Rescan Report
Share Report
Copy Report Link
Rescan Report
Share Report
Copy Report Link
Export Report
56/100

OVERALL SCORE

Level 3, Bot-Aware

Moderate readiness for AI agents
AIDiscoverability31%Agent Easeof Use10%Security& Trust80%GEO, AIO, AEO69%SEO92%Performance& Accessibility79%
  • AI Discoverability 31 out of 100
  • Agent Ease of Use 10 out of 100
  • Security & Trust 80 out of 100
  • GEO, AIO and AEO 69 out of 100
  • SEO 92 out of 100
  • Performance and Accessibility 79 out of 100

CAPTURED SCREENSHOT

Captured website desktop screenshot

What AI sees of your website

Explore BMW latest Model in India & Book Test Drive|BMW.in

Welcome to the official BMW India website: Discover premium vehicle models, exclusive offers, innovative technologies and first-class services.

Next step

Turn this report into a fix workflow

27 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
MetricScoreStatusPassedFailedWarningEvidence
AI Discoverability
31
Priority fix5151View details
Discoverability
43
Priority fix360View details
Content Readiness
42
Priority fix251View details
Bot Access Control
0
Priority fix040View details
Agent Ease of Use
10
Priority fix6251View details
API
0
Priority fix040View details
Auth
Not Applicable
Not Applicable050View details
MCP
25
Priority fix260View details
Skill Discovery
5
Priority fix0101View details
Agent Commerce
Not Applicable
Not Applicable400
GEO, AIO and AEO
69
Needs work5114View details
GEO Readiness
79
Mostly ready204
AIO Readiness
64
Needs work214View details
AEO Readiness
63
Needs work106
SEO
92
Strong1010View details
SEO
92
Strong1010View details
Security & Trust
80
Mostly ready610View details
Security & Trust
80
Mostly ready410View details
AI Training Exposure
Not Applicable
Not Applicable200
Performance and Accessibility
79
Mostly ready2050View details
Performance
71
Needs work1450View details
Accessibility
95
Strong600

Prioritized recommendations

Issues ranked by score impact

48 items need attention

Security & TrustSecurity & TrustEstablished

Content-Security-Policy

Content-Security-Policy is missing or incomplete.

100 Fail

Needs attention

Content-Security-Policy

Failed check
01

Issue

Content-Security-Policy is missing or incomplete.

02

Why it matters

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

Check name

Content-Security-Policy

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

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

Result

Content-Security-Policy is missing or incomplete.

Evidence
{
  "header": "content-security-policy",
  "value": null
}

Agent Ease of UseAPIEstablished

API Catalog

API Catalog failed at "Fetch API catalog".

50 Fail

Needs attention

API Catalog

Failed check
01

Issue

The API catalog endpoint could not be fetched.

02

Why it matters

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

Check name

API Catalog

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

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

Result

API Catalog failed at "Fetch API catalog".

Validation steps

  1. Fetch API catalog

    The API catalog endpoint could not be fetched.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch API catalog",
      "status": "fail",
      "evidence": {
        "error": "TimeoutError: The operation was aborted due to timeout"
      },
      "issue": "The API catalog endpoint could not be fetched.",
      "howToFix": "Publish /.well-known/api-catalog as application/linkset+json."
    }
  ]
}

Agent Ease of UseAPIEstablished

OpenAPI discovery

OpenAPI discovery failed at "Find valid OpenAPI document".

50 Fail

Needs attention

OpenAPI discovery

Failed check
01

Issue

No valid OpenAPI or Swagger document was found at expected paths.

02

Why it matters

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

Check name

OpenAPI discovery

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

Publish a valid OpenAPI or Swagger document for API discovery.

Result

OpenAPI discovery failed at "Find valid OpenAPI document".

Validation steps

  1. Find valid OpenAPI document

    No valid OpenAPI or Swagger document was found at expected paths.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Find valid OpenAPI document",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/openapi.json",
            "error": "TimeoutError: The operation was aborted due to timeout"
          },
          {
            "path": "/openapi.yaml",
            "error": "TimeoutError: The operation was aborted due to timeout"
          },
          {
            "path": "/swagger.json",
            "error": "TimeoutError: The operation was aborted due to timeout"
          },
          {
            "path": "/swagger.yaml",
            "error": "TimeoutError: The operation was aborted due to timeout"
          },
          {
            "path": "/api/openapi.json",
            "error": "TimeoutError: The operation was aborted due to timeout"
          },
          {
            "path": "/api/swagger.json",
            "error": "TimeoutError: The operation was aborted due to timeout"
          },
          {
            "path": "/docs/openapi.json",
            "error": "TimeoutError: The operation was aborted due to timeout"
          }
        ]
      },
      "issue": "No valid OpenAPI or Swagger document was found at expected paths.",
      "howToFix": "Publish a valid OpenAPI 3.x or Swagger 2.0 JSON/YAML document with info, paths, operations, and responses."
    }
  ]
}

AI DiscoverabilityBot Access ControlEstablished

AI bot rules in robots.txt

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

33 Fail

Needs attention

AI bot rules in robots.txt

Failed check
01

Issue

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

02

Why it matters

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

Check name

AI bot rules in robots.txt

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Established

Goal

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

Result

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

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

AI DiscoverabilityBot Access ControlInformational

Content Signal

Content Signal is missing or incomplete.

33 Fail

Needs attention

Content Signal

Failed check
01

Issue

No Content Signal found in robots.txt

02

Why it matters

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

Check name

Content Signal

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

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

Result

Content Signal is missing or incomplete.

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

Agent Ease of UseMCPEmerging recommendation

MCP Server Card

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

33 Fail

Needs attention

MCP Server Card

Failed check
01

Issue

MCP Server Card was not found at the expected path.

02

Why it matters

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

Check name

MCP Server Card

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

Publish an MCP Server Card for agent discovery.

Result

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

Validation steps

  1. Fetch to find resource

    MCP Server Card was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/mcp/server-card.json",
            "error": "TimeoutError: The operation was aborted due to timeout"
          },
          {
            "path": "/.well-known/mcp/server-cards.json",
            "error": "TimeoutError: The operation was aborted due to timeout"
          },
          {
            "path": "/.well-known/mcp.json",
            "error": "TimeoutError: The operation was aborted due to timeout"
          }
        ]
      },
      "issue": "MCP Server Card was not found at the expected path.",
      "howToFix": "Publish an MCP server card with valid transports and make each advertised local endpoint answer an MCP initialize request."
    }
  ]
}

Agent Ease of UseMCPEmerging recommendation

mcp.json

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

33 Fail

Needs attention

mcp.json

Failed check
01

Issue

mcp.json was not found at the expected path.

02

Why it matters

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

Check name

mcp.json

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

  1. Fetch to find resource

    mcp.json was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/mcp.json",
            "error": "TimeoutError: The operation was aborted due to timeout"
          },
          {
            "path": "/.well-known/mcp.json",
            "error": "TimeoutError: The operation was aborted due to timeout"
          },
          {
            "path": "/.well-known/mcp/server-card.json",
            "error": "TimeoutError: The operation was aborted due to timeout"
          }
        ]
      },
      "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 DiscoverabilityBot Access ControlInformational

Web Bot Auth request signing

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

33 Fail

Needs attention

Web Bot Auth request signing

Failed check
01

Issue

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

02

Why it matters

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

Check name

Web Bot Auth request signing

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

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

Result

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

Validation steps

  1. Fetch to find resource

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

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/http-message-signatures-directory",
            "error": "TimeoutError: The operation was aborted due to timeout"
          }
        ]
      },
      "issue": "Web Bot Auth request signing was not found at the expected path.",
      "howToFix": "If publishing Web Bot Auth keys, return a JSON key directory with a non-empty keys array and the draft media type."
    }
  ]
}

Agent Ease of UseMCPInformational

WebMCP manifest

WebMCP manifest failed at "Fetch to find resource".

33 Fail

Needs attention

WebMCP manifest

Failed check
01

Issue

WebMCP manifest was not found at the expected path.

02

Why it matters

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

Check name

WebMCP manifest

Score

0/100

Status

fail

Category

MCP

Maturity

Informational

Goal

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

Result

WebMCP manifest failed at "Fetch to find resource".

Validation steps

  1. Fetch to find resource

    WebMCP manifest was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/webmcp.json",
            "error": "TimeoutError: The operation was aborted due to timeout"
          },
          {
            "path": "/webmcp.json",
            "error": "TimeoutError: The operation was aborted due to timeout"
          },
          {
            "path": "/mcp.json",
            "error": "TimeoutError: The operation was aborted due to timeout"
          }
        ]
      },
      "issue": "WebMCP manifest was not found at the expected path.",
      "howToFix": "Keep declarative WebMCP manifest discovery informational until the manifest shape stabilizes; validate tools if you publish one."
    }
  ]
}

AI DiscoverabilityDiscoverabilityEstablished

FAQPage schema

FAQPage schema is missing or incomplete.

25 Fail

Needs attention

FAQPage schema

Failed check
01

Issue

FAQ content was detected but no FAQPage schema was found.

02

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": [
    "VideoObject"
  ]
}

AI DiscoverabilityDiscoverabilityEstablished

Link headers

Link headers failed at "Find useful Link headers".

