CanAgentUse

Saved report

https://www.frog.co/

SCANNED

Jun 9, 2026, 2:27 PM

VISIBILITY

Public

Rescan Report

Share Report

Copy Report Link

New Scan

https://www.frog.co/

SCANNED

Jun 9, 2026, 2:27:34 PMJun 9, 2026, 2:27 PM

VISIBILITY

Public

Rescan Report

Share Report

Copy Report Link

Export Report

60/100

OVERALL SCORE

Level 3, Bot-Aware

Moderate readiness for AI agents

CAPTURED SCREENSHOT

What AI sees of your website

frog | Your reinvention and experience partner

We challenge the status quo to create transformative experiences that win hearts and move markets in the eco-digital era. Join us to make your mark.

Next step

Turn this report into a fix workflow

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

Detailed report scores grouped by capability area
Metric	Score	Status	Passed	Failed	Warning	Evidence
AI Discoverability	43	Priority fix	8	15	0	View details
Discoverability	67	Needs work	5	4	0	View details
Content Readiness	50	Needs work	3	7	0	View details
Bot Access Control	0	Priority fix	0	4	0	View details
Agent Ease of Use	10	Priority fix	6	29	1	View details
API	0	Priority fix	0	6	0	View details
Auth	Not Applicable	Not Applicable	0	7	0	View details
MCP	25	Priority fix	2	6	0	View details
Skill Discovery	5	Priority fix	0	10	1	View details
Agent Commerce	Not Applicable	Not Applicable	4	0	0
GEO, AIO and AEO	72	Needs work	5	1	14	View details
GEO Readiness	74	Needs work	2	1	3	View details
AIO Readiness	77	Mostly ready	2	0	5
AEO Readiness	66	Needs work	1	0	6
SEO	85	Mostly ready	9	2	0	View details
SEO	85	Mostly ready	9	2	0	View details
Security & Trust	100	Strong	9	0	0
Security & Trust	100	Strong	5	0	0
AI Training Exposure	Not Applicable	Not Applicable	4	0	0
Performance and Accessibility	76	Mostly ready	17	4	4	View details
Performance	72	Needs work	13	3	4	View details
Accessibility	82	Mostly ready	4	1	0	View details

Prioritized recommendations

Issues ranked by score impact

47 items need attention

Agent Ease of UseAPIEstablished

API Catalog

API Catalog failed at "Fetch API catalog".

50 Fail

Needs attention

API Catalog

Failed check

Issue

The API catalog endpoint did not return HTTP 2xx.

Why it matters

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

Check name

API Catalog

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

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

Result

API Catalog failed at "Fetch API catalog".

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch API catalog",
      "status": "fail",
      "evidence": {
        "statusCode": 404,
        "contentType": "text/html; charset=utf-8"
      },
      "issue": "The API catalog endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/api-catalog."
    },
    {
      "id": "validate",
      "title": "Validate RFC 9727 linkset",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Response is not valid JSON.",
        "rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"shortcut icon\" href=\"/favicon.ico\" data-next-head=\"\"/><link data-next-font=\"\" rel=\"preconnect\" href=\"/\" crossorigin=\"anonymous\"/><link rel=\"preload\" href=\"/_next/static/css/2f097e44f3309819.css\" as=\"style\"/><link rel=\"stylesheet\" href=\"/_next/static/css/2f097e44f3309819.css\" data-n-g=\"\"/><link rel=\"preload\" href=\"/_next/static/css/10cda735c084032a.css\" as=\"style\"/><link rel=\"stylesheet\" href=\"/_next/static/css/10cda735c084032a.css\" data-n-p=\"\"/><noscript data-n-css=\"\"></noscript><script defer=\"\" nomodule=\"\" src=\"/_next/static/chunks/polyfills-42372ed130431b0a.js\"></script><script src=\"/_next/static/chunks/webpack-b62e5e3ba31f7750.js\""
      },
      "issue": "Response is not valid JSON.",
      "howToFix": "Use application/linkset+json with service-desc, service-doc, and status relations that each include href."
    },
    {
      "id": "target-validation",
      "title": "Fetch advertised API catalog targets",
      "status": "fail",
      "evidence": {
        "checked": [],
        "failures": [
          {
            "reason": "No same-origin API catalog hrefs were available to fetch."
          }
        ]
      },
      "issue": "API Catalog did not expose any same-origin hrefs to validate.",
      "howToFix": "Make each same-origin API catalog href reachable and serve the advertised media type."
    }
  ]
}

AI DiscoverabilityDiscoverabilityEstablished

High-value schema types

High-value schema types is missing or incomplete.

50 Fail

Needs attention

High-value schema types

Failed check

Issue

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

Why it matters

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

Check name

High-value schema types

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

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

Result

High-value schema types is missing or incomplete.

Evidence

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

AI DiscoverabilityDiscoverabilityEstablished

Link headers

Link headers failed at "Find useful Link headers".

50 Fail

Needs attention

Link headers

Failed check

Issue

No useful agent discovery Link headers were found.

Why it matters

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

Check name

Link headers

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Include Link response headers for agent discovery using RFC 8288.

Result

Link headers failed at "Find useful Link headers".

Validation steps

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

Evidence

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

Agent Ease of UseAPIEstablished

OpenAPI discovery

OpenAPI discovery failed at "Find valid OpenAPI document".

50 Fail

Needs attention

OpenAPI discovery

Failed check

Issue

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

Why it matters

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

Check name

OpenAPI discovery

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

Publish a valid OpenAPI or Swagger document for API discovery.

Result

OpenAPI discovery failed at "Find valid OpenAPI document".

