },
    {
      "text": "Trusted by 300+ clients and partners",
      "html": "<h2 class=\"sub-header\">Trusted by 300+ clients and partners</h2>"
    },
    {
      "text": "C3 AI Software",
      "html": "<h2 data-reveal-animation=\"slide-right\">C3 AI Software</h2>"
    },
    {
      "text": "C3 AI Studio",
      "html": "<h2>C3 AI Studio</h2>"
    },
    {
      "text": "Proven results in weeks, not years",
      "html": "<h2>Proven results in weeks, not years</h2>"
    },
    {
      "text": "Take the next step",
      "html": "<h2 class=\"section-title\" data-reveal-animation=\"slide-right\"> Take the next step </h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Leading Enterprise AI Software Provider?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Leading Enterprise AI Software Provider work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Leading Enterprise AI Software Provider?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Leading Enterprise AI Software Provider free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Leading Enterprise AI Software Provider compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is Leading Enterprise AI Software Provider?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Leading Enterprise AI Software Provider work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Leading Enterprise AI Software Provider?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Leading Enterprise AI Software Provider free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Leading Enterprise AI Software Provider compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 4
}

Agent Ease of UseAuthEmerging recommendation

Auth.md Agent Registration

Auth.md Agent Registration has an informational finding because the page appears to support authentication.

Informational

Needs attention

Auth.md Agent Registration

Informational

Issue

auth.md response did not match the expected agent registration shape. Content-Type "text/html; charset=UTF-8" is not Markdown or text/plain; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing credential type language.

Why it matters

Agent registration metadata lets automated clients find the registration path, supported identity types, credential types, and related claim or revocation endpoints without scraping human docs.

Check name

Auth.md Agent Registration

Score

0/100

Status

informational

Category

Auth

Maturity

Emerging recommendation

Goal

Publish Auth.md and agent_auth metadata so agents can discover registration and credential requirements.

Result

Auth.md Agent Registration has an informational finding because the page appears to support authentication.

Validation steps

Fetch and validate /auth.md
auth.md response did not match the expected agent registration shape. Content-Type "text/html; charset=UTF-8" is not Markdown or text/plain; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing credential type language.
Publish protected resource metadata
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
Validate agent_auth authorization metadata
OAuth authorization server metadata could not be fetched.