25 Fail

Needs attention

Link headers

Failed check
01

Issue

No useful agent discovery Link headers were found.

02

Why it matters

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

Check name

Link headers

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Include Link response headers for agent discovery using RFC 8288.

Result

Link headers failed at "Find useful Link headers".

Validation steps

  1. Find useful Link headers

    No useful agent discovery Link headers were found.

  2. Fetch same-origin Link header targets

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

Evidence
{
  "failedStep": "presence",
  "steps": [
    {
      "id": "presence",
      "title": "Find useful Link headers",
      "status": "fail",
      "evidence": {
        "links": [
          {
            "url": "/etc.clientlibs/bmw-web/clientlibs/clientlib-site/resources/fonts/BMWTypeNext-Light.woff2",
            "rel": "preload"
          },
          {
            "url": "/etc.clientlibs/bmw-web/clientlibs/clientlib-site/resources/fonts/BMWTypeNext-Medium.woff2",
            "rel": "preload"
          },
          {
            "url": "/etc.clientlibs/bmw-web/clientlibs/clientlib-site/resources/fonts/BMWTypeNext-Bold.woff2",
            "rel": "preload"
          },
          {
            "url": "/etc.clientlibs/bmw-web/clientlibs/clientlib-site/resources/icons/bmw_next_icons_regular.woff2",
            "rel": "preload"
          },
          {
            "url": "/etc.clientlibs/bmw-web/clientlibs/clientlib-site/resources/icons/bmw_next_icons_light.woff2",
            "rel": "preload"
          },
          {
            "url": "/etc.clientlibs/bmw-web/clientlibs/clientlib-main/bmw.lc-35f67ad136985a51bb2211e36d0cd39c-lc.min.js",
            "rel": "preload"
          },
          {
            "url": "/etc.clientlibs/bmw-web/clientlibs/clientlib-grid/css/bmw.lc-e59c31df8a3444cb4a93fafbcaa614cb-lc.min.css",
            "rel": "preload"
          },
          {
            "url": "/etc.clientlibs/bmw-web/clientlibs/clientlib-base/css/bmw.lc-d733637871b9d27d59b0395a01d277b6-lc.min.css",
            "rel": "preload"
          },
          {
            "url": "/etc.clientlibs/bmw-web/clientlibs/clientlib-components/css/bmw.lc-00cbfbd5115465d965a151cd31169316-lc.min.css",
            "rel": "preload"
          },
          {
            "url": "/etc.clientlibs/bmw-web/clientlibs/clientlib-dependencies.lc-3b1ff8db48729def7240bb66113819d8-lc.min.css",
            "rel": "preload"
          },
          {
            "url": "www.bmw.com",
            "rel": "preconnect"
          }
        ]
      },
      "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 DiscoverabilityContent ReadinessEmerging recommendation

llms.txt

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

25 Fail

Needs attention

llms.txt

Failed check
01

Issue

llms.txt was not found at the expected path.

02

Why it matters

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

Check name

llms.txt

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

  1. Fetch to find resource

    llms.txt was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/llms.txt",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 0
          },
          {
            "path": "/llms-full.txt",
            "statusCode": 404,
            "contentType": "text/html;charset=utf-8",
            "length": 0
          }
        ]
      },
      "issue": "llms.txt was not found at the expected path.",
      "howToFix": "Publish /llms.txt as Markdown with a clear title, concise site summary, and useful links for agents."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Markdown negotiation

Markdown negotiation failed at "Fetch Markdown variant".

25 Fail

Needs attention

Markdown negotiation

Failed check
01

Issue

Failed to fetch with Accept: text/markdown: TimeoutError: The operation was aborted due to timeout

02

Why it matters

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

Check name

Markdown negotiation

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Return HTML responses as markdown when agents request it.

Result

Markdown negotiation failed at "Fetch Markdown variant".

Validation steps

  1. Fetch Markdown variant

    Failed to fetch with Accept: text/markdown: TimeoutError: The operation was aborted due to timeout

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch Markdown variant",
      "status": "fail",
      "evidence": {
        "error": "TimeoutError: The operation was aborted due to timeout"
      },
      "issue": "Failed to fetch with Accept: text/markdown: TimeoutError: The operation was aborted due to timeout",
      "howToFix": "Support text/markdown responses for agent-readable pages."
    }
  ]
}

AI DiscoverabilityDiscoverabilityEstablished

Organization / WebSite schema

Organization / WebSite schema is missing or incomplete.

25 Fail

Needs attention

Organization / WebSite schema

Failed check
01

Issue

Neither Organization nor WebSite schema types were found in JSON-LD.

02

Why it matters

Organization and WebSite schema help agents identify the publisher, canonical site identity, logo, and related profiles for attribution.

Check name

Organization / WebSite schema

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Identify the site owner and website entity in structured data.

Result

Organization / WebSite schema is missing or incomplete.

Evidence
{
  "found": [],
  "allTypes": [
    "VideoObject"
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Semantic HTML

Semantic HTML is missing or incomplete.

25 Fail

Needs attention

Semantic HTML

Failed check
01

Issue

Semantic HTML is incomplete: invalid h1 (found 0); 1 links missing accessible names; 1 buttons missing accessible names; missing alt text on >10% of images.

Details

02

Why it matters

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

Check name

Semantic HTML

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Expose readable page structure through semantic HTML and accessible controls.

Result

Semantic HTML is missing or incomplete.

Evidence
{
  "main": true,
  "nav": true,
  "footer": true,
  "meaningfulH1": false,
  "headingOrder": true,
  "accessibleLinks": false,
  "accessibleButtons": false,
  "imageAltCoverage": false,
  "formAutocompleteCoverage": true,
  "details": {
    "inaccessibleLinks": [
      "<a style=\"display: none\" class=\"cmp-mybmw-flyout-login-url\" href=\"/static/login/flyout.js\"></a>"
    ],
    "inaccessibleButtons": [
      "<button class=\"cmp-epaasnotavailablebanner__close-button\" data-tracking-linkid=\"button&#xa6;&#xa6;close_epaasnotavailablebanner&#xa6;close content\"> <i class=\"cmp-epaasnotavailablebanner__close-button-icon\" data-icon=\"close\" aria-hidden=\"true\"></i> </button>"
    ],
    "missingAutocompleteInputs": [],
    "imagesMissingAlt": [
      "<img class=\"cmp-image__image\" src=\"https://bmw.scene7.com/is/image/BMW/x3-mobile-banner-image-1:3to1?fmt=webp&amp;wid=2560&amp;fit=constrain%2C1\" width=\"2560\" height=\"null\" loading=\"lazy\">",
      "<img class=\"cmp-image__image\" src=\"https://bmw.scene7.com/is/image/BMW/5series-specialoffers:3to2?fmt=webp&amp;wid=890&amp;fit=constrain%2C1\" width=\"890\" height=\"null\" loading=\"lazy\">",
      "<img class=\"cmp-list__item-link--icon\" src=\"/content/dam/bmw/common/footer/social/MyBMW.svg.asset.1772706355877.svg\" loading=\"lazy\">",
      "<img src=\"https://www.bmw.in/akam/13/pixel_db0c644?a=dD1mNzRhNDhhMjk5NDI4ZDYzOWRlNTZmODYzZTUzN2M1YjkwMmU0NTk5JmpzPW9mZg==\" style=\"visibility: hidden; position: absolute; left: -999px; top: -999px;\">"
    ],
    "skippedHeadingLevels": []
  },
  "counts": {
    "h1": 0,
    "headings": 40,
    "links": 162,
    "inaccessibleLinks": 1,
    "buttons": 25,
    "inaccessibleButtons": 1,
    "images": 21,
    "imagesWithAlt": 17,
    "autocompleteInputs": 0,
    "inputsWithAutocomplete": 0,
    "missingAutocompleteInputs": 0
  }
}

AI DiscoverabilityDiscoverabilityEstablished

Sitemap

Sitemap is missing or incomplete.

25 Fail

Needs attention

Sitemap

Failed check
01

Issue

No valid XML sitemap found at checked locations: https://www.bmw.in/content/dam/bmw/marketIN/bmw_in/sitemap.xml, https://www.bmw.in/sitemap.xml, https://www.bmw.in/sitemap_index.xml, https://www.bmw.in/sitemap-index.xml.

02

Why it matters

Sitemaps help crawlers and agents discover canonical URLs, updated pages, and deeper content that may not be obvious from the homepage navigation.

Check name

Sitemap

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Publish a sitemap and reference it from robots.txt.

Result

Sitemap is missing or incomplete.

Evidence
{
  "checked": [
    "https://www.bmw.in/content/dam/bmw/marketIN/bmw_in/sitemap.xml",
    "https://www.bmw.in/sitemap.xml",
    "https://www.bmw.in/sitemap_index.xml",
    "https://www.bmw.in/sitemap-index.xml"
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

A2A Agent Card

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

20 Fail

Needs attention

A2A Agent Card

Failed check
01

Issue

A2A Agent Card was not found at the expected path.