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Find valid OpenAPI document",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/openapi.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"shortcut icon\" href=\"/favicon.ico\" data-next-head=\"\"/><link data-next-font=\"\" rel=\"preconnect\" href=\"/\" crossorigin=\"anonymous\"/><link rel=\"preload\" href=\"/_next/static/css/2f097e44f3309819.css\" as=\"style\"/><link rel=\"stylesheet\" href=\"/_next/static/css/2f097e44f3309819.css\" data-n-g=\"\"/><link rel=\"preload\" href=\"/_next/static/css/10cda735c084032a.css\" as=\"style\"/><link rel=\"stylesheet\" href=\"/_next/static/css/10cda735c084032a.css\" data-n-p=\"\"/><noscript data-n-css=\"\"></noscript><script defer=\"\" nomodule=\"\" src=\"/_next/static/chunks/polyfills-42372ed130431b0a.js\"></script><script src=\"/_next/static/chunks/webpack-b62e5e3ba31f7750.js\""
          },
          {
            "path": "/openapi.yaml",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"shortcut icon\" href=\"/favicon.ico\" data-next-head=\"\"/><link data-next-font=\"\" rel=\"preconnect\" href=\"/\" crossorigin=\"anonymous\"/><link rel=\"preload\" href=\"/_next/static/css/2f097e44f3309819.css\" as=\"style\"/><link rel=\"stylesheet\" href=\"/_next/static/css/2f097e44f3309819.css\" data-n-g=\"\"/><link rel=\"preload\" href=\"/_next/static/css/10cda735c084032a.css\" as=\"style\"/><link rel=\"stylesheet\" href=\"/_next/static/css/10cda735c084032a.css\" data-n-p=\"\"/><noscript data-n-css=\"\"></noscript><script defer=\"\" nomodule=\"\" src=\"/_next/static/chunks/polyfills-42372ed130431b0a.js\"></script><script src=\"/_next/static/chunks/webpack-b62e5e3ba31f7750.js\""
          },
          {
            "path": "/swagger.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"shortcut icon\" href=\"/favicon.ico\" data-next-head=\"\"/><link data-next-font=\"\" rel=\"preconnect\" href=\"/\" crossorigin=\"anonymous\"/><link rel=\"preload\" href=\"/_next/static/css/2f097e44f3309819.css\" as=\"style\"/><link rel=\"stylesheet\" href=\"/_next/static/css/2f097e44f3309819.css\" data-n-g=\"\"/><link rel=\"preload\" href=\"/_next/static/css/10cda735c084032a.css\" as=\"style\"/><link rel=\"stylesheet\" href=\"/_next/static/css/10cda735c084032a.css\" data-n-p=\"\"/><noscript data-n-css=\"\"></noscript><script defer=\"\" nomodule=\"\" src=\"/_next/static/chunks/polyfills-42372ed130431b0a.js\"></script><script src=\"/_next/static/chunks/webpack-b62e5e3ba31f7750.js\""
          },
          {
            "path": "/swagger.yaml",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"shortcut icon\" href=\"/favicon.ico\" data-next-head=\"\"/><link data-next-font=\"\" rel=\"preconnect\" href=\"/\" crossorigin=\"anonymous\"/><link rel=\"preload\" href=\"/_next/static/css/2f097e44f3309819.css\" as=\"style\"/><link rel=\"stylesheet\" href=\"/_next/static/css/2f097e44f3309819.css\" data-n-g=\"\"/><link rel=\"preload\" href=\"/_next/static/css/10cda735c084032a.css\" as=\"style\"/><link rel=\"stylesheet\" href=\"/_next/static/css/10cda735c084032a.css\" data-n-p=\"\"/><noscript data-n-css=\"\"></noscript><script defer=\"\" nomodule=\"\" src=\"/_next/static/chunks/polyfills-42372ed130431b0a.js\"></script><script src=\"/_next/static/chunks/webpack-b62e5e3ba31f7750.js\""
          },
          {
            "path": "/api/openapi.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"shortcut icon\" href=\"/favicon.ico\" data-next-head=\"\"/><link data-next-font=\"\" rel=\"preconnect\" href=\"/\" crossorigin=\"anonymous\"/><link rel=\"preload\" href=\"/_next/static/css/2f097e44f3309819.css\" as=\"style\"/><link rel=\"stylesheet\" href=\"/_next/static/css/2f097e44f3309819.css\" data-n-g=\"\"/><link rel=\"preload\" href=\"/_next/static/css/10cda735c084032a.css\" as=\"style\"/><link rel=\"stylesheet\" href=\"/_next/static/css/10cda735c084032a.css\" data-n-p=\"\"/><noscript data-n-css=\"\"></noscript><script defer=\"\" nomodule=\"\" src=\"/_next/static/chunks/polyfills-42372ed130431b0a.js\"></script><script src=\"/_next/static/chunks/webpack-b62e5e3ba31f7750.js\""
          },
          {
            "path": "/api/swagger.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"shortcut icon\" href=\"/favicon.ico\" data-next-head=\"\"/><link data-next-font=\"\" rel=\"preconnect\" href=\"/\" crossorigin=\"anonymous\"/><link rel=\"preload\" href=\"/_next/static/css/2f097e44f3309819.css\" as=\"style\"/><link rel=\"stylesheet\" href=\"/_next/static/css/2f097e44f3309819.css\" data-n-g=\"\"/><link rel=\"preload\" href=\"/_next/static/css/10cda735c084032a.css\" as=\"style\"/><link rel=\"stylesheet\" href=\"/_next/static/css/10cda735c084032a.css\" data-n-p=\"\"/><noscript data-n-css=\"\"></noscript><script defer=\"\" nomodule=\"\" src=\"/_next/static/chunks/polyfills-42372ed130431b0a.js\"></script><script src=\"/_next/static/chunks/webpack-b62e5e3ba31f7750.js\""
          },
          {
            "path": "/docs/openapi.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"shortcut icon\" href=\"/favicon.ico\" data-next-head=\"\"/><link data-next-font=\"\" rel=\"preconnect\" href=\"/\" crossorigin=\"anonymous\"/><link rel=\"preload\" href=\"/_next/static/css/2f097e44f3309819.css\" as=\"style\"/><link rel=\"stylesheet\" href=\"/_next/static/css/2f097e44f3309819.css\" data-n-g=\"\"/><link rel=\"preload\" href=\"/_next/static/css/10cda735c084032a.css\" as=\"style\"/><link rel=\"stylesheet\" href=\"/_next/static/css/10cda735c084032a.css\" data-n-p=\"\"/><noscript data-n-css=\"\"></noscript><script defer=\"\" nomodule=\"\" src=\"/_next/static/chunks/polyfills-42372ed130431b0a.js\"></script><script src=\"/_next/static/chunks/webpack-b62e5e3ba31f7750.js\""
          }
        ]
      },
      "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
      "howToFix": "Publish a valid OpenAPI 3.x or Swagger 2.0 JSON/YAML document with info, paths, operations, and responses."
    }
  ]
}

AI DiscoverabilityBot Access ControlEstablished

AI bot rules in robots.txt

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

33 Fail

Needs attention

AI bot rules in robots.txt

Failed check

Issue

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

Why it matters

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

Check name

AI bot rules in robots.txt

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Established

Goal

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

Result

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

Evidence

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

AI DiscoverabilityBot Access ControlInformational

Content Signal

Content Signal is missing or incomplete.

33 Fail

Needs attention

Content Signal

Failed check

Issue

No Content Signal found in robots.txt

Why it matters

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

Check name

Content Signal

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

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

Result

Content Signal is missing or incomplete.

Evidence

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

AI DiscoverabilityContent ReadinessEmerging recommendation

llms.txt

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

33 Fail

Needs attention

llms.txt

Failed check

Issue

llms.txt was not found at the expected path.

Why it matters

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

Check name

llms.txt

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/llms.txt",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 2418
          },
          {
            "path": "/llms-full.txt",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 2418
          }
        ]
      },
      "issue": "llms.txt was not found at the expected path.",
      "howToFix": "Publish /llms.txt as Markdown with a clear title, concise site summary, and useful links for agents."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Markdown negotiation

Markdown negotiation failed at "Markdown content type".

33 Fail

Needs attention

Markdown negotiation

Failed check

Issue

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

Why it matters

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

Check name

Markdown negotiation

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Return HTML responses as markdown when agents request it.

Result

Markdown negotiation failed at "Markdown content type".

Validation steps

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

Evidence

{
  "failedStep": "content-type",
  "steps": [
    {
      "id": "content-type",
      "title": "Markdown content type",
      "status": "fail",
      "evidence": {
        "statusCode": 200,
        "contentType": "text/html; charset=utf-8"
      },
      "issue": "Content-Type \"text/html; charset=utf-8\" does not indicate Markdown when requested with Accept: text/markdown.",
      "howToFix": "Return Content-Type: text/markdown; charset=utf-8 for requests with Accept: text/markdown."
    },
    {
      "id": "vary-accept",
      "title": "Vary: Accept header",
      "status": "fail",
      "evidence": {
        "vary": "Accept-Encoding"
      },
      "issue": "Markdown negotiation is missing Vary: Accept; current Vary header is \"Accept-Encoding\".",
      "howToFix": "Add Vary: Accept on negotiated Markdown responses so shared caches keep HTML and Markdown variants separate."
    },
    {
      "id": "markdown-content",
      "title": "Structured Markdown body",
      "status": "fail",
      "evidence": {
        "valid": false,
        "hasHeading": false,
        "wordCount": 21108,
        "excerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><title data-next-head=\"\">frog | Your reinvention and experience partner</title><meta name=\"d",
        "issue": "Markdown response is missing a heading."
      },
      "issue": "Markdown response is missing a heading.",
      "howToFix": "Return Markdown with at least one heading and substantive page content, including useful links or instructions for agents."
    }
  ]
}

Agent Ease of UseMCPEmerging recommendation

MCP Server Card

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

33 Fail

Needs attention

MCP Server Card

Failed check

Issue

MCP Server Card was not found at the expected path.