Evidence

{
  "failedStep": "auth-md",
  "steps": [
    {
      "id": "auth-md",
      "title": "Fetch and validate /auth.md",
      "status": "fail",
      "evidence": {
        "path": "/auth.md",
        "ok": false,
        "statusCode": 404,
        "contentType": "text/html; charset=UTF-8",
        "length": 135884,
        "validation": {
          "valid": false,
          "issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html; charset=UTF-8\" is not Markdown or text/plain; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing credential type language.",
          "compatibleContentType": false,
          "contentLength": 120434,
          "hasRegisterInstructions": true,
          "hasProtectedResourceLink": false,
          "hasAuthorizationServerLink": false,
          "mentionsIdentity": true,
          "mentionsCredential": false,
          "links": [
            "/javascript",
            "/*!",
            "/iPad",
            "/.test(o.navigator",
            "/Firefox",
            "/);Array.isArray(e)&&e.length",
            "/called",
            "/blobs",
            "/logs",
            "https://github.com/newrelic/newrelic-browser-agent/blob/main/docs/warning-codes.md#\".concat(e"
          ],
          "rawExcerpt": "\n<!doctype html>\n\n  <html class=\"no-js\"  lang=\"en-US\">\n\n\t<head>\n\t\t<meta charset=\"utf-8\">\n\t\t\n\t\t<!-- Force IE to use the latest rendering engine available -->\n\t\t<meta http-equiv=\"X-UA-Compatible\" content=\"IE=edge\"><script type=\"text/javascript\">(window.NREUM||(NREUM={})).init={ajax:{deny_list:[\"bam.nr-data.net\"]},feature_flags:[\"soft_nav\"]};(window.NREUM||(NREUM={})).loader_config={licenseKey:\"9a94a75182\",applicationID:\"423488633\",browserID:\"423490643\"};;/*! For license information please see nr-loader-rum-1.316.0.min.js.LICENSE.txt */\n(()=>{var e,t,r={122:(e,t,r)=>{\"use strict\";r.d(t,{a:()=>i});var n=r(944);function i(e,t){try{if(!e||\"object\"!=typeof e)return(0,n.R)(3);if(!t||\"object\"!=typeof t)return(0,n.R)(4);const r=Object.create(Object.getPrototypeOf(t),Object.getOwnPropertyDescriptors("
        }
      },
      "issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html; charset=UTF-8\" is not Markdown or text/plain; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing credential type language.",
      "howToFix": "Serve /auth.md at the site root as Markdown with agent registration instructions and links to OAuth metadata."
    },
    {
      "id": "oauth-protected-resource",
      "title": "Publish protected resource metadata",
      "status": "fail",
      "evidence": {
        "path": "/.well-known/oauth-protected-resource",
        "ok": false,
        "statusCode": 404,
        "contentType": "text/html; charset=UTF-8",
        "length": 135944,
        "text": "\n<!doctype html>\n\n  <html class=\"no-js\"  lang=\"en-US\">\n\n\t<head>\n\t\t<meta charset=\"utf-8\">\n\t\t\n\t\t<!-- Force IE to use the latest rendering engine available -->\n\t\t<meta http-equiv=\"X-UA-Compatible\" content=\"IE=edge\"><script type=\"text/javascript\">(window.NREUM||(NREUM={})).init={ajax:{deny_list:[\"bam.nr-data.net\"]},feature_flags:[\"soft_nav\"]};(window.NREUM||(NREUM={})).loader_config={licenseKey:\"9a94a75182\",applicationID:\"423488633\",browserID:\"423490643\"};;/*! For license information please see nr-loader-rum-1.316.0.min.js.LICENSE.txt */\n(()=>{var e,t,r={122:(e,t,r)=>{\"use strict\";r.d(t,{a:()=>i});var n=r(944);function i(e,t){try{if(!e||\"object\"!=typeof e)return(0,n.R)(3);if(!t||\"object\"!=typeof t)return(0,n.R)(4);const r=Object.create(Object.getPrototypeOf(t),Object.getOwnPropertyDescriptors(t)),s=0===Object.keys(r).length?e:r;for(let o in s)if(void 0!==e[o])try{if(null===e[o]){r[o]=null;continue}Array.isArray(e[o])&&Array.isArray(t[o])?r[o]=Array.from(new Set([...e[o],...t[o]])):e[o]instanceof Map||e[o]instanceof Set||e[o]instanceof Date||e[o]instanceof RegExp?r[o]=e[o]:\"object\"==typeof e[o]&&\"object\"==typeof t[o]?r[o]=i(e[o],t[o]):r[o]=e[o]}catch(e){r[o]||(0,n.R)(1,e)}return r}catch(e){(0,n.R)(2,e)}}},154:(e,t,r)=>{\"use strict\";r.d(t,{OF:()=>u,RI:()=>i,WN:()=>l,bv:()=>s,gm:()=>o,m:()=>c,mw:()=>a,sb:()=>d,zk:()=>f});var n=r(863);const i=\"undefined\"!