02

Why it matters

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

Check name

A2A Agent Card

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

  1. Fetch to find resource

    A2A Agent Card was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-card.json",
            "error": "TimeoutError: The operation was aborted due to timeout"
          },
          {
            "path": "/.well-known/a2a/agent-card.json",
            "error": "TimeoutError: The operation was aborted due to timeout"
          },
          {
            "path": "/agent-card.json",
            "error": "TimeoutError: The operation was aborted due to timeout"
          }
        ]
      },
      "issue": "A2A Agent Card was not found at the expected path.",
      "howToFix": "Publish an A2A Agent Card with required skill details and make the advertised url answer A2A JSON-RPC requests."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

Agent Skills index

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

20 Fail

Needs attention

Agent Skills index

Failed check
01

Issue

Agent Skills index was not found at the expected path.

02

Why it matters

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

Check name

Agent Skills index

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish an agent skills discovery index.

Result

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

Validation steps

  1. Fetch to find resource

    Agent Skills index was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-skills/index.json",
            "error": "TimeoutError: The operation was aborted due to timeout"
          },
          {
            "path": "/.well-known/skills/index.json",
            "error": "TimeoutError: The operation was aborted due to timeout"
          }
        ]
      },
      "issue": "Agent Skills index was not found at the expected path.",
      "howToFix": "Publish an index with a non-empty skills array and reachable SKILL.md URLs."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

agent.json

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

20 Fail

Needs attention

agent.json

Failed check
01

Issue

agent.json was not found at the expected path.

02

Why it matters

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

Check name

agent.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

  1. Fetch to find resource

    agent.json was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent.json",
            "error": "TimeoutError: The operation was aborted due to timeout"
          },
          {
            "path": "/agent.json",
            "error": "TimeoutError: The operation was aborted due to timeout"
          }
        ]
      },
      "issue": "agent.json was not found at the expected path.",
      "howToFix": "Publish agent.json with awp_version, domain, intent, and typed actions that point to real same-origin API or protocol endpoints."
    }
  ]
}

Agent Ease of UseSkill DiscoveryInformational

agents.json

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

20 Fail

Needs attention

agents.json

Failed check
01

Issue

agents.json was not found at the expected path.

02

Why it matters

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

Check name

agents.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Informational

Goal

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

Result

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

Validation steps

  1. Fetch to find resource

    agents.json was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agents.json",
            "error": "TimeoutError: The operation was aborted due to timeout"
          },
          {
            "path": "/agents.json",
            "error": "TimeoutError: The operation was aborted due to timeout"
          }
        ]
      },
      "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
01

Issue

No DNS-AID entrypoint records were found under _agents.

02

Why it matters

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

Check name

DNS-AID Agent Discovery

Score

25/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

  1. Resolve DNS-AID SVCB/HTTPS records

    No DNS-AID entrypoint records were found under _agents.

  2. Validate alpn and endpoint parameters

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

  3. Check DNSSEC material

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

Evidence
{
  "failedStep": "svcb-https-records",
  "steps": [
    {
      "id": "svcb-https-records",
      "title": "Resolve DNS-AID SVCB/HTTPS records",
      "status": "fail",
      "evidence": {
        "hostname": "www.bmw.in",
        "probes": [
          {
            "name": "_index._agents.www.bmw.in",
            "found": false,
            "recordCount": 1,
            "records": [],
            "hasAlpn": false,
            "hasEndpoint": false
          },
          {
            "name": "_a2a._agents.www.bmw.in",
            "found": false,
            "recordCount": 1,
            "records": [],
            "hasAlpn": false,
            "hasEndpoint": false
          }
        ]
      },
      "issue": "No DNS-AID entrypoint records were found under _agents.",
      "howToFix": "Publish ServiceMode SVCB/HTTPS records such as _index._agents.example.com or _a2a._agents.example.com."
    },
    {
      "id": "service-params",
      "title": "Validate alpn and endpoint parameters",
      "status": "informational",
      "evidence": {
        "discovered": []
      },
      "howToFix": "Include alpn and endpoint service parameters in each DNS-AID record so agents know the protocol and target entrypoint."
    },
    {
      "id": "dnssec",
      "title": "Check DNSSEC material",
      "status": "warning",
      "evidence": {
        "hasDnssecMaterial": false,
        "checked": [
          {
            "name": "www.bmw.in",
            "dnssecTypes": [],
            "dnssecRecordCount": 0
          },
          {
            "name": "bmw.in",
            "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."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Content freshness signals

Content freshness signals is partially implemented.

13 Warning

Needs attention

Content freshness signals

Warning
01

Issue

Content freshness signals are incomplete: missing Last-Modified HTTP header; missing meta or <time> freshness tags.

02

Why it matters

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

Check name

Content freshness signals

Score

50/100

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": [
    "Thu Jul 17 2025 04:44:44"
  ],
  "metaDateCount": 0,
  "timeDateCount": 0
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Visible structured data match

AIO: Visible structured data match scored 0/100 and needs a fix.

10 Fail

Needs attention

AIO: Visible structured data match

Failed check
01

Issue

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

Details

02

Why it matters

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

Check name

AIO: Visible structured data match

Score

0/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AIO: Visible structured data match scored 0/100 and needs a fix.

Evidence
{
  "schemaCount": 2,
  "checkedFields": [
    {
      "path": "$[0].name",
      "value": "2gc banner video"
    },
    {
      "path": "$[0].description",
      "value": "2gc banner video"
    }
  ],
  "mismatches": [
    {
      "path": "$[0].name",
      "value": "2gc banner video"
    },
    {
      "path": "$[0].description",
      "value": "2gc banner video"
    }
  ],
  "score": 0,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Entity clarity

GEO: Entity clarity scored 53/100 and needs improvement.

7 Warning

Needs attention

GEO: Entity clarity

Warning
01

Issue

Title/H1 terms missing from description: explore, latest, model, book, test, drive.

Details

02

Why it matters

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

Check name

GEO: Entity clarity

Score

53/100

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 53/100 and needs improvement.

Evidence
{
  "title": "Explore BMW latest Model in India & Book Test Drive|BMW.in",
  "h1": "",
  "description": "Welcome to the official BMW India website: Discover premium vehicle models, exclusive offers, innovative technologies and first-class services.",
  "topicOverlap": 0.25,
  "topicTerms": [
    "explore",
    "bmw",
    "latest",
    "model",
    "india",
    "book",
    "test",
    "drive"
  ],
  "descriptionTerms": [
    "welcome",
    "official",
    "bmw",
    "india",
    "website",
    "discover",
    "premium",
    "vehicle",
    "models",
    "exclusive",
    "offers",
    "innovative",
    "technologies",
    "first",
    "class",
    "services"
  ],
  "missingFromDescription": [
    "explore",
    "latest",
    "model",
    "book",
    "test",
    "drive"
  ],
  "score": 53,
  "weight": 28
}

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
01

Issue

Missing AIO trust signals: author, publisher.

Details

02

Why it matters

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

Check name

AIO: Source and trust signals

Score

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": [
    "Thu Jul 17 2025 04:44:44"
  ],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "/en_IN/topics/bmw-insights/corporate.html",
      "text": "About us",
      "html": "<a id=\"list-94fa3dce1a-0\" class=\"cmp-list__item-link \" display-external-arrow=\"false\" data-tracking-linkid=\"list link&#xa6;&#xa6;about us&#xa6;internal click\" target=\"_self\" href=\"/en_IN/topics/bmw-insights/corporate.html\"> <span class=\"cmp-list__item-title\">About us</span> </a>"
    },
    {
      "href": "https://www.linkedin.com/company/bmw-india",
      "text": "",
      "html": "<a id=\"list-fa49835df7-4\" aria-label=\"BMW LinkedIn\" class=\"cmp-list__item-link \" display-external-arrow=\"false\" data-tracking-linkid=\"list link&#xa6;&#xa6;bmw linkedin&#xa6;internal click\" target=\"_self\" href=\"https://www.linkedin.com/company/bmw-india\"> <img class=\"cmp-list__item-link--icon\" src=\"/content/dam/bmw/common/footer/social/[email protected]\" title=\"LinkedIn\" alt=\"LinkedIn\" loading=\"lazy\"> </a>"
    }
  ],
  "contactLinks": [
    {
      "href": "/en/topics/owners/contact-us.html",
      "text": "Contact Us",
      "html": "<a id=\"list-ac8d506ce7-2\" class=\"cmp-list__item-link \" display-external-arrow=\"false\" data-tracking-linkid=\"list link&#xa6;&#xa6;contact us&#xa6;internal click\" target=\"_self\" href=\"/en/topics/owners/contact-us.html\"> <span class=\"cmp-list__item-title\">Contact Us</span> </a>"
    },
    {
      "href": "/en/topics/owners/contact-us.html",
      "text": "Contact Us",
      "html": "<a id=\"list-ac8d506ce7-2\" class=\"cmp-list__item-link \" display-external-arrow=\"false\" data-tracking-linkid=\"list link&#xa6;&#xa6;contact us&#xa6;internal click\" target=\"_self\" href=\"/en/topics/owners/contact-us.html\"> <span class=\"cmp-list__item-title\">Contact Us</span> </a>"
    },
    {
      "href": "/en/more-bmw/customer-support.html",
      "text": "Help & Contact",
      "html": "<a aria-selected=\"false\" class=\"cmp-stickysidebar__item-button with-divider \" data-index=\"2\" data-link=\"/content/bmw/marketIN/bmw_in/en_IN/more-bmw/customer-support\" data-pre-open-chat=\"false\" data-tracking-name=\"contact\" data-tracking-position=\"3\" data-type=\"url\" id=\"cmp-stickysidebar-item-1\" role=\"option\" tabindex=\"1\" href=\"/en/more-bmw/customer-support.html\"> <span class=\"cmp-stickysidebar__item-text\"> <i class=\"cmp-stickysidebar__item-icon\" data-icon=\"telephone_and_mail\" aria-hidden=\"true..."
    },
    {
      "href": "/en/topics/owners/contact-us.html",
      "text": "Customer support",
      "html": "<a id=\"list-3d9e3de6be-0\" class=\"cmp-list__item-link \" display-external-arrow=\"false\" data-tracking-linkid=\"list link&#xa6;&#xa6;customer support&#xa6;internal click\" target=\"_self\" href=\"/en/topics/owners/contact-us.html\"> <span class=\"cmp-list__item-title\">Customer support</span> </a>"
    },
    {
      "href": "/en_IN/topics/owners/service-and-warranty-original/accident-management.html",
      "text": "Accident Support",
      "html": "<a id=\"list-3d9e3de6be-2\" class=\"cmp-list__item-link \" display-external-arrow=\"false\" data-tracking-linkid=\"list link&#xa6;&#xa6;accident support&#xa6;internal click\" target=\"_self\" href=\"/en_IN/topics/owners/service-and-warranty-original/accident-management.html\"> <span class=\"cmp-list__item-title\">Accident Support</span> </a>"
    },
    {
      "href": "/en_IN/footer/metanavigation/contact.html",
      "text": "Contact Us",
      "html": "<a id=\"list-1ff5059dd4-4\" class=\"cmp-list__item-link \" display-external-arrow=\"false\" data-tracking-linkid=\"list link&#xa6;&#xa6;contact us&#xa6;internal click\" target=\"_self\" href=\"/en_IN/footer/metanavigation/contact.html\"> <span class=\"cmp-list__item-title\">Contact Us</span> </a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "/en/footer/metanavigation/privacy-policy.html",
      "text": "Privacy Policy",
      "html": "<a id=\"list-1ff5059dd4-2\" class=\"cmp-list__item-link \" display-external-arrow=\"false\" data-tracking-linkid=\"list link&#xa6;&#xa6;privacy policy&#xa6;internal click\" target=\"_self\" href=\"/en/footer/metanavigation/privacy-policy.html\"> <span class=\"cmp-list__item-title\">Privacy Policy</span> </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
01