Why it matters

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

Check name

MCP Server Card

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

Publish an MCP Server Card for agent discovery.

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 2418
          },
          {
            "path": "/.well-known/mcp/server-cards.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 2418
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 2418
          }
        ]
      },
      "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

Issue

mcp.json was not found at the expected path.

Why it matters

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

Check name

mcp.json

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 2418
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 2418
          },
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 2418
          }
        ]
      },
      "issue": "mcp.json was not found at the expected path.",
      "howToFix": "Publish mcp.json or an MCP server card with serverInfo, protocolVersion, transport endpoint, and capabilities."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Semantic HTML

Semantic HTML is missing or incomplete.

33 Fail

Needs attention

Semantic HTML

Failed check

Issue

Semantic HTML is incomplete: invalid h1 (found 0); 3 links missing accessible names.

Details

Why it matters

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

Check name

Semantic HTML

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Expose readable page structure through semantic HTML and accessible controls.

Result

Semantic HTML is missing or incomplete.

Evidence

{
  "main": true,
  "nav": true,
  "footer": true,
  "meaningfulH1": false,
  "headingOrder": true,
  "accessibleLinks": false,
  "accessibleButtons": true,
  "imageAltCoverage": true,
  "formAutocompleteCoverage": true,
  "details": {
    "inaccessibleLinks": [
      "<a href=\"/\"><span class=\"frog-logo DesktopNavigation_frogLogo__QqEJr\"><img class=\"DesktopNavigation_invert__RnnwF\" src=\"https://wp.frog.co/wp-content/uploads/2024/03/frog-Cap-Invent-logo.svg\" alt draggable=\"false\"></span></a>",
      "<a href=\"/\"><span class=\"logo\"><img src=\"https://wp.frog.co/wp-content/uploads/2024/03/frog-Cap-Invent-logo.svg\" alt width=\"110\" height=\"27\" style=\"filter:invert(1)\"></span></a>",
      "<a href=\"/\"><span class=\"logo d-none d-md-flex\"><img src=\"https://wp.frog.co/wp-content/uploads/2024/03/frog-Cap-Invent-logo.svg\" alt loading=\"lazy\" width=\"70\" height=\"42\" style=\"filter:invert(1)\"></span></a>"
    ],
    "inaccessibleButtons": [],
    "missingAutocompleteInputs": [],
    "imagesMissingAlt": [
      "<img src=\"/static/icons/close-black.svg\">",
      "<img src=\"/static/icons/tick-black.svg\">",
      "<img src=\"/static/icons/close-white.svg\">"
    ],
    "skippedHeadingLevels": []
  },
  "counts": {
    "h1": 0,
    "headings": 28,
    "links": 91,
    "inaccessibleLinks": 3,
    "buttons": 4,
    "inaccessibleButtons": 0,
    "images": 120,
    "imagesWithAlt": 117,
    "autocompleteInputs": 0,
    "inputsWithAutocomplete": 0,
    "missingAutocompleteInputs": 0
  }
}

AI DiscoverabilityBot Access ControlInformational

Web Bot Auth request signing

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

33 Fail

Needs attention

Web Bot Auth request signing

Failed check

Issue

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

Why it matters

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

Check name

Web Bot Auth request signing

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/http-message-signatures-directory",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 2418
          }
        ]
      },
      "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

Issue

WebMCP manifest was not found at the expected path.

Why it matters

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

Check name

WebMCP manifest

Score

0/100

Status

fail

Category

MCP

Maturity

Informational

Goal

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

Result

WebMCP manifest failed at "Fetch to find resource".

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 2418
          },
          {
            "path": "/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 2418
          },
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 2418
          }
        ]
      },
      "issue": "WebMCP manifest was not found at the expected path.",
      "howToFix": "Keep declarative WebMCP manifest discovery informational until the manifest shape stabilizes; validate tools if you publish one."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

A2A Agent Card

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

20 Fail

Needs attention

A2A Agent Card

Failed check

Issue

A2A Agent Card was not found at the expected path.

Why it matters

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

Check name

A2A Agent Card

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 2418
          },
          {
            "path": "/.well-known/a2a/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 2418
          },
          {
            "path": "/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 2418
          }
        ]
      },
      "issue": "A2A Agent Card was not found at the expected path.",
      "howToFix": "Publish an A2A Agent Card with required skill details and make the advertised url answer A2A JSON-RPC requests."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

Agent Skills index

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

20 Fail

Needs attention

Agent Skills index

Failed check

Issue

Agent Skills index was not found at the expected path.

Why it matters

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

Check name

Agent Skills index

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish an agent skills discovery index.

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-skills/index.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 2418
          },
          {
            "path": "/.well-known/skills/index.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 2418
          }
        ]
      },
      "issue": "Agent Skills index was not found at the expected path.",
      "howToFix": "Publish an index with a non-empty skills array and reachable SKILL.md URLs."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

agent.json

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

20 Fail

Needs attention

agent.json

Failed check

Issue

agent.json was not found at the expected path.

Why it matters

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

Check name

agent.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 2418
          },
          {
            "path": "/agent.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 2418
          }
        ]
      },
      "issue": "agent.json was not found at the expected path.",
      "howToFix": "Publish agent.json with awp_version, domain, intent, and typed actions that point to real same-origin API or protocol endpoints."
    }
  ]
}

Agent Ease of UseSkill DiscoveryInformational

agents.json

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

20 Fail

Needs attention

agents.json

Failed check

Issue

agents.json was not found at the expected path.

Why it matters

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

Check name

agents.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Informational

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agents.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 2418
          },
          {
            "path": "/agents.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 2418
          }
        ]
      },
      "issue": "agents.json was not found at the expected path.",
      "howToFix": "If this site uses agents.json, publish JSON with an agents array containing name and url for each agent."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

DNS-AID Agent Discovery

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

15 Fail

Needs attention

DNS-AID Agent Discovery

Failed check

Issue

No DNS-AID entrypoint records were found under _agents.

Why it matters

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

Check name

DNS-AID Agent Discovery

Score

25/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

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

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Entity clarity

GEO: Entity clarity scored 45/100 and needs a fix.

8 Fail

Needs attention

GEO: Entity clarity

Failed check

Issue

Title/H1 terms missing from description: frog, reinvention, experience, partner.

Details

Why it matters

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

Check name

GEO: Entity clarity

Score

45/100

Status

fail

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 45/100 and needs a fix.