=typeof window&&!!window.document,s=\"undefined\"!=typeof WorkerGlobalScope&&(\"undefined\"!=typeof self&&self instanceof WorkerGlobalScope&&self.navigator instanceof WorkerNavigator||\"undefined\"!=typeof globalThis&&globalThis instanceof WorkerGlobalScope&&globalThis.navigator instanceof WorkerNavigator),o=i?window:\"undefined\"!=typeof WorkerGlobalScope&&(\"undefined\"!=typeof self&&self instanceof WorkerGlobalScope&&self||\"undefined\"!=typeof globalThis&&globalThis instanceof WorkerGlobalScope&&globalThis),a=Boolean(\"hidden\"===o?.document?.visibilityState),c=\"\"+o?.location,u=/iPad|iPhone|iPod/.test(o.navigator?.userAgent),d=u&&\"undefined\"==typeof SharedWorker,l=((()=>{const e=o.navigator?.userAgent?.match(/Firefox[/\\s](\\d+\\.\\d+)/);Array.isArray(e)&&e.length>=2&&e[1]})(),Date.now()-(0,n.t)()),f=()=>{const e=o?.performance?.getEntriesByType?.(\"navigation\")?.[0];if(e&&e.responseStart>0&&e.responseStart<o.performance.now())return e}},234:(e,t,r)=>{\"use strict\";r.d(t,{W:()=>i});var n=r(687);class i{constructor(e,t){this.agentRef=e,this.ee=e?.ee,this.featureName=t,this.blocked=!1}deregisterDrain(){(0,n.x3)(this.agentRef,this.featureName)}}},241:(e,t,r)=>{\"use strict\";r.d(t,{W:()=>s});var n=r(154);const i=\"newrelic\";function s(e={}){try{n.gm.dispatchEvent(new CustomEvent(i,{detail:e}))}catch(e){}}},261:(e,t,r)=>{\"use strict\";r.d(t,{$9:()=>u,BL:()=>a,CH:()=>g,Dl:()=>_,Fw:()=>y,PA:()=>h,Pl:()=>n,Pv:()=>k,Tb:()=>l,U2:()=>s,V1:()=>R,Wb:()=>x,bt:()=>b,cD:()=>v,d3:()=>w,dT:()=>c,eY:()=>p,fF:()=>f,hG:()=>i,k6:()=>o,nb:()=>m,o5:()=>d});const n=\"api-\",i=\"addPageAction\",s=\"addToTrace\",o=\"addRelease\",a=\"finished\",c=\"interaction\",u=\"log\",d=\"noticeError\",l=\"pauseReplay\",f=\"recordCustomEvent\",g=\"recordReplay\",p=\"register\",m=\"setApplicationVersion\",h=\"setCurrentRouteName\",v=\"setCustomAttribute\",b=\"setErrorHandler\",y=\"setPageViewName\",_=\"setUserId\",w=\"start\",x=\"wrapLogger\",R=\"measure\",k=\"consent\"},289:(e,t,r)=>{\"use strict\";r.d(t,{GG:()=>o,Qr:()=>c,sB:()=>a});var n=r(878),i=r(389);function s(){return\"undefined\"==typeof document||\"complete\"===document.readyState}function o(e,t){if(s())return e();const r=(0,i.J)(e),o=setInterval(()=>{s()&&(clearInterval(o),r())},500);(0,n.sp)(\"load\",r,t)}function a(e){if(s())return e();(0,n.DD)(\"DOMContentLoaded\",e)}function c(e){if(s())return e();(0,n.sp)(\"popstate\",e)}},324:(e,t,r)=>{\"use strict\";r.d(t,{F3:()=>i,Xs:()=>s,xv:()=>n});const n=\"1.316.0\",i=\"PROD\",s=\"CDN\"},362:(e,t,r)=>{\"use strict\";r.d(t,{d:()=>s});var n=r(566),i=r(741);class s extends i.W{agentIdentifier=(0,n.LA)(16)}},374:(e,t,r)=>{r.nc=(()=>{try{return document?.currentScript?.nonce}catch(e){}return\"\"})()},384:(e,t,"
      },
      "issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/oauth-protected-resource with resource and authorization_servers fields."
    },
    {
      "id": "agent-auth-block",
      "title": "Validate agent_auth authorization metadata",
      "status": "fail",
      "evidence": {
        "valid": false,
        "issue": "OAuth authorization server metadata could not be fetched.",
        "fetch": {
          "ok": false,
          "statusCode": 404,
          "contentType": "text/html; charset=UTF-8",
          "length": 135952,