Issue

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

Details

02

Why it matters

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

Check name

AEO: Answer-first sections

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "sectionCount": 40,
  "passing": 1,
  "failing": [
    {
      "heading": "Shop Online",
      "headingHtml": "<h3 class=\"cmp-list__title \"> Shop Online </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Financial Services",
      "headingHtml": "<h3 class=\"cmp-list__title cmp-list__title--collapsable cmp-list__title--collapsable-mobile cmp-list--navigation-category\"> Financial Services </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Digital Services & Apps",
      "headingHtml": "<h3 class=\"cmp-list__title cmp-list__title--collapsable cmp-list__title--collapsable-mobile cmp-list--navigation-category\"> Digital Services &amp; Apps </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Service & Maintenance",
      "headingHtml": "<h3 class=\"cmp-list__title cmp-list__title--collapsable cmp-list__title--collapsable-mobile cmp-list--navigation-category\"> Service &amp; Maintenance </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Technology & Innovation",
      "headingHtml": "<h3 class=\"cmp-list__title cmp-list__title--collapsable cmp-list__title--collapsable-mobile cmp-list--navigation-category\"> Technology &amp; Innovation </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Business & Corporate",
      "headingHtml": "<h3 class=\"cmp-list__title cmp-list__title--collapsable cmp-list__title--collapsable-mobile cmp-list--navigation-category\"> Business &amp; Corporate </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "BMW Special Sales",
      "headingHtml": "<h3 class=\"cmp-list__title cmp-list__title--collapsable cmp-list__title--collapsable-mobile cmp-list--navigation-category\"> BMW Special Sales </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Electromobility",
      "headingHtml": "<h3 class=\"cmp-list__title cmp-list__title--collapsable cmp-list__title--collapsable-mobile cmp-list--navigation-category\"> Electromobility </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Brand & Company",
      "headingHtml": "<h3 class=\"cmp-list__title cmp-list__title--collapsable cmp-list__title--collapsable-mobile cmp-list--navigation-category\"> Brand &amp; Company </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Events",
      "headingHtml": "<h3 class=\"cmp-list__title cmp-list__title--collapsable cmp-list__title--collapsable-mobile cmp-list--navigation-category\"> Events </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Concept Cars",
      "headingHtml": "<h3 class=\"cmp-list__title cmp-list__title--collapsable cmp-list__title--collapsable-mobile cmp-list--navigation-category\"> Concept Cars </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Support",
      "headingHtml": "<h3 class=\"cmp-list__title cmp-list__title--collapsable cmp-list__title--collapsable-mobile cmp-list--navigation-category\"> Support </h3>",
      "firstParagraph": "Quick and easy access to BMW customer support.",
      "paragraphHtml": "<p class=\"cmp-stickysidebar__nudge-description\" data-mobile-description=\"Quick and easy access to\">Quick and easy access to <button class=\"cmp-stickysidebar__nudge-description-clickable\" data-action=\"0\" data-mobile-clickable-text=\"BMW customer support.\" type=\"button\"> BMW customer support. </button> </p>",
      "words": 8,
      "direct": false,
      "issue": "First paragraph is 8 words and does not look like a concise direct answer."
    },
    {
      "heading": "The",
      "headingHtml": "<h2 class=\"cmp-title__text \"> The </h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "X6",
      "headingHtml": "<h2 class=\"cmp-title__text \"> X6 </h2>",
      "firstParagraph": "The All-New BMW X6 M60i xDrive",
      "paragraphHtml": "<p class=\"cmp-title__text \"> The All-New BMW X6 M60i xDrive </p>",
      "words": 6,
      "direct": false,
      "issue": "First paragraph is 6 words and does not look like a concise direct answer."
    },
    {
      "heading": "Find your BMW.",
      "headingHtml": "<h2 class=\"cmp-title__text \"> Find your BMW. </h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Find a new car.",
      "headingHtml": "<h3 class=\"cmp-title__text \"> Find a new car. </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Book a test drive.",
      "headingHtml": "<h3 class=\"cmp-title__text \"> Book a test drive. </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Build your own.",
      "headingHtml": "<h3 class=\"cmp-title__text \"> Build your own. </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "The",
      "headingHtml": "<h2 class=\"cmp-title__text \"> The </h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "M440i",
      "headingHtml": "<h2 class=\"cmp-title__text \"> <p style=\" font-size: 90.0px; \">M440i</p> </h2>",
      "firstParagraph": "M440i",
      "paragraphHtml": "<p style=\" font-size: 90.0px; \">M440i</p>",
      "words": 1,
      "direct": false,
      "issue": "First paragraph is 1 words and does not look like a concise direct answer."
    },
    {
      "heading": "The New",
      "headingHtml": "<h2 class=\"cmp-title__text \"> The New </h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "X3",
      "headingHtml": "<h2 class=\"cmp-title__text \"> X3 </h2>",
      "firstParagraph": "Price starting at ₹ 74,50,000.",
      "paragraphHtml": "<p class=\"cmp-text__paragraph\"> Price starting at&#xa0;&#x20b9; 74,50,000. </p>",
      "words": 6,
      "direct": false,
      "issue": "First paragraph is 6 words and does not look like a concise direct answer."
    },
    {
      "heading": "THE NEW",
      "headingHtml": "<h3 class=\"cmp-title__text \"> THE NEW </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "2",
      "headingHtml": "<h3 class=\"cmp-title__text \"> 2 </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "LEAVE BORING BEHIND.",
      "headingHtml": "<h3 class=\"cmp-title__text \"> LEAVE BORING BEHIND. </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Drive Your Match at a special EMI of ₹29,999*.",
      "headingHtml": "<h3 class=\"cmp-title__text \"> Drive Your Match at a special EMI of &#x20b9;29,999*. </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "LUXURY. FAST. FORWARD.",
      "headingHtml": "<h3 class=\"cmp-title__text \"> LUXURY. FAST. FORWARD. </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "THE BMW 7 RANGE.",
      "headingHtml": "<h3 class=\"cmp-title__text \"> THE BMW 7 RANGE. </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "THE ALL-NEW",
      "headingHtml": "<h2 class=\"cmp-title__text \"> THE ALL-NEW </h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "X3",
      "headingHtml": "<h3 class=\"cmp-title__text \"> X3 </h3>",
      "firstParagraph": "MASTER EVERY MOMENT.",
      "paragraphHtml": "<p class=\"cmp-text__paragraph\"> MASTER EVERY MOMENT. </p>",
      "words": 3,
      "direct": false,
      "issue": "First paragraph is 3 words and does not look like a concise direct answer."
    },
    {
      "heading": "THE",
      "headingHtml": "<h2 class=\"cmp-title__text \"> THE </h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "iX1",
      "headingHtml": "<h2 class=\"cmp-title__text \"> iX1 </h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "iX1",
      "headingHtml": "<h3 class=\"cmp-title__text \"> iX1 </h3>",
      "firstParagraph": "LONG WHEELBASE",
      "paragraphHtml": "<p class=\"cmp-text__paragraph\"> LONG WHEELBASE </p>",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
    },
    {
      "heading": "Contact & Info",
      "headingHtml": "<h3 class=\"cmp-list__title cmp-list__title--collapsable cmp-list__title--collapsable-mobile \"> Contact &amp; Info </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Experience BMW",
      "headingHtml": "<h3 class=\"cmp-list__title cmp-list__title--collapsable cmp-list__title--collapsable-mobile \"> Experience BMW </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Assistance & Services",
      "headingHtml": "<h3 class=\"cmp-list__title cmp-list__title--collapsable cmp-list__title--collapsable-mobile \"> Assistance &amp; Services </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Choose & Buy",
      "headingHtml": "<h3 class=\"cmp-list__title cmp-list__title--collapsable cmp-list__title--collapsable-mobile \"> Choose &amp; Buy </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Models",
      "headingHtml": "<h3 class=\"cmp-list__title cmp-list__title--collapsable cmp-list__title--collapsable-mobile \"> Models </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "BMW Electric Cars",
      "headingHtml": "<h3 class=\"cmp-list__title cmp-list__title--collapsable cmp-list__title--collapsable-mobile \"> BMW Electric Cars </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    }
  ],
  "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
01