Evidence

{
  "title": "frog | Your reinvention and experience partner",
  "h1": "",
  "description": "We challenge the status quo to create transformative experiences that win hearts and move markets in the eco-digital era. Join us to make your mark.",
  "topicOverlap": 0,
  "topicTerms": [
    "frog",
    "reinvention",
    "experience",
    "partner"
  ],
  "descriptionTerms": [
    "challenge",
    "status",
    "quo",
    "create",
    "transformative",
    "experiences",
    "win",
    "hearts",
    "move",
    "markets",
    "eco",
    "digital",
    "era",
    "join",
    "make",
    "mark"
  ],
  "missingFromDescription": [
    "frog",
    "reinvention",
    "experience",
    "partner"
  ],
  "score": 45,
  "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

Issue

Missing AIO trust signals: author, publisher.

Details

Why it matters

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

Check name

AIO: Source and trust signals

Score

60/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": true,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "author",
    "publisher"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [
    "2020-03-28T08:40:03+00:00",
    "2026-06-04T17:27:51+00:00"
  ],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "https://www.linkedin.com/company/163904",
      "text": "",
      "html": "<a href=\"https://www.linkedin.com/company/163904\" target=\"_blank\"><img src=\"https://wp.frog.co/wp-content/uploads/2024/03/linkedin-frog-2.svg\" alt=\"https://www.linkedin.com/company/163904\"></a>"
    }
  ],
  "contactLinks": [
    {
      "href": "/contact",
      "text": "Contact Us",
      "html": "<a href=\"/contact\"><span>Contact Us</span></a>"
    },
    {
      "href": "/contact",
      "text": "Contact Us",
      "html": "<a href=\"/contact\"><div class=\"MobileNavigation_navItem__hJwxc \"><span>Contact Us</span></div></a>"
    },
    {
      "href": "/studio/new-york#contact",
      "text": "Contact frog New York",
      "html": "<a href=\"/studio/new-york#contact\" title=\"Contact frog New York\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog New York</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/san-francisco#contact",
      "text": "Contact frog San Francisco",
      "html": "<a href=\"/studio/san-francisco#contact\" title=\"Contact frog San Francisco\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog San Francisco</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></s..."
    },
    {
      "href": "/studio/mexico-city#contact",
      "text": "Contact frog Mexico City",
      "html": "<a href=\"/studio/mexico-city#contact\" title=\"Contact frog Mexico City\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Mexico City</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></..."
    },
    {
      "href": "/studio/bangalore#contact",
      "text": "Contact frog Bangalore",
      "html": "<a href=\"/studio/bangalore#contact\" title=\"Contact frog Bangalore\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Bangalore</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/delhi#contact",
      "text": "Contact frog Delhi",
      "html": "<a href=\"/studio/delhi#contact\" title=\"Contact frog Delhi\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Delhi</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/hong-kong#contact",
      "text": "Contact frog Hong Kong",
      "html": "<a href=\"/studio/hong-kong#contact\" title=\"Contact frog Hong Kong\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Hong Kong</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/hyderabad#contact",
      "text": "Contact frog Hyderabad",
      "html": "<a href=\"/studio/hyderabad#contact\" title=\"Contact frog Hyderabad\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Hyderabad</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/mumbai#contact",
      "text": "Contact frog Mumbai",
      "html": "<a href=\"/studio/mumbai#contact\" title=\"Contact frog Mumbai\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Mumbai</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/singapore#contact",
      "text": "Contact frog Singapore",
      "html": "<a href=\"/studio/singapore#contact\" title=\"Contact frog Singapore\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Singapore</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/pune#contact",
      "text": "Contact frog Pune",
      "html": "<a href=\"/studio/pune#contact\" title=\"Contact frog Pune\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Pune</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/london#contact",
      "text": "Contact frog London",
      "html": "<a href=\"/studio/london#contact\" title=\"Contact frog London\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog London</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/barcelona#contact",
      "text": "Contact frog Barcelona",
      "html": "<a href=\"/studio/barcelona#contact\" title=\"Contact frog Barcelona\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Barcelona</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/bergen#contact",
      "text": "Contact frog Bergen",
      "html": "<a href=\"/studio/bergen#contact\" title=\"Contact frog Bergen\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Bergen</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/gothenburg#contact",
      "text": "Contact frog Gothenburg",
      "html": "<a href=\"/studio/gothenburg#contact\" title=\"Contact frog Gothenburg\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Gothenburg</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div..."
    },
    {
      "href": "/studio/madrid#contact",
      "text": "Contact frog Madrid",
      "html": "<a href=\"/studio/madrid#contact\" title=\"Contact frog Madrid\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Madrid</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/malmo#contact",
      "text": "Contact frog Malmö",
      "html": "<a href=\"/studio/malmo#contact\" title=\"Contact frog Malm&#xf6;\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Malm&#xf6;</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/frog-innovation-team#contact",
      "text": "Contact frog Milan Innovation Team",
      "html": "<a href=\"/studio/frog-innovation-team#contact\" title=\"Contact frog Milan &lt;br&gt;Innovation Team\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Milan <br>Innovation Team</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=..."
    },
    {
      "href": "/studio/milan#contact",
      "text": "Contact frog Milan",
      "html": "<a href=\"/studio/milan#contact\" title=\"Contact frog Milan\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Milan</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/montpellier#contact",
      "text": "Contact frog Montpellier",
      "html": "<a href=\"/studio/montpellier#contact\" title=\"Contact frog Montpellier\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Montpellier</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></..."
    },
    {
      "href": "/studio/munich#contact",
      "text": "Contact frog Munich",
      "html": "<a href=\"/studio/munich#contact\" title=\"Contact frog Munich\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Munich</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/oslo#contact",
      "text": "Contact frog Oslo",
      "html": "<a href=\"/studio/oslo#contact\" title=\"Contact frog Oslo\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Oslo</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/paris#contact",
      "text": "Contact frog Paris",
      "html": "<a href=\"/studio/paris#contact\" title=\"Contact frog Paris\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Paris</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/rome#contact",
      "text": "Contact frog Rome",
      "html": "<a href=\"/studio/rome#contact\" title=\"Contact frog Rome\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Rome</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/stavanger#contact",
      "text": "Contact frog Stavanger",
      "html": "<a href=\"/studio/stavanger#contact\" title=\"Contact frog Stavanger\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Stavanger</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/stockholm#contact",
      "text": "Contact frog Stockholm",
      "html": "<a href=\"/studio/stockholm#contact\" title=\"Contact frog Stockholm\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Stockholm</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/toulouse#contact",
      "text": "Contact frog Toulouse",
      "html": "<a href=\"/studio/toulouse#contact\" title=\"Contact frog Toulouse\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Toulouse</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/valencia#contact",
      "text": "Contact frog Valencia",
      "html": "<a href=\"/studio/valencia#contact\" title=\"Contact frog Valencia\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Valencia</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/copenhagen#contact",
      "text": "Contact frog Copenhagen",
      "html": "<a href=\"/studio/copenhagen#contact\" title=\"Contact frog Copenhagen\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Copenhagen</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div..."
    },
    {
      "href": "/studio/utrecht#contact",
      "text": "Contact frog Utrecht",
      "html": "<a href=\"/studio/utrecht#contact\" title=\"Contact frog Utrecht\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Utrecht</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/melbourne#contact",
      "text": "Contact frog Melbourne",
      "html": "<a href=\"/studio/melbourne#contact\" title=\"Contact frog Melbourne\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Melbourne</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/work/carrefour-bright-bites-healthy-eating",
      "text": "Majid Al Futtaim / CarrefourHelping Healthier Habits Stick, One Bright Bite at a Time",
      "html": "<a href=\"/work/carrefour-bright-bites-healthy-eating\"> <div class=\"WorkShowcase_pictureWrap__DnglZ\"><picture><source srcset=\"https://wp.frog.co/wp-content/uploads/2025/11/25_carrefour_case-study3_4.png\" media=\"(min-width: 768px)\"><source srcset=\"https://wp.frog.co/wp-content/uploads/2025/11/25_carrefour_case-study3_4-883x1024.png\" media=\"(min-width: 576px)\"><source srcset=\"https://wp.frog.co/wp-content/uploads/2025/11/25_carrefour_case-study3_4-768x891.png\" media=\"(min-width: 288px)\"><source..."
    },
    {
      "href": "/contact",
      "text": "Get in touch",
      "html": "<a href=\"/contact\" target=\"_self\" class=\"Button_large__H_XLn footer-get-in-touch\"><button class=\"Button_button__vCRdt Button_large__H_XLn Button_black__fIO1H Button_transparent__so64F Button_leftRightAnimationWhite__hvTxN anim-cursor\"><span class=\"Button_btnText__zpMXI\">Get in touch</span></button></a>"
    },
    {
      "href": "/contact#frog-studios",
      "text": "Studios",
      "html": "<a href=\"/contact#frog-studios\">Studios</a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "https://www.capgemini.com/privacy-policy/",
      "text": "Privacy Policy",
      "html": "<a href=\"https://www.capgemini.com/privacy-policy/\" target=\"_blank\">Privacy Policy</a>"
    },
    {
      "href": "https://www.capgemini.com/terms-of-use/",
      "text": "Terms of Use",
      "html": "<a href=\"https://www.capgemini.com/terms-of-use/\" target=\"_blank\">Terms of Use</a>"
    }
  ],
  "score": 60,
  "weight": 20
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer-first sections