          "text": "\n<!doctype html>\n\n  <html class=\"no-js\"  lang=\"en-US\">\n\n\t<head>\n\t\t<meta charset=\"utf-8\">\n\t\t\n\t\t<!-- Force IE to use the latest rendering engine available -->\n\t\t<meta http-equiv=\"X-UA-Compatible\" content=\"IE=edge\"><script type=\"text/javascript\">(window.NREUM||(NREUM={})).init={ajax:{deny_list:[\"bam.nr-data.net\"]},feature_flags:[\"soft_nav\"]};(window.NREUM||(NREUM={})).loader_config={licenseKey:\"9a94a75182\",applicationID:\"423488633\",browserID:\"423490643\"};;/*! For license information please see nr-loader-rum-1.316.0.min.js.LICENSE.txt */\n(()=>{var e,t,r={122:(e,t,r)=>{\"use strict\";r.d(t,{a:()=>i});var n=r(944);function i(e,t){try{if(!e||\"object\"!=typeof e)return(0,n.R)(3);if(!t||\"object\"!=typeof t)return(0,n.R)(4);const r=Object.create(Object.getPrototypeOf(t),Object.getOwnPropertyDescriptors(t)),s=0===Object.keys(r).length?e:r;for(let o in s)if(void 0!==e[o])try{if(null===e[o]){r[o]=null;continue}Array.isArray(e[o])&&Array.isArray(t[o])?r[o]=Array.from(new Set([...e[o],...t[o]])):e[o]instanceof Map||e[o]instanceof Set||e[o]instanceof Date||e[o]instanceof RegExp?r[o]=e[o]:\"object\"==typeof e[o]&&\"object\"==typeof t[o]?r[o]=i(e[o],t[o]):r[o]=e[o]}catch(e){r[o]||(0,n.R)(1,e)}return r}catch(e){(0,n.R)(2,e)}}},154:(e,t,r)=>{\"use strict\";r.d(t,{OF:()=>u,RI:()=>i,WN:()=>l,bv:()=>s,gm:()=>o,m:()=>c,mw:()=>a,sb:()=>d,zk:()=>f});var n=r(863);const i=\"undefined\"!=typeof window&&!!window.document,s=\"undefined\"!=typeof WorkerGlobalScope&&(\"undefined\"!=typeof self&&self instanceof WorkerGlobalScope&&self.navigator instanceof WorkerNavigator||\"undefined\"!=typeof globalThis&&globalThis instanceof WorkerGlobalScope&&globalThis.navigator instanceof WorkerNavigator),o=i?window:\"undefined\"!=typeof WorkerGlobalScope&&(\"undefined\"!=typeof self&&self instanceof WorkerGlobalScope&&self||\"undefined\"!=typeof globalThis&&globalThis instanceof WorkerGlobalScope&&globalThis),a=Boolean(\"hidden\"===o?.document?.visibilityState),c=\"\"+o?.location,u=/iPad|iPhone|iPod/.test(o.navigator?.userAgent),d=u&&\"undefined\"==typeof SharedWorker,l=((()=>{const e=o.navigator?.userAgent?.match(/Firefox[/\\s](\\d+\\.\\d+)/);Array.isArray(e)&&e.length>=2&&e[1]})(),Date.now()-(0,n.t)()),f=()=>{const e=o?.performance?.getEntriesByType?.(\"navigation\")?.[0];if(e&&e.responseStart>0&&e.responseStart<o.performance.now())return e}},234:(e,t,r)=>{\"use strict\";r.d(t,{W:()=>i});var n=r(687);class i{constructor(e,t){this.agentRef=e,this.ee=e?.ee,this.featureName=t,this.blocked=!1}deregisterDrain(){(0,n.x3)(this.agentRef,this.featureName)}}},241:(e,t,r)=>{\"use strict\";r.d(t,{W:()=>s});var n=r(154);const i=\"newrelic\";function s(e={}){try{n.gm.dispatchEvent(new CustomEvent(i,{detail:e}))}catch(e){}}},261:(e,t,r)=>{\"use strict\";r.d(t,{$9:()=>u,BL:()=>a,CH:()=>g,Dl:()=>_,Fw:()=>y,PA:()=>h,Pl:()=>n,Pv:()=>k,Tb:()=>l,U2:()=>s,V1:()=>R,Wb:()=>x,bt:()=>b,cD:()=>v,d3:()=>w,dT:()=>c,eY:()=>p,fF:()=>f,hG:()=>i,k6:()=>o,nb:()=>m,o5:()=>d});const n=\"api-\",i=\"addPageAction\",s=\"addToTrace\",o=\"addRelease\",a=\"finished\",c=\"interaction\",u=\"log\",d=\"noticeError\",l=\"pauseReplay\",f=\"recordCustomEvent\",g=\"recordReplay\",p=\"register\",m=\"setApplicationVersion\",h=\"setCurrentRouteName\",v=\"setCustomAttribute\",b=\"setErrorHandler\",y=\"setPageViewName\",_=\"setUserId\",w=\"start\",x=\"wrapLogger\",R=\"measure\",k=\"consent\"},289:(e,t,r)=>{\"use strict\";r.d(t,{GG:()=>o,Qr:()=>c,sB:()=>a});var n=r(878),i=r(389);function s(){return\"undefined\"==typeof document||\"complete\"===document.readyState}function o(e,t){if(s())return e();const r=(0,i.J)(e),o=setInterval(()=>{s()&&(clearInterval(o),r())},500);(0,n.sp)(\"load\",r,t)}function a(e){if(s())return e();(0,n.DD)(\"DOMContentLoaded\",e)}function c(e){if(s())return e();(0,n.sp)(\"popstate\",e)}},324:(e,t,r)=>{\"use strict\";r.d(t,{F3:()=>i,Xs:()=>s,xv:()=>n});const n=\"1.316.0\",i=\"PROD\",s=\"CDN\"},362:(e,t,r)=>{\"use strict\";r.d(t,{d:()=>s});var n=r(566),i=r(741);class s extends i.W{agentIdentifier=(0,n.LA)(16)}},374:(e,t,r)=>{r.nc=(()=>{try{return document?.currentScript?.nonce}catch(e){}return\"\"})()},384:(e,t,"
        }
      },
      "issue": "OAuth authorization server metadata could not be fetched.",
      "howToFix": "Add agent_auth to /.well-known/oauth-authorization-server with register_uri, supported identity types, credential types, and claim or revocation URLs where applicable."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 3,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Q&A and FAQ opportunities