Issue

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

02

Why it matters

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

Check name

AEO: 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": 11,
  "questionH2s": [],
  "hasFaq": true,
  "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
01

Issue

Missing AIO trust signals: author, publisher.

Details

02

Why it matters

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

Check name

AEO: Answer evidence and trust

Score

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": [
    "Thu Jul 17 2025 04:44:44"
  ],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "/en_IN/topics/bmw-insights/corporate.html",
      "text": "About us",
      "html": "<a id=\"list-94fa3dce1a-0\" class=\"cmp-list__item-link \" display-external-arrow=\"false\" data-tracking-linkid=\"list link&#xa6;&#xa6;about us&#xa6;internal click\" target=\"_self\" href=\"/en_IN/topics/bmw-insights/corporate.html\"> <span class=\"cmp-list__item-title\">About us</span> </a>"
    },
    {
      "href": "https://www.linkedin.com/company/bmw-india",
      "text": "",
      "html": "<a id=\"list-fa49835df7-4\" aria-label=\"BMW LinkedIn\" class=\"cmp-list__item-link \" display-external-arrow=\"false\" data-tracking-linkid=\"list link&#xa6;&#xa6;bmw linkedin&#xa6;internal click\" target=\"_self\" href=\"https://www.linkedin.com/company/bmw-india\"> <img class=\"cmp-list__item-link--icon\" src=\"/content/dam/bmw/common/footer/social/[email protected]\" title=\"LinkedIn\" alt=\"LinkedIn\" loading=\"lazy\"> </a>"
    }
  ],
  "contactLinks": [
    {
      "href": "/en/topics/owners/contact-us.html",
      "text": "Contact Us",
      "html": "<a id=\"list-ac8d506ce7-2\" class=\"cmp-list__item-link \" display-external-arrow=\"false\" data-tracking-linkid=\"list link&#xa6;&#xa6;contact us&#xa6;internal click\" target=\"_self\" href=\"/en/topics/owners/contact-us.html\"> <span class=\"cmp-list__item-title\">Contact Us</span> </a>"
    },
    {
      "href": "/en/topics/owners/contact-us.html",
      "text": "Contact Us",
      "html": "<a id=\"list-ac8d506ce7-2\" class=\"cmp-list__item-link \" display-external-arrow=\"false\" data-tracking-linkid=\"list link&#xa6;&#xa6;contact us&#xa6;internal click\" target=\"_self\" href=\"/en/topics/owners/contact-us.html\"> <span class=\"cmp-list__item-title\">Contact Us</span> </a>"
    },
    {
      "href": "/en/more-bmw/customer-support.html",
      "text": "Help & Contact",
      "html": "<a aria-selected=\"false\" class=\"cmp-stickysidebar__item-button with-divider \" data-index=\"2\" data-link=\"/content/bmw/marketIN/bmw_in/en_IN/more-bmw/customer-support\" data-pre-open-chat=\"false\" data-tracking-name=\"contact\" data-tracking-position=\"3\" data-type=\"url\" id=\"cmp-stickysidebar-item-1\" role=\"option\" tabindex=\"1\" href=\"/en/more-bmw/customer-support.html\"> <span class=\"cmp-stickysidebar__item-text\"> <i class=\"cmp-stickysidebar__item-icon\" data-icon=\"telephone_and_mail\" aria-hidden=\"true..."
    },
    {
      "href": "/en/topics/owners/contact-us.html",
      "text": "Customer support",
      "html": "<a id=\"list-3d9e3de6be-0\" class=\"cmp-list__item-link \" display-external-arrow=\"false\" data-tracking-linkid=\"list link&#xa6;&#xa6;customer support&#xa6;internal click\" target=\"_self\" href=\"/en/topics/owners/contact-us.html\"> <span class=\"cmp-list__item-title\">Customer support</span> </a>"
    },
    {
      "href": "/en_IN/topics/owners/service-and-warranty-original/accident-management.html",
      "text": "Accident Support",
      "html": "<a id=\"list-3d9e3de6be-2\" class=\"cmp-list__item-link \" display-external-arrow=\"false\" data-tracking-linkid=\"list link&#xa6;&#xa6;accident support&#xa6;internal click\" target=\"_self\" href=\"/en_IN/topics/owners/service-and-warranty-original/accident-management.html\"> <span class=\"cmp-list__item-title\">Accident Support</span> </a>"
    },
    {
      "href": "/en_IN/footer/metanavigation/contact.html",
      "text": "Contact Us",
      "html": "<a id=\"list-1ff5059dd4-4\" class=\"cmp-list__item-link \" display-external-arrow=\"false\" data-tracking-linkid=\"list link&#xa6;&#xa6;contact us&#xa6;internal click\" target=\"_self\" href=\"/en_IN/footer/metanavigation/contact.html\"> <span class=\"cmp-list__item-title\">Contact Us</span> </a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "/en/footer/metanavigation/privacy-policy.html",
      "text": "Privacy Policy",
      "html": "<a id=\"list-1ff5059dd4-2\" class=\"cmp-list__item-link \" display-external-arrow=\"false\" data-tracking-linkid=\"list link&#xa6;&#xa6;privacy policy&#xa6;internal click\" target=\"_self\" href=\"/en/footer/metanavigation/privacy-policy.html\"> <span class=\"cmp-list__item-title\">Privacy Policy</span> </a>"
    }
  ],
  "score": 60,
  "weight": 22
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Entity and definition clarity

AEO: Entity and definition clarity scored 61/100 and needs improvement.

3 Warning

Needs attention

AEO: Entity and definition clarity

Warning
01

Issue

Entity or definition gaps: explore, latest, model, book, test, drive.

Details

02

Why it matters

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

Check name

AEO: Entity and definition clarity

Score

61/100

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 61/100 and needs improvement.

Evidence
{
  "title": "Explore BMW latest Model in India & Book Test Drive|BMW.in",
  "h1": "",
  "description": "Welcome to the official BMW India website: Discover premium vehicle models, exclusive offers, innovative technologies and first-class services.",
  "topicOverlap": 0.25,
  "definitionCount": 1,
  "topicTerms": [
    "explore",
    "bmw",
    "latest",
    "model",
    "india",
    "book",
    "test",
    "drive"
  ],
  "descriptionTerms": [
    "welcome",
    "official",
    "bmw",
    "india",
    "website",
    "discover",
    "premium",
    "vehicle",
    "models",
    "exclusive",
    "offers",
    "innovative",
    "technologies",
    "first",
    "class",
    "services"
  ],
  "missingFromDescription": [
    "explore",
    "latest",
    "model",
    "book",
    "test",
    "drive"
  ],
  "score": 61,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Explanatory content depth

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

2 Warning

Needs attention

GEO: Explanatory content depth

Warning
01

Issue

No substantial explanatory paragraphs were found.