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

4 Warning

Needs attention

AEO: Answer-first sections

Warning

Issue

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

Details

Why it matters

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

Check name

AEO: Answer-first sections

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "sectionCount": 28,
  "passing": 0,
  "failing": [
    {
      "heading": "Futurescape: Artificial Realities",
      "headingHtml": "<h3>Futurescape: Artificial Realities</h3>",
      "firstParagraph": "Welcome to the Futurescape. Discover trends and insights on the future of human-AI chemistry.",
      "paragraphHtml": "<p>Welcome to the Futurescape. Discover trends and insights on the future of human-AI chemistry.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Designing Robots for Human Spaces",
      "headingHtml": "<h3>Designing Robots for Human Spaces</h3>",
      "firstParagraph": "Meet 'Nome,' a concept from frog that offers a human-centered approach to physical AI.",
      "paragraphHtml": "<p>Meet &apos;Nome,&apos; a concept from frog that offers a human-centered approach to physical AI.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Amplifying Clinical Care with AI",
      "headingHtml": "<h3>Amplifying Clinical Care with AI</h3>",
      "firstParagraph": "Examining how service design helps experts understand the healthcare ecosystem.",
      "paragraphHtml": "<p>Examining how service design helps experts understand the healthcare ecosystem.</p>",
      "words": 10,
      "direct": false,
      "issue": "First paragraph is 10 words and does not look like a concise direct answer."
    },
    {
      "heading": "Design Mind frogcast Ep. 55",
      "headingHtml": "<h3>Design Mind frogcast Ep. 55</h3>",
      "firstParagraph": "Peter Skillman, Global Head of Design at Philips, discusses the evolution of product design and the role of design leadership.",
      "paragraphHtml": "<p>Peter Skillman, Global Head of Design at Philips, discusses the evolution of product design and the role of design leadership.</p>",
      "words": 20,
      "direct": false,
      "issue": "First paragraph is 20 words and does not look like a concise direct answer."
    },
    {
      "heading": "From Complexity to Clarity",
      "headingHtml": "<h3>From Complexity to Clarity</h3>",
      "firstParagraph": "Dive into new research on how CMOs can reclaim marketing to build competitive edge.",
      "paragraphHtml": "<p>Dive into new research on how CMOs can reclaim marketing to build competitive edge.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Welcome to the pond",
      "headingHtml": "<h2 class=\"col-12 px-0 fadeInUpContent\" style=\"transform: translate(0px, 40px); opacity: 0;\">Welcome to the pond</h2>",
      "firstParagraph": "Meet the frogs making an impact for leading brands around the globe.",
      "paragraphHtml": "<p class=\"col-12 col-md-8 col-lg-6 px-0 fadeInUpContent\" style=\"transform: translate(0px, 40px); opacity: 0;\">Meet the frogs making an impact for leading brands around the globe.</p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "Our work",
      "headingHtml": "<h2 class=\"col-12 px-0 fadeInUpContent\" style=\"transform: translate(0px, 40px); opacity: 0;\">Our work</h2>",
      "firstParagraph": "Reinvent your business and realize exceptional experiences that win hearts and move markets.",
      "paragraphHtml": "<p class=\"col-12 col-md-8 col-lg-6 px-0 fadeInUpContent\" style=\"transform: translate(0px, 40px); opacity: 0;\">Reinvent your business and realize exceptional experiences that win hearts and move markets.</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "Unilever",
      "headingHtml": "<h3>Unilever</h3>",
      "firstParagraph": "Creating Consumer Insights at Scale",
      "paragraphHtml": "<p>Creating Consumer Insights at Scale</p>",
      "words": 5,
      "direct": false,
      "issue": "First paragraph is 5 words and does not look like a concise direct answer."
    },
    {
      "heading": "IKEA Retail (Ingka Group)",
      "headingHtml": "<h3>IKEA Retail (Ingka Group)</h3>",
      "firstParagraph": "Deepening Customer Engagement with IKEA Retail",
      "paragraphHtml": "<p>Deepening Customer Engagement with IKEA Retail</p>",
      "words": 6,
      "direct": false,
      "issue": "First paragraph is 6 words and does not look like a concise direct answer."
    },
    {
      "heading": "Volvo Group",
      "headingHtml": "<h3>Volvo Group</h3>",
      "firstParagraph": "Harnessing Data for Leaner and Greener Future of Mobility",
      "paragraphHtml": "<p>Harnessing Data for Leaner and Greener Future of Mobility</p>",
      "words": 9,
      "direct": false,
      "issue": "First paragraph is 9 words and does not look like a concise direct answer."
    },
    {
      "heading": "Sanofi Global Health Unit",
      "headingHtml": "<h3>Sanofi Global Health Unit</h3>",
      "firstParagraph": "Connecting Healthcare Professionals",
      "paragraphHtml": "<p>Connecting Healthcare Professionals</p>",
      "words": 3,
      "direct": false,
      "issue": "First paragraph is 3 words and does not look like a concise direct answer."
    },
    {
      "heading": "Chase Payment Solutions<sup>SM</sup>",
      "headingHtml": "<h3>Chase Payment Solutions&lt;sup&gt;SM&lt;/sup&gt;</h3>",
      "firstParagraph": "Modernizing the Point-of-Sale Experience",
      "paragraphHtml": "<p>Modernizing the Point-of-Sale Experience</p>",
      "words": 4,
      "direct": false,
      "issue": "First paragraph is 4 words and does not look like a concise direct answer."
    },
    {
      "heading": "Tiffany & Co.",
      "headingHtml": "<h3>Tiffany &amp; Co.</h3>",
      "firstParagraph": "Reimagining Luxury Craftsmanship",
      "paragraphHtml": "<p>Reimagining Luxury Craftsmanship</p>",
      "words": 3,
      "direct": false,
      "issue": "First paragraph is 3 words and does not look like a concise direct answer."
    },
    {
      "heading": "Decathlon",
      "headingHtml": "<h3>Decathlon</h3>",
      "firstParagraph": "Shaping the Future of Urban Mobility",
      "paragraphHtml": "<p>Shaping the Future of Urban Mobility</p>",
      "words": 6,
      "direct": false,
      "issue": "First paragraph is 6 words and does not look like a concise direct answer."
    },
    {
      "heading": "National Grid",
      "headingHtml": "<h3>National Grid</h3>",
      "firstParagraph": "Retaining Human Knowledge with AI",
      "paragraphHtml": "<p>Retaining Human Knowledge with AI</p>",
      "words": 5,
      "direct": false,