GEO: Q&A and FAQ opportunities is informational for this page.

Informational

Needs attention

GEO: Q&A and FAQ opportunities

Informational

Issue

7 h2 heading(s) are not phrased as questions; this is optional and only useful where Q&A wording is natural. No visible FAQ or FAQPage schema was detected; this is optional unless the page answers common questions.

Details

Why it matters

Check name

GEO: Q&A and FAQ opportunities

Score

75/100

Status

informational

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

GEO: Q&A and FAQ opportunities is informational for this page.

Evidence

{
  "h2Count": 7,
  "questionH2s": 0,
  "hasFaq": false,
  "nonQuestionH2s": [
    {
      "index": 1,
      "text": "Fifteen Years of Enterprise AI Success",
      "isQuestion": false,
      "html": "<h2>Fifteen Years of Enterprise AI Success</h2>"
    },
    {
      "index": 2,
      "text": "C3 AI Driving Results for Customers",
      "isQuestion": false,
      "html": "<h2 class=\"sub-header\">C3 AI Driving Results for Customers</h2>"
    },
    {
      "index": 3,
      "text": "Trusted by 300+ clients and partners",
      "isQuestion": false,
      "html": "<h2 class=\"sub-header\">Trusted by 300+ clients and partners</h2>"
    },
    {
      "index": 4,
      "text": "C3 AI Software",
      "isQuestion": false,
      "html": "<h2 data-reveal-animation=\"slide-right\">C3 AI Software</h2>"
    },
    {
      "index": 5,
      "text": "C3 AI Studio",
      "isQuestion": false,
      "html": "<h2>C3 AI Studio</h2>"
    },
    {
      "index": 6,
      "text": "Proven results in weeks, not years",
      "isQuestion": false,
      "html": "<h2>Proven results in weeks, not years</h2>"
    },
    {
      "index": 7,
      "text": "Take the next step",
      "isQuestion": false,
      "html": "<h2 class=\"section-title\" data-reveal-animation=\"slide-right\"> Take the next step </h2>"
    }
  ],
  "score": 75,
  "weight": 4
}

AI DiscoverabilityDiscoverabilityEstablished

IndexNow key

IndexNow key is informational for this page.

Informational

Needs attention

IndexNow key

Informational

Issue

IndexNow key is informational for this page.

Why it matters

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

Check name

IndexNow key

Score

100/100

Status

informational

Category

Discoverability

Maturity

Established

Goal

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

Result

IndexNow key is informational for this page.

Validation steps

Find advertised IndexNow key location
No IndexNow key location was advertised in HTML, Link headers, or robots.txt.
Fetch and validate IndexNow key file
No discoverable IndexNow key file was found.