Details

02

Why it matters

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

Check name

GEO: Explanatory content depth

Score

75/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "candidatePassages": 1,
  "citablePassages": 0,
  "failingCandidateParagraphs": [],
  "citableParagraphs": [],
  "score": 75,
  "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
01

Issue

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

Details

02

Why it matters

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

Check name

GEO: Extraction-friendly structure

Score

85/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "hasSummary": false,
  "tableCount": 0,
  "tablesWithHead": 0,
  "tablesMissingThead": [],
  "orderedLists": 0,
  "hasFaq": true,
  "definitionPatterns": 1,
  "schemaBlocks": 2,
  "missingSignals": [
    "optional top summary / TL;DR / key takeaways block",
    "table with <thead> only if the page already has tabular/comparative data",
    "ordered list only if the page explains a workflow/process"
  ],
  "score": 85,
  "weight": 24
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Answer block readiness

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

2 Warning

Needs attention

AIO: Answer block readiness

Warning
01

Issue

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

Details

02

Why it matters

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

Check name

AIO: Answer block readiness

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "sectionCount": 40,
  "passing": 1,
  "failing": [
    {
      "heading": "Shop Online",
      "headingHtml": "<h3 class=\"cmp-list__title \"> Shop Online </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Financial Services",
      "headingHtml": "<h3 class=\"cmp-list__title cmp-list__title--collapsable cmp-list__title--collapsable-mobile cmp-list--navigation-category\"> Financial Services </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Digital Services & Apps",
      "headingHtml": "<h3 class=\"cmp-list__title cmp-list__title--collapsable cmp-list__title--collapsable-mobile cmp-list--navigation-category\"> Digital Services &amp; Apps </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Service & Maintenance",
      "headingHtml": "<h3 class=\"cmp-list__title cmp-list__title--collapsable cmp-list__title--collapsable-mobile cmp-list--navigation-category\"> Service &amp; Maintenance </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Technology & Innovation",
      "headingHtml": "<h3 class=\"cmp-list__title cmp-list__title--collapsable cmp-list__title--collapsable-mobile cmp-list--navigation-category\"> Technology &amp; Innovation </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Business & Corporate",
      "headingHtml": "<h3 class=\"cmp-list__title cmp-list__title--collapsable cmp-list__title--collapsable-mobile cmp-list--navigation-category\"> Business &amp; Corporate </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "BMW Special Sales",
      "headingHtml": "<h3 class=\"cmp-list__title cmp-list__title--collapsable cmp-list__title--collapsable-mobile cmp-list--navigation-category\"> BMW Special Sales </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Electromobility",
      "headingHtml": "<h3 class=\"cmp-list__title cmp-list__title--collapsable cmp-list__title--collapsable-mobile cmp-list--navigation-category\"> Electromobility </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Brand & Company",
      "headingHtml": "<h3 class=\"cmp-list__title cmp-list__title--collapsable cmp-list__title--collapsable-mobile cmp-list--navigation-category\"> Brand &amp; Company </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Events",
      "headingHtml": "<h3 class=\"cmp-list__title cmp-list__title--collapsable cmp-list__title--collapsable-mobile cmp-list--navigation-category\"> Events </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Concept Cars",
      "headingHtml": "<h3 class=\"cmp-list__title cmp-list__title--collapsable cmp-list__title--collapsable-mobile cmp-list--navigation-category\"> Concept Cars </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Support",
      "headingHtml": "<h3 class=\"cmp-list__title cmp-list__title--collapsable cmp-list__title--collapsable-mobile cmp-list--navigation-category\"> Support </h3>",
      "firstParagraph": "Quick and easy access to BMW customer support.",
      "paragraphHtml": "<p class=\"cmp-stickysidebar__nudge-description\" data-mobile-description=\"Quick and easy access to\">Quick and easy access to <button class=\"cmp-stickysidebar__nudge-description-clickable\" data-action=\"0\" data-mobile-clickable-text=\"BMW customer support.\" type=\"button\"> BMW customer support. </button> </p>",
      "words": 8,
      "direct": false,
      "issue": "First paragraph is 8 words and does not look like a concise direct answer."
    },
    {
      "heading": "The",
      "headingHtml": "<h2 class=\"cmp-title__text \"> The </h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "X6",
      "headingHtml": "<h2 class=\"cmp-title__text \"> X6 </h2>",
      "firstParagraph": "The All-New BMW X6 M60i xDrive",
      "paragraphHtml": "<p class=\"cmp-title__text \"> The All-New BMW X6 M60i xDrive </p>",
      "words": 6,
      "direct": false,
      "issue": "First paragraph is 6 words and does not look like a concise direct answer."
    },
    {
      "heading": "Find your BMW.",
      "headingHtml": "<h2 class=\"cmp-title__text \"> Find your BMW. </h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Find a new car.",
      "headingHtml": "<h3 class=\"cmp-title__text \"> Find a new car. </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Book a test drive.",
      "headingHtml": "<h3 class=\"cmp-title__text \"> Book a test drive. </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Build your own.",
      "headingHtml": "<h3 class=\"cmp-title__text \"> Build your own. </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "The",
      "headingHtml": "<h2 class=\"cmp-title__text \"> The </h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "M440i",
      "headingHtml": "<h2 class=\"cmp-title__text \"> <p style=\" font-size: 90.0px; \">M440i</p> </h2>",
      "firstParagraph": "M440i",
      "paragraphHtml": "<p style=\" font-size: 90.0px; \">M440i</p>",
      "words": 1,
      "direct": false,
      "issue": "First paragraph is 1 words and does not look like a concise direct answer."
    },
    {
      "heading": "The New",
      "headingHtml": "<h2 class=\"cmp-title__text \"> The New </h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "X3",
      "headingHtml": "<h2 class=\"cmp-title__text \"> X3 </h2>",
      "firstParagraph": "Price starting at ₹ 74,50,000.",
      "paragraphHtml": "<p class=\"cmp-text__paragraph\"> Price starting at&#xa0;&#x20b9; 74,50,000. </p>",
      "words": 6,
      "direct": false,
      "issue": "First paragraph is 6 words and does not look like a concise direct answer."
    },
    {
      "heading": "THE NEW",
      "headingHtml": "<h3 class=\"cmp-title__text \"> THE NEW </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "2",
      "headingHtml": "<h3 class=\"cmp-title__text \"> 2 </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "LEAVE BORING BEHIND.",
      "headingHtml": "<h3 class=\"cmp-title__text \"> LEAVE BORING BEHIND. </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Drive Your Match at a special EMI of ₹29,999*.",
      "headingHtml": "<h3 class=\"cmp-title__text \"> Drive Your Match at a special EMI of &#x20b9;29,999*. </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "LUXURY. FAST. FORWARD.",
      "headingHtml": "<h3 class=\"cmp-title__text \"> LUXURY. FAST. FORWARD. </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "THE BMW 7 RANGE.",
      "headingHtml": "<h3 class=\"cmp-title__text \"> THE BMW 7 RANGE. </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "THE ALL-NEW",
      "headingHtml": "<h2 class=\"cmp-title__text \"> THE ALL-NEW </h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "X3",
      "headingHtml": "<h3 class=\"cmp-title__text \"> X3 </h3>",
      "firstParagraph": "MASTER EVERY MOMENT.",
      "paragraphHtml": "<p class=\"cmp-text__paragraph\"> MASTER EVERY MOMENT. </p>",
      "words": 3,
      "direct": false,
      "issue": "First paragraph is 3 words and does not look like a concise direct answer."
    },
    {
      "heading": "THE",
      "headingHtml": "<h2 class=\"cmp-title__text \"> THE </h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "iX1",
      "headingHtml": "<h2 class=\"cmp-title__text \"> iX1 </h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "iX1",
      "headingHtml": "<h3 class=\"cmp-title__text \"> iX1 </h3>",
      "firstParagraph": "LONG WHEELBASE",
      "paragraphHtml": "<p class=\"cmp-text__paragraph\"> LONG WHEELBASE </p>",
      "words": 2,
      "direct": false,
      "issue": "First paragraph is 2 words and does not look like a concise direct answer."
    },
    {
      "heading": "Contact & Info",
      "headingHtml": "<h3 class=\"cmp-list__title cmp-list__title--collapsable cmp-list__title--collapsable-mobile \"> Contact &amp; Info </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Experience BMW",
      "headingHtml": "<h3 class=\"cmp-list__title cmp-list__title--collapsable cmp-list__title--collapsable-mobile \"> Experience BMW </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Assistance & Services",
      "headingHtml": "<h3 class=\"cmp-list__title cmp-list__title--collapsable cmp-list__title--collapsable-mobile \"> Assistance &amp; Services </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Choose & Buy",
      "headingHtml": "<h3 class=\"cmp-list__title cmp-list__title--collapsable cmp-list__title--collapsable-mobile \"> Choose &amp; Buy </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Models",
      "headingHtml": "<h3 class=\"cmp-list__title cmp-list__title--collapsable cmp-list__title--collapsable-mobile \"> Models </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "BMW Electric Cars",
      "headingHtml": "<h3 class=\"cmp-list__title cmp-list__title--collapsable cmp-list__title--collapsable-mobile \"> BMW Electric Cars </h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    }
  ],
  "score": 65,
  "weight": 8
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Page experience for AIO

AIO: Page experience for AIO scored 80/100 and needs improvement.

1 Warning

Needs attention

AIO: Page experience for AIO

Warning
01

Issue

14 image(s) are missing width/height attributes.

Details

02

Why it matters

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

Check name

AIO: Page experience for AIO

Score

80/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AIO: Page experience for AIO scored 80/100 and needs improvement.