      "issue": "First paragraph is 5 words and does not look like a concise direct answer."
    },
    {
      "heading": "Majid Al Futtaim / Carrefour",
      "headingHtml": "<h3>Majid Al Futtaim / Carrefour</h3>",
      "firstParagraph": "Helping Healthier Habits Stick, One Bright Bite at a Time",
      "paragraphHtml": "<p>Helping Healthier Habits Stick, One Bright Bite at a Time</p>",
      "words": 10,
      "direct": false,
      "issue": "First paragraph is 10 words and does not look like a concise direct answer."
    },
    {
      "heading": "How we work",
      "headingHtml": "<h2 class=\"col-12 fadeInUpContent\" style=\"transform: translate(0px, 40px); opacity: 0;\">How we work</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Advancing people and planet",
      "headingHtml": "<h3 class=\"col-12 col-md-8 fadeInUpContent\" style=\"transform: translate(0px, 40px); opacity: 0;\">Advancing people <span class=\"d-none d-lg-inline\"><br></span>and planet </h3>",
      "firstParagraph": "The disruptive forces of emerging technologies and sustainable objectives present a reinvention imperative for businesses—and the potential to create entirely new dimensions of value. Navigate the dual transition of the eco-digital era with innovative solutions to today’s biggest challenges.",
      "paragraphHtml": "<p class=\"col-12 col-md-6 fadeInUpContent\" style=\"transform: translate(0px, 40px); opacity: 0;\">The disruptive forces of emerging technologies and sustainable objectives present a reinvention imperative for businesses&#x2014;and the potential to create entirely new dimensions of value. Navigate the dual transition of the eco-digital era with innovative solutions to today&#x2019;s biggest challenges.</p>",
      "words": 41,
      "direct": false,
      "issue": "First paragraph is 41 words and does not look like a concise direct answer."
    },
    {
      "heading": "Latest insights",
      "headingHtml": "<h2 class=\"col-12 px-0 fadeInUpContent\" style=\"transform: translate(0px, 40px); opacity: 0;\">Latest insights</h2>",
      "firstParagraph": "Explore research, provocations and perspectives on trends across technology, creativity, business and culture.",
      "paragraphHtml": "<p class=\"col-12 col-md-8 col-lg-6 px-0 fadeInUpContent\" style=\"transform: translate(0px, 40px); opacity: 0;\">Explore research, provocations and perspectives on trends across technology, creativity, business and culture.</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "Podcast",
      "headingHtml": "<h3 class=\"ArticlesCarousel_title__NCgIQ\">Podcast</h3>",
      "firstParagraph": "Ep.60 – Co-evolving with Physical AI",
      "paragraphHtml": "<p class=\"ArticlesCarousel_subtitle__f__WI\">Ep.60 &#x2013; Co-evolving with Physical AI</p>",
      "words": 6,
      "direct": false,
      "issue": "First paragraph is 6 words and does not look like a concise direct answer."
    },
    {
      "heading": "Podcast",
      "headingHtml": "<h3 class=\"ArticlesCarousel_title__NCgIQ\">Podcast</h3>",
      "firstParagraph": "Ep.59 – Live from Milan Design Week",
      "paragraphHtml": "<p class=\"ArticlesCarousel_subtitle__f__WI\">Ep.59 &#x2013; Live from Milan Design Week</p>",
      "words": 7,
      "direct": false,
      "issue": "First paragraph is 7 words and does not look like a concise direct answer."
    },
    {
      "heading": "Article",
      "headingHtml": "<h3 class=\"ArticlesCarousel_title__NCgIQ\">Article</h3>",
      "firstParagraph": "Rewriting the Playbook for Agentic AI",
      "paragraphHtml": "<p class=\"ArticlesCarousel_subtitle__f__WI\">Rewriting the Playbook for Agentic AI</p>",
      "words": 6,
      "direct": false,
      "issue": "First paragraph is 6 words and does not look like a concise direct answer."
    },
    {
      "heading": "Article",
      "headingHtml": "<h3 class=\"ArticlesCarousel_title__NCgIQ\">Article</h3>",
      "firstParagraph": "The Consumerization of Care",
      "paragraphHtml": "<p class=\"ArticlesCarousel_subtitle__f__WI\">The Consumerization of Care</p>",
      "words": 4,
      "direct": false,
      "issue": "First paragraph is 4 words and does not look like a concise direct answer."
    },
    {
      "heading": "Podcast",
      "headingHtml": "<h3 class=\"ArticlesCarousel_title__NCgIQ\">Podcast</h3>",
      "firstParagraph": "Ep.58 – When Human Connection Meets AI",
      "paragraphHtml": "<p class=\"ArticlesCarousel_subtitle__f__WI\">Ep.58 &#x2013; When Human Connection Meets AI</p>",
      "words": 7,
      "direct": false,
      "issue": "First paragraph is 7 words and does not look like a concise direct answer."
    },
    {
      "heading": "Podcast",
      "headingHtml": "<h3 class=\"ArticlesCarousel_title__NCgIQ\">Podcast</h3>",
      "firstParagraph": "Ep.57 – Writing the Future of AI",
      "paragraphHtml": "<p class=\"ArticlesCarousel_subtitle__f__WI\">Ep.57 &#x2013; Writing the Future of AI</p>",
      "words": 7,
      "direct": false,
      "issue": "First paragraph is 7 words and does not look like a concise direct answer."
    },
    {
      "heading": "Article",
      "headingHtml": "<h3 class=\"ArticlesCarousel_title__NCgIQ\">Article</h3>",
      "firstParagraph": "Amplifying Clinical Care with AI",
      "paragraphHtml": "<p class=\"ArticlesCarousel_subtitle__f__WI\">Amplifying Clinical Care with AI</p>",
      "words": 5,
      "direct": false,
      "issue": "First paragraph is 5 words and does not look like a concise direct answer."
    },
    {
      "heading": "Podcast",
      "headingHtml": "<h3 class=\"ArticlesCarousel_title__NCgIQ\">Podcast</h3>",
      "firstParagraph": "Ep.56 – The Future of Customer Experience",
      "paragraphHtml": "<p class=\"ArticlesCarousel_subtitle__f__WI\">Ep.56 &#x2013; The Future of Customer Experience</p>",
      "words": 7,
      "direct": false,
      "issue": "First paragraph is 7 words and does not look like a concise direct answer."
    },
    {
      "heading": "Our principles",
      "headingHtml": "<h2 class=\"col-12 fadeInUpContent\" style=\"transform: translate(0px, 40px); opacity: 0;\">Our principles</h2>",
      "firstParagraph": "Get in touch",
      "paragraphHtml": "<p class=\"DialogForm_title__JC0hA\">Get in touch</p>",
      "words": 3,
      "direct": false,
      "issue": "First paragraph is 3 words and does not look like a concise direct answer."
    }
  ],
  "score": 65,
  "weight": 28
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer evidence and trust

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

3 Warning

Needs attention

AEO: Answer evidence and trust

Warning

Issue

Missing AIO trust signals: author, publisher.