Evidence

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

Agent Ease of UseAuthEstablished

OAuth / OIDC discovery

OAuth / OIDC discovery has an informational finding because the page appears to support authentication.

Informational

Needs attention

OAuth / OIDC discovery

Informational

Issue

OAuth / OIDC discovery was not found at the expected path.

Why it matters

OAuth and OIDC discovery let agents find authorization, token, and key endpoints programmatically instead of relying on human documentation.

Check name

OAuth / OIDC discovery

Score

0/100

Status

informational

Category

Auth

Maturity

Established

Goal

Publish OAuth/OIDC discovery metadata so agents can authenticate with your APIs.

Result

OAuth / OIDC discovery has an informational finding because the page appears to support authentication.

Validation steps

Fetch to find resource
OAuth / OIDC discovery was not found at the expected path.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/openid-configuration",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 135928
          },
          {
            "path": "/.well-known/oauth-authorization-server",
            "statusCode": 404,
            "contentType": "text/html; charset=UTF-8",
            "length": 135952
          }
        ]
      },
      "issue": "OAuth / OIDC discovery was not found at the expected path.",
      "howToFix": "Publish valid OAuth/OIDC metadata only when the site actually supports OAuth/OIDC. Otherwise omit provider discovery and document any unauthenticated public APIs separately."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 3,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

Agent Ease of UseAuthEmerging recommendation

OAuth Protected Resource

OAuth Protected Resource has an informational finding because the page appears to support authentication.

Informational

Needs attention

OAuth Protected Resource

Informational

Issue

The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.

Why it matters

Protected Resource metadata tells agents which authorization servers protect an API and how to connect authentication challenges to the right resource.

Check name

OAuth Protected Resource

Score

0/100

Status

informational

Category

Auth

Maturity

Emerging recommendation

Goal

Publish OAuth Protected Resource Metadata so agents can discover how to authenticate.

Result

OAuth Protected Resource has an informational finding because the page appears to support authentication.

Validation steps

Fetch protected resource metadata
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
Validate protected resource metadata
Response is not valid JSON.
Validate protected resource identity
Protected resource metadata `resource` did not match the resource identifier used to retrieve it.
Probe protected API Bearer challenge
No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch protected resource metadata",
      "status": "fail",
      "evidence": {
        "path": "/.well-known/oauth-protected-resource",
        "statusCode": 404,
        "contentType": "text/html; charset=UTF-8"
      },
      "issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/oauth-protected-resource JSON."
    },
    {
      "id": "metadata",
      "title": "Validate protected resource metadata",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Response is not valid JSON.",
        "rawExcerpt": "\n<!doctype html>\n\n  <html class=\"no-js\"  lang=\"en-US\">\n\n\t<head>\n\t\t<meta charset=\"utf-8\">\n\t\t\n\t\t<!-- Force IE to use the latest rendering engine available -->\n\t\t<meta http-equiv=\"X-UA-Compatible\" content=\"IE=edge\"><script type=\"text/javascript\">(window.NREUM||(NREUM={})).init={ajax:{deny_list:[\"bam.nr-data.net\"]},feature_flags:[\"soft_nav\"]};(window.NREUM||(NREUM={})).loader_config={licenseKey:\"9a94a75182\",applicationID:\"423488633\",browserID:\"423490643\"};;/*! For license information please see nr-loader-rum-1.316.0.min.js.LICENSE.txt */\n(()=>{var e,t,r={122:(e,t,r)=>{\"use strict\";r.d(t,{a:()=>i});var n=r(944);function i(e,t){try{if(!e||\"object\"!=typeof e)return(0,n.R)(3);if(!t||\"object\"!=typeof t)return(0,n.R)(4);const r=Object.create(Object.getPrototypeOf(t),Object.getOwnPropertyDescriptors("
      },
      "issue": "Response is not valid JSON.",
      "howToFix": "Publish resource and authorization_servers as absolute URLs."
    },
    {
      "id": "resource-identity",
      "title": "Validate protected resource identity",
      "status": "fail",
      "evidence": {
        "expectedResource": "https://c3.ai"
      },
      "issue": "Protected resource metadata `resource` did not match the resource identifier used to retrieve it.",
      "howToFix": "Set `resource` to the origin/resource identifier represented by /.well-known/oauth-protected-resource."
    },
    {
      "id": "protected-route-challenge",
      "title": "Probe protected API Bearer challenge",
      "status": "informational",
      "evidence": {
        "checked": [
          {
            "path": "/api/admin/scans",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://c3.ai/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/admin/summary",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://c3.ai/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/scans",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://c3.ai/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          }
        ]
      },
      "issue": "No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.",
      "howToFix": "When this site exposes bearer-protected APIs, return 401 with WWW-Authenticate: Bearer and link resource_metadata."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 3,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