Evidence
{
  "viewportContent": "width=device-width, initial-scale=1",
  "visibleWords": 623,
  "htmlBytes": 232141,
  "imagesMissingDimensions": [
    {
      "src": "/content/dam/bmw/common/images/logo-icons/BMW/BMW_White_Logo.svg.asset.1670245093434.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img class=\"cmp-globalnavigation__logo-image cmp-globalnavigation__logo-image--white\" src=\"/content/dam/bmw/common/images/logo-icons/BMW/BMW_White_Logo.svg.asset.1670245093434.svg\" loading=\"lazy\" alt role=\"presentation\" title=\"BMW Logo\">"
    },
    {
      "src": "/content/dam/bmw/common/images/logo-icons/BMW/BMW_Grey-Colour_RGB.svg.asset.1756199978277.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img class=\"cmp-globalnavigation__logo-image cmp-globalnavigation__logo-image--grey\" src=\"/content/dam/bmw/common/images/logo-icons/BMW/BMW_Grey-Colour_RGB.svg.asset.1756199978277.svg\" loading=\"lazy\" alt role=\"presentation\" title=\"BMW Logo\">"
    },
    {
      "src": "/content/dam/bmw/common/images/logo-icons/BMW/BMW_White_Logo.svg.asset.1670245093434.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img class=\"cmp-globalnavigation__logo-image cmp-globalnavigation__logo-image--white\" src=\"/content/dam/bmw/common/images/logo-icons/BMW/BMW_White_Logo.svg.asset.1670245093434.svg\" loading=\"lazy\" alt role=\"presentation\" title=\"BMW Logo\">"
    },
    {
      "src": "/content/dam/bmw/common/images/logo-icons/BMW/BMW_Grey-Colour_RGB.svg.asset.1756199978277.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img class=\"cmp-globalnavigation__logo-image cmp-globalnavigation__logo-image--grey\" src=\"/content/dam/bmw/common/images/logo-icons/BMW/BMW_Grey-Colour_RGB.svg.asset.1756199978277.svg\" loading=\"lazy\" alt role=\"presentation\" title=\"BMW Logo\">"
    },
    {
      "src": "/etc.clientlibs/bmw-web/clientlibs/clientlib-site/resources/icons/alpina-icons/alpina.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/etc.clientlibs/bmw-web/clientlibs/clientlib-site/resources/icons/alpina-icons/alpina.svg\" alt=\"Alpina\" class=\"cmp-list__alpina-title-image\">"
    },
    {
      "src": "/etc.clientlibs/bmw-web/clientlibs/clientlib-site/resources/icons/alpina-icons/alpina.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/etc.clientlibs/bmw-web/clientlibs/clientlib-site/resources/icons/alpina-icons/alpina.svg\" alt=\"Alpina\" class=\"cmp-list__alpina-title-image\">"
    },
    {
      "src": "https://bmw.scene7.com/is/image/BMW/The+New+2GC_16x7?qlt=80&wid=1024&fmt=webp",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://bmw.scene7.com/is/image/BMW/The+New+2GC_16x7?qlt=80&amp;wid=1024&amp;fmt=webp\" loading=\"lazy\" class=\"cmp-video__poster \" alt>"
    },
    {
      "src": "/content/dam/bmw/common/footer/social/MyBMW.svg.asset.1772706355877.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img class=\"cmp-list__item-link--icon\" src=\"/content/dam/bmw/common/footer/social/MyBMW.svg.asset.1772706355877.svg\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/bmw/common/footer/social/[email protected]",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img class=\"cmp-list__item-link--icon\" src=\"/content/dam/bmw/common/footer/social/[email protected]\" title=\"Facebook\" alt=\"Facebook\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/bmw/common/footer/social/X-Logo-90x90.png.asset.1700494808602.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img class=\"cmp-list__item-link--icon\" src=\"/content/dam/bmw/common/footer/social/X-Logo-90x90.png.asset.1700494808602.png\" title=\"X\" alt=\"X\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/bmw/common/footer/social/[email protected]",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img class=\"cmp-list__item-link--icon\" src=\"/content/dam/bmw/common/footer/social/[email protected]\" title=\"Instagram\" alt=\"Instagram\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/bmw/common/footer/social/[email protected]",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img class=\"cmp-list__item-link--icon\" src=\"/content/dam/bmw/common/footer/social/[email protected]\" title=\"YouTube\" alt=\"YouTube\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/bmw/common/footer/social/[email protected]",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img class=\"cmp-list__item-link--icon\" src=\"/content/dam/bmw/common/footer/social/[email protected]\" title=\"LinkedIn\" alt=\"LinkedIn\" loading=\"lazy\">"
    },
    {
      "src": "https://www.bmw.in/akam/13/pixel_db0c644?a=dD1mNzRhNDhhMjk5NDI4ZDYzOWRlNTZmODYzZTUzN2M1YjkwMmU0NTk5JmpzPW9mZg==",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"https://www.bmw.in/akam/13/pixel_db0c644?a=dD1mNzRhNDhhMjk5NDI4ZDYzOWRlNTZmODYzZTUzN2M1YjkwMmU0NTk5JmpzPW9mZg==\" style=\"visibility: hidden; position: absolute; left: -999px; top: -999px;\">"
    }
  ],
  "possibleDialogs": [],
  "score": 80,
  "weight": 10
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer intent coverage

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

1 Warning

Needs attention

AEO: Answer intent coverage

Warning
01

Issue

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

Details

02

Why it matters

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

Check name

AEO: Answer intent coverage

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "headings": [
    {
      "text": "The",
      "html": "<h2 class=\"cmp-title__text \"> The </h2>"
    },
    {
      "text": "X6",
      "html": "<h2 class=\"cmp-title__text \"> X6 </h2>"
    },
    {
      "text": "Find your BMW.",
      "html": "<h2 class=\"cmp-title__text \"> Find your BMW. </h2>"
    },
    {
      "text": "The",
      "html": "<h2 class=\"cmp-title__text \"> The </h2>"
    },
    {
      "text": "M440i",
      "html": "<h2 class=\"cmp-title__text \"> <p style=\" font-size: 90.0px; \">M440i</p> </h2>"
    },
    {
      "text": "The New",
      "html": "<h2 class=\"cmp-title__text \"> The New </h2>"
    },
    {
      "text": "X3",
      "html": "<h2 class=\"cmp-title__text \"> X3 </h2>"
    },
    {
      "text": "THE ALL-NEW",
      "html": "<h2 class=\"cmp-title__text \"> THE ALL-NEW </h2>"
    },
    {
      "text": "THE",
      "html": "<h2 class=\"cmp-title__text \"> THE </h2>"
    },
    {
      "text": "iX1",
      "html": "<h2 class=\"cmp-title__text \"> iX1 </h2>"
    },
    {
      "text": "BMW Special Offers.",
      "html": "<h2 class=\"cmp-title__text \"> BMW Special Offers. </h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Explore BMW latest Model in India & Book Test...?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Explore BMW latest Model in India & Book Test... work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Explore BMW latest Model in India & Book Test...?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Explore BMW latest Model in India & Book Test... free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Explore BMW latest Model in India & Book Test... compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is Explore BMW latest Model in India & Book Test...?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Explore BMW latest Model in India & Book Test... work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Explore BMW latest Model in India & Book Test...?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Explore BMW latest Model in India & Book Test... free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Explore BMW latest Model in India & Book Test... compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 8
}

Agent Ease of UseAPIEmerging recommendation

AI context endpoint

AI context endpoint is informational for this page.

Informational

Needs attention

AI context endpoint

Informational
01

Issue

AI context endpoint is informational for this page.

02

Why it matters

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

Check name

AI context endpoint

Score

100/100

Status

informational

Category

API

Maturity

Emerging recommendation

Goal

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

Result

AI context endpoint is informational for this page.

Validation steps

  1. Fetch to find resource

    AI context endpoint was not found at the expected path.

Evidence
{
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "informational",
      "evidence": {
        "checked": [
          {
            "path": "/api/ai/context",
            "error": "TimeoutError: The operation was aborted due to timeout"
          },
          {
            "path": "/api/context",
            "error": "TimeoutError: The operation was aborted due to timeout"
          },
          {
            "path": "/context",
            "error": "TimeoutError: The operation was aborted due to timeout"
          }
        ]
      },
      "issue": "AI context endpoint was not found at the expected path.",
      "howToFix": "Publish a concise JSON or Markdown AI context endpoint describing the product, public actions, and machine-readable resources."
    }
  ]
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Query intent coverage

AIO: Query intent coverage is informational for this page.

Informational

Needs attention

AIO: Query intent coverage

Informational
01

Issue

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

Details

02

Why it matters

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

Check name

AIO: Query intent coverage

Score

70/100

Status

informational

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AIO: Query intent coverage is informational for this page.

Evidence
{
  "headings": [
    {
      "text": "The",
      "html": "<h2 class=\"cmp-title__text \"> The </h2>"
    },
    {
      "text": "X6",
      "html": "<h2 class=\"cmp-title__text \"> X6 </h2>"
    },
    {
      "text": "Find your BMW.",
      "html": "<h2 class=\"cmp-title__text \"> Find your BMW. </h2>"
    },
    {
      "text": "The",
      "html": "<h2 class=\"cmp-title__text \"> The </h2>"
    },
    {
      "text": "M440i",
      "html": "<h2 class=\"cmp-title__text \"> <p style=\" font-size: 90.0px; \">M440i</p> </h2>"
    },
    {
      "text": "The New",
      "html": "<h2 class=\"cmp-title__text \"> The New </h2>"
    },
    {
      "text": "X3",
      "html": "<h2 class=\"cmp-title__text \"> X3 </h2>"
    },
    {
      "text": "THE ALL-NEW",
      "html": "<h2 class=\"cmp-title__text \"> THE ALL-NEW </h2>"
    },
    {
      "text": "THE",
      "html": "<h2 class=\"cmp-title__text \"> THE </h2>"
    },
    {
      "text": "iX1",
      "html": "<h2 class=\"cmp-title__text \"> iX1 </h2>"
    },
    {
      "text": "BMW Special Offers.",
      "html": "<h2 class=\"cmp-title__text \"> BMW Special Offers. </h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Explore BMW latest Model in India & Book Test...?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Explore BMW latest Model in India & Book Test... work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Explore BMW latest Model in India & Book Test...?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Explore BMW latest Model in India & Book Test... free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Explore BMW latest Model in India & Book Test... compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is Explore BMW latest Model in India & Book Test...?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Explore BMW latest Model in India & Book Test... work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Explore BMW latest Model in India & Book Test...?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Explore BMW latest Model in India & Book Test... free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Explore BMW latest Model in India & Book Test... 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
01

Issue

auth.md could not be fetched.