Details

Why it matters

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

Check name

AEO: Answer evidence and trust

Score

60/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": true,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "author",
    "publisher"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [
    "2020-03-28T08:40:03+00:00",
    "2026-06-04T17:27:51+00:00"
  ],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "https://www.linkedin.com/company/163904",
      "text": "",
      "html": "<a href=\"https://www.linkedin.com/company/163904\" target=\"_blank\"><img src=\"https://wp.frog.co/wp-content/uploads/2024/03/linkedin-frog-2.svg\" alt=\"https://www.linkedin.com/company/163904\"></a>"
    }
  ],
  "contactLinks": [
    {
      "href": "/contact",
      "text": "Contact Us",
      "html": "<a href=\"/contact\"><span>Contact Us</span></a>"
    },
    {
      "href": "/contact",
      "text": "Contact Us",
      "html": "<a href=\"/contact\"><div class=\"MobileNavigation_navItem__hJwxc \"><span>Contact Us</span></div></a>"
    },
    {
      "href": "/studio/new-york#contact",
      "text": "Contact frog New York",
      "html": "<a href=\"/studio/new-york#contact\" title=\"Contact frog New York\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog New York</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/san-francisco#contact",
      "text": "Contact frog San Francisco",
      "html": "<a href=\"/studio/san-francisco#contact\" title=\"Contact frog San Francisco\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog San Francisco</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></s..."
    },
    {
      "href": "/studio/mexico-city#contact",
      "text": "Contact frog Mexico City",
      "html": "<a href=\"/studio/mexico-city#contact\" title=\"Contact frog Mexico City\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Mexico City</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></..."
    },
    {
      "href": "/studio/bangalore#contact",
      "text": "Contact frog Bangalore",
      "html": "<a href=\"/studio/bangalore#contact\" title=\"Contact frog Bangalore\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Bangalore</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/delhi#contact",
      "text": "Contact frog Delhi",
      "html": "<a href=\"/studio/delhi#contact\" title=\"Contact frog Delhi\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Delhi</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/hong-kong#contact",
      "text": "Contact frog Hong Kong",
      "html": "<a href=\"/studio/hong-kong#contact\" title=\"Contact frog Hong Kong\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Hong Kong</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/hyderabad#contact",
      "text": "Contact frog Hyderabad",
      "html": "<a href=\"/studio/hyderabad#contact\" title=\"Contact frog Hyderabad\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Hyderabad</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/mumbai#contact",
      "text": "Contact frog Mumbai",
      "html": "<a href=\"/studio/mumbai#contact\" title=\"Contact frog Mumbai\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Mumbai</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/singapore#contact",
      "text": "Contact frog Singapore",
      "html": "<a href=\"/studio/singapore#contact\" title=\"Contact frog Singapore\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Singapore</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/pune#contact",
      "text": "Contact frog Pune",
      "html": "<a href=\"/studio/pune#contact\" title=\"Contact frog Pune\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Pune</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/london#contact",
      "text": "Contact frog London",
      "html": "<a href=\"/studio/london#contact\" title=\"Contact frog London\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog London</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/barcelona#contact",
      "text": "Contact frog Barcelona",
      "html": "<a href=\"/studio/barcelona#contact\" title=\"Contact frog Barcelona\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Barcelona</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/bergen#contact",
      "text": "Contact frog Bergen",
      "html": "<a href=\"/studio/bergen#contact\" title=\"Contact frog Bergen\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Bergen</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/gothenburg#contact",
      "text": "Contact frog Gothenburg",
      "html": "<a href=\"/studio/gothenburg#contact\" title=\"Contact frog Gothenburg\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Gothenburg</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div..."
    },
    {
      "href": "/studio/madrid#contact",
      "text": "Contact frog Madrid",
      "html": "<a href=\"/studio/madrid#contact\" title=\"Contact frog Madrid\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Madrid</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/malmo#contact",
      "text": "Contact frog Malmö",
      "html": "<a href=\"/studio/malmo#contact\" title=\"Contact frog Malm&#xf6;\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Malm&#xf6;</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/frog-innovation-team#contact",
      "text": "Contact frog Milan Innovation Team",
      "html": "<a href=\"/studio/frog-innovation-team#contact\" title=\"Contact frog Milan &lt;br&gt;Innovation Team\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Milan <br>Innovation Team</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=..."
    },
    {
      "href": "/studio/milan#contact",
      "text": "Contact frog Milan",
      "html": "<a href=\"/studio/milan#contact\" title=\"Contact frog Milan\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Milan</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/montpellier#contact",
      "text": "Contact frog Montpellier",
      "html": "<a href=\"/studio/montpellier#contact\" title=\"Contact frog Montpellier\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Montpellier</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></..."
    },
    {
      "href": "/studio/munich#contact",
      "text": "Contact frog Munich",
      "html": "<a href=\"/studio/munich#contact\" title=\"Contact frog Munich\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Munich</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/oslo#contact",
      "text": "Contact frog Oslo",
      "html": "<a href=\"/studio/oslo#contact\" title=\"Contact frog Oslo\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Oslo</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/paris#contact",
      "text": "Contact frog Paris",
      "html": "<a href=\"/studio/paris#contact\" title=\"Contact frog Paris\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Paris</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/rome#contact",
      "text": "Contact frog Rome",
      "html": "<a href=\"/studio/rome#contact\" title=\"Contact frog Rome\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Rome</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/stavanger#contact",
      "text": "Contact frog Stavanger",
      "html": "<a href=\"/studio/stavanger#contact\" title=\"Contact frog Stavanger\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Stavanger</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/stockholm#contact",
      "text": "Contact frog Stockholm",
      "html": "<a href=\"/studio/stockholm#contact\" title=\"Contact frog Stockholm\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Stockholm</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/toulouse#contact",
      "text": "Contact frog Toulouse",
      "html": "<a href=\"/studio/toulouse#contact\" title=\"Contact frog Toulouse\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Toulouse</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/valencia#contact",
      "text": "Contact frog Valencia",
      "html": "<a href=\"/studio/valencia#contact\" title=\"Contact frog Valencia\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Valencia</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/copenhagen#contact",
      "text": "Contact frog Copenhagen",
      "html": "<a href=\"/studio/copenhagen#contact\" title=\"Contact frog Copenhagen\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Copenhagen</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div..."
    },
    {
      "href": "/studio/utrecht#contact",
      "text": "Contact frog Utrecht",
      "html": "<a href=\"/studio/utrecht#contact\" title=\"Contact frog Utrecht\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Utrecht</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/studio/melbourne#contact",
      "text": "Contact frog Melbourne",
      "html": "<a href=\"/studio/melbourne#contact\" title=\"Contact frog Melbourne\" target=\"_self\" class=\"CtaButton_ctaButtonWrap__VQIYD StudiosCarousel_cta__CGlOP\"><div class=\"CtaButton_ctaButton__uEm8A CtaButton_black__nhFWL px-0 CtaButton_right__lWgDi \"><span class=\"CtaButton_ctaButtonTitle___z7SV\">Contact frog Melbourne</span><span class=\"CtaButton_arrow___Ji7R CtaButton_right__lWgDi\"><img src=\"/static/icons/ctaArrow-white.svg\" alt=\"CTA Button Arrow\" width=\"25\" height=\"auto\" loading=\"lazy\"></span></div></a>"
    },
    {
      "href": "/work/carrefour-bright-bites-healthy-eating",
      "text": "Majid Al Futtaim / CarrefourHelping Healthier Habits Stick, One Bright Bite at a Time",
      "html": "<a href=\"/work/carrefour-bright-bites-healthy-eating\"> <div class=\"WorkShowcase_pictureWrap__DnglZ\"><picture><source srcset=\"https://wp.frog.co/wp-content/uploads/2025/11/25_carrefour_case-study3_4.png\" media=\"(min-width: 768px)\"><source srcset=\"https://wp.frog.co/wp-content/uploads/2025/11/25_carrefour_case-study3_4-883x1024.png\" media=\"(min-width: 576px)\"><source srcset=\"https://wp.frog.co/wp-content/uploads/2025/11/25_carrefour_case-study3_4-768x891.png\" media=\"(min-width: 288px)\"><source..."
    },
    {
      "href": "/contact",
      "text": "Get in touch",
      "html": "<a href=\"/contact\" target=\"_self\" class=\"Button_large__H_XLn footer-get-in-touch\"><button class=\"Button_button__vCRdt Button_large__H_XLn Button_black__fIO1H Button_transparent__so64F Button_leftRightAnimationWhite__hvTxN anim-cursor\"><span class=\"Button_btnText__zpMXI\">Get in touch</span></button></a>"
    },
    {
      "href": "/contact#frog-studios",
      "text": "Studios",
      "html": "<a href=\"/contact#frog-studios\">Studios</a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "https://www.capgemini.com/privacy-policy/",
      "text": "Privacy Policy",
      "html": "<a href=\"https://www.capgemini.com/privacy-policy/\" target=\"_blank\">Privacy Policy</a>"
    },
    {
      "href": "https://www.capgemini.com/terms-of-use/",
      "text": "Terms of Use",
      "html": "<a href=\"https://www.capgemini.com/terms-of-use/\" target=\"_blank\">Terms of Use</a>"
    }
  ],
  "score": 60,
  "weight": 22
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Visible structured data match