Performance and AccessibilityBest PracticesBrowser audit

Browser errors were logged to the console

100 Fail

Check name

Browser errors were logged to the console

Score

0/100

Status

fail

Device

desktop

Category

Best Practices

Fix guidance

Errors logged to the console indicate unresolved problems. They can come from network request failures and other browser concerns. [Learn more about this errors in console diagnostic audit](https://developer.chrome.com/docs/lighthouse/best-practices/errors-in-console/)

References

https://developer.chrome.com/docs/lighthouse/best-practices/

Evidence

{
  "description": "Errors logged to the console indicate unresolved problems. They can come from network request failures and other browser concerns. [Learn more about this errors in console diagnostic audit](https://developer.chrome.com/docs/lighthouse/best-practices/errors-in-console/)"
}

Performance and AccessibilityPerformanceBrowser audit

Document does not have a main landmark.

50 Fail

Check name

Document does not have a main landmark.

Score

0/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

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

References

https://web.dev/learn/performance/

Evidence

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

SEOSEOBrowser audit

Document does not have a meta description

50 Fail

Check name

Document does not have a meta description

Score

0/100

Status

fail

Device

desktop

Category

SEO

Fix guidance

Meta descriptions may be included in search results to concisely summarize page content. [Learn more about the meta description](https://developer.chrome.com/docs/lighthouse/seo/meta-description/).

References

https://developer.chrome.com/docs/lighthouse/seo/

Evidence

{
  "description": "Meta descriptions may be included in search results to concisely summarize page content. [Learn more about the meta description](https://developer.chrome.com/docs/lighthouse/seo/meta-description/)."
}

Performance and AccessibilityPerformanceBrowser audit

Page has unsuccessful HTTP status code

50 Fail

Check name

Page has unsuccessful HTTP status code

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

403

Fix guidance

Pages with unsuccessful HTTP status codes may not be indexed properly. [Learn more about HTTP status codes](https://developer.chrome.com/docs/lighthouse/seo/http-status-code/).

References

https://web.dev/learn/performance/

Evidence

{
  "displayValue": "403",
  "description": "Pages with unsuccessful HTTP status codes may not be indexed properly. [Learn more about HTTP status codes](https://developer.chrome.com/docs/lighthouse/seo/http-status-code/)."
}

SEOSEOBrowser audit

Page has unsuccessful HTTP status code

50 Fail

Check name

Page has unsuccessful HTTP status code

Score

0/100

Status

fail

Device

desktop

Category

SEO

Estimated savings

403

Fix guidance

Pages with unsuccessful HTTP status codes may not be indexed properly. [Learn more about HTTP status codes](https://developer.chrome.com/docs/lighthouse/seo/http-status-code/).

References

https://developer.chrome.com/docs/lighthouse/seo/

Evidence

{
  "displayValue": "403",
  "description": "Pages with unsuccessful HTTP status codes may not be indexed properly. [Learn more about HTTP status codes](https://developer.chrome.com/docs/lighthouse/seo/http-status-code/)."
}

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 date	Score	Readiness	Report
Jun 10, 2026	62/100	Level 3, Bot-Aware	Current report

Level 3, Bot-Aware

CAPTURED SCREENSHOT

What AI sees of your website

Leading Enterprise AI Software Provider​ | C3 AI

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Issues ranked by score impact

Content-Security-Policy

Content-Security-Policy

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API Catalog

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OpenAPI discovery

OpenAPI discovery

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AI bot rules in robots.txt

AI bot rules in robots.txt

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Content Signal

Content Signal

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FAQPage schema

FAQPage schema

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High-value schema types

High-value schema types

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Leading Enterprise AI Software Provider | C3 AI