02

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

  1. Fetch and validate /auth.md

    auth.md could not be fetched.

  2. Publish protected resource metadata

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

  3. 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,
        "error": "TimeoutError: The operation was aborted due to timeout",
        "validation": {
          "valid": false,
          "issue": "auth.md could not be fetched."
        }
      },
      "issue": "auth.md could not be fetched.",
      "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,
        "error": "TimeoutError: The operation was aborted due to timeout",
        "text": ""
      },
      "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,
          "error": "TimeoutError: The operation was aborted due to timeout",
          "text": ""
        }
      },
      "issue": "OAuth authorization server metadata could not be fetched.",
      "howToFix": "Add agent_auth to /.well-known/oauth-authorization-server with register_uri, supported identity types, credential types, and claim or revocation URLs where applicable."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 9,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign up"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "register"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

AI DiscoverabilityDiscoverabilityEstablished

IndexNow key

IndexNow key is informational for this page.

Informational

Needs attention

IndexNow key

Informational
01

Issue

IndexNow key is informational for this page.

02

Why it matters

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

Check name

IndexNow key

Score

100/100

Status

informational

Category

Discoverability

Maturity

Established

Goal

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

Result

IndexNow key is informational for this page.

Validation steps

  1. Find advertised IndexNow key location

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

  2. Fetch and validate IndexNow key file

    No discoverable IndexNow key file was found.

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

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
01

Issue

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

02

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

  1. 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",
            "error": "TimeoutError: The operation was aborted due to timeout"
          },
          {
            "path": "/.well-known/oauth-authorization-server",
            "error": "TimeoutError: The operation was aborted due to timeout"
          }
        ]
      },
      "issue": "OAuth / OIDC discovery was not found at the expected path.",
      "howToFix": "Publish valid OAuth/OIDC metadata only when the site actually supports OAuth/OIDC. Otherwise omit provider discovery and document any unauthenticated public APIs separately."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 9,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign up"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "register"
      }
    ]
  },
  "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
01

Issue

The OAuth Protected Resource metadata endpoint could not be fetched.

02

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

  1. Fetch protected resource metadata

    The OAuth Protected Resource metadata endpoint could not be fetched.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch protected resource metadata",
      "status": "fail",
      "evidence": {
        "path": "/.well-known/oauth-protected-resource",
        "error": "TimeoutError: The operation was aborted due to timeout"
      },
      "issue": "The OAuth Protected Resource metadata endpoint could not be fetched.",
      "howToFix": "Publish /.well-known/oauth-protected-resource JSON."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 9,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign up"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "register"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

Security & TrustAI Training ExposureEmerging recommendation

TDMRep declaration

The optional TDMRep check could not complete.

Informational

Needs attention

TDMRep declaration

Informational
01

Issue

The scanner could not fetch /.well-known/tdmrep.json: TimeoutError: The operation was aborted due to timeout

02

Why it matters

TDMRep is a W3C Community Group protocol and IANA-registered well-known URI for declaring text and data mining reservation policy on applicable content.

Check name

TDMRep declaration

Score

0/100

Status

informational

Category

AI Training Exposure

Maturity

Emerging recommendation

Goal

Publish a machine-readable text and data mining reservation declaration when the site needs one.

Result

The optional TDMRep check could not complete.

Validation steps

  1. Fetch /.well-known/tdmrep.json

    The scanner could not fetch /.well-known/tdmrep.json: TimeoutError: The operation was aborted due to timeout

Evidence
{
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch /.well-known/tdmrep.json",
      "status": "informational",
      "evidence": {
        "error": "TimeoutError: The operation was aborted due to timeout"
      },
      "issue": "The scanner could not fetch /.well-known/tdmrep.json: TimeoutError: The operation was aborted due to timeout",
      "howToFix": "Retry the scan, then publish /.well-known/tdmrep.json when the rightsholder needs to reserve or permit text and data mining with the W3C TDMRep signal."
    }
  ],
  "error": "TimeoutError: The operation was aborted due to timeout"
}

SEOSEOBrowser audit

Image elements do not have `[alt]` attributes

100 Fail

Check name

Image elements do not have `[alt]` attributes

Score

0/100

Status

fail

Device

desktop

Category

SEO

Fix guidance

Informative elements should aim for short, descriptive alternate text. Decorative elements can be ignored with an empty alt attribute. [Learn more about the `alt` attribute](https://dequeuniversity.com/rules/axe/4.11/image-alt).

Evidence
{
  "description": "Informative elements should aim for short, descriptive alternate text. Decorative elements can be ignored with an empty alt attribute. [Learn more about the `alt` attribute](https://dequeuniversity.com/rules/axe/4.11/image-alt)."
}

Performance and AccessibilityBest PracticesBrowser audit

Uses deprecated APIs

100 Fail

Check name

Uses deprecated APIs

Score

0/100

Status

fail

Device

desktop

Category

Best Practices

Estimated savings

1 warning found

Fix guidance

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

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

Performance and AccessibilityPerformanceBrowser audit

Improve image delivery

20 Fail

Check name

Improve image delivery

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

Est savings of 213 KiB

Fix guidance

Reducing the download time of images can improve the perceived load time of the page and LCP. [Learn more about optimizing image size](https://developer.chrome.com/docs/performance/insights/image-delivery)

Evidence
{
  "displayValue": "Est savings of 213 KiB",
  "description": "Reducing the download time of images can improve the perceived load time of the page and LCP. [Learn more about optimizing image size](https://developer.chrome.com/docs/performance/insights/image-delivery)"
}

Performance and AccessibilityPerformanceBrowser audit

Legacy JavaScript

20 Fail

Check name

Legacy JavaScript

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

Est savings of 60 KiB

Fix guidance

Polyfills and transforms enable older browsers to use new JavaScript features. However, many aren't necessary for modern browsers. Consider modifying your JavaScript build process to not transpile [Baseline](https://web.dev/articles/baseline-and-polyfills) features, unless you know you must support older browsers. [Learn why most sites can deploy ES6+ code without transpiling](https://developer.chrome.com/docs/performance/insights/legacy-javascript)

Evidence
{
  "displayValue": "Est savings of 60 KiB",
  "description": "Polyfills and transforms enable older browsers to use new JavaScript features. However, many aren't necessary for modern browsers. Consider modifying your JavaScript build process to not transpile [Baseline](https://web.dev/articles/baseline-and-polyfills) features, unless you know you must support older browsers. [Learn why most sites can deploy ES6+ code without transpiling](https://developer.chrome.com/docs/performance/insights/legacy-javascript)"
}

Performance and AccessibilityPerformanceBrowser audit

Network dependency tree

20 Fail

Check name

Network dependency tree

Score

0/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

[Avoid chaining critical requests](https://developer.chrome.com/docs/performance/insights/network-dependency-tree) by reducing the length of chains, reducing the download size of resources, or deferring the download of unnecessary resources to improve page load.

Evidence
{
  "description": "[Avoid chaining critical requests](https://developer.chrome.com/docs/performance/insights/network-dependency-tree) by reducing the length of chains, reducing the download size of resources, or deferring the download of unnecessary resources to improve page load."
}

Performance and AccessibilityPerformanceBrowser audit

Reduce unused JavaScript

20 Fail

Check name

Reduce unused JavaScript

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

Est savings of 230 KiB

Fix guidance

Reduce unused JavaScript and defer loading scripts until they are required to decrease bytes consumed by network activity. [Learn how to reduce unused JavaScript](https://developer.chrome.com/docs/lighthouse/performance/unused-javascript/).

Evidence
{
  "displayValue": "Est savings of 230 KiB",
  "description": "Reduce unused JavaScript and defer loading scripts until they are required to decrease bytes consumed by network activity. [Learn how to reduce unused JavaScript](https://developer.chrome.com/docs/lighthouse/performance/unused-javascript/).",
  "numericValue": 50
}

Performance and AccessibilityPerformanceBrowser audit

Render-blocking requests

20 Fail

Check name

Render-blocking requests

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

Est savings of 320 ms

Fix guidance

Requests are blocking the page's initial render, which may delay LCP. [Deferring or inlining](https://developer.chrome.com/docs/performance/insights/render-blocking) can move these network requests out of the critical path.

Evidence
{
  "displayValue": "Est savings of 320 ms",
  "description": "Requests are blocking the page's initial render, which may delay LCP. [Deferring or inlining](https://developer.chrome.com/docs/performance/insights/render-blocking) can move these network requests out of the critical path."
}

Fix with MCP or CLI

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

Score history

Public scan score over time

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

1 reports
Public score history report links
Scan dateScoreReadinessReport
56/100Level 3, Bot-AwareCurrent report
bmw.in AI SEO Report: 56/100 (Level 3, Bot-Aware)