AIO: Visible structured data match scored 67/100 and needs improvement.

3 Warning

Needs attention

AIO: Visible structured data match

Warning

Issue

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

Details

Why it matters

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

Check name

AIO: Visible structured data match

Score

67/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AIO: Visible structured data match scored 67/100 and needs improvement.

Evidence

{
  "schemaCount": 5,
  "checkedFields": [
    {
      "path": "$[0].@graph[0].name",
      "value": "frog | Your reinvention and experience partner"
    },
    {
      "path": "$[0].@graph[0].description",
      "value": "We challenge the status quo to create transformative experiences that win hearts and move markets in the eco-digital era. Join us to make your mark."
    },
    {
      "path": "$[0].@graph[1].itemListElement[0].name",
      "value": "Home"
    },
    {
      "path": "$[0].@graph[1].itemListElement[1].name",
      "value": "Home"
    },
    {
      "path": "$[0].@graph[2].name",
      "value": "frog, part of Capgemini Invent"
    },
    {
      "path": "$[0].@graph[2].description",
      "value": "We are frog, a global creative consultancy."
    },
    {
      "path": "$[1].name",
      "value": "frog | Your reinvention and experience partner"
    },
    {
      "path": "$[1].description",
      "value": "We challenge the status quo to create transformative experiences that win hearts and move markets in the eco-digital era. Join us to make your mark."
    },
    {
      "path": "$[2].itemListElement[0].name",
      "value": "Home"
    },
    {
      "path": "$[2].itemListElement[1].name",
      "value": "Home"
    },
    {
      "path": "$[3].name",
      "value": "frog, part of Capgemini Invent"
    },
    {
      "path": "$[3].description",
      "value": "We are frog, a global creative consultancy."
    },
    {
      "path": "$[4].name",
      "value": "frog"
    },
    {
      "path": "$[4].founders.name",
      "value": "Hartmut Esslinger"
    },
    {
      "path": "$[4].parentOrganization.name",
      "value": "Capgemini Invent"
    }
  ],
  "mismatches": [
    {
      "path": "$[0].@graph[1].itemListElement[0].name",
      "value": "Home"
    },
    {
      "path": "$[0].@graph[1].itemListElement[1].name",
      "value": "Home"
    },
    {
      "path": "$[2].itemListElement[0].name",
      "value": "Home"
    },
    {
      "path": "$[2].itemListElement[1].name",
      "value": "Home"
    },
    {
      "path": "$[4].founders.name",
      "value": "Hartmut Esslinger"
    }
  ],
  "score": 67,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Entity and definition clarity

AEO: Entity and definition clarity scored 55/100 and needs improvement.

3 Warning

Needs attention

AEO: Entity and definition clarity

Warning

Issue

Entity or definition gaps: frog, reinvention, experience, partner.

Details

Why it matters

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

Check name

AEO: Entity and definition clarity

Score

55/100

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 55/100 and needs improvement.

Evidence

{
  "title": "frog | Your reinvention and experience partner",
  "h1": "",
  "description": "We challenge the status quo to create transformative experiences that win hearts and move markets in the eco-digital era. Join us to make your mark.",
  "topicOverlap": 0,
  "definitionCount": 11,
  "topicTerms": [
    "frog",
    "reinvention",
    "experience",
    "partner"
  ],
  "descriptionTerms": [
    "challenge",
    "status",
    "quo",
    "create",
    "transformative",
    "experiences",
    "win",
    "hearts",
    "move",
    "markets",
    "eco",
    "digital",
    "era",
    "join",
    "make",
    "mark"
  ],
  "missingFromDescription": [
    "frog",
    "reinvention",
    "experience",
    "partner"
  ],
  "score": 55,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Extraction-friendly structure

GEO: Extraction-friendly structure scored 75/100 and needs improvement.

3 Warning

Needs attention

GEO: Extraction-friendly structure

Warning

Issue

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

Details

Why it matters

Check name

GEO: Extraction-friendly structure

Score

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: Extraction-friendly structure scored 75/100 and needs improvement.

Evidence

{
  "hasSummary": false,
  "tableCount": 2,
  "tablesWithHead": 0,
  "tablesMissingThead": [
    "<table class=\"RegionSelector_dropdownMenu__sioIC false\"><tbody><tr title=\"https://www.frog.co/\"><td><img src=\"https://wp.frog.co/wp-content/uploads/2024/03/global.svg\" alt></td><td>Global</td><td><span class=\"RegionSelector_separator__uGRI2\"></span></td><td>EN</td></tr><tr title=\"https://www.frog.co/fr-fr/\"><td><img src=\"https://wp.frog.co/wp-content/uploads/2024/03/france.png\" alt></td><td>France</td><td><span class=\"RegionSelector_separator__uGRI2\"></span></td><td>FR</td></tr><tr title=\"htt...",
    "<table class=\"RegionSelector_dropdownMenu__sioIC false\"><tbody><tr title=\"https://www.frog.co/\"><td><img src=\"https://wp.frog.co/wp-content/uploads/2024/03/global.svg\" alt></td><td>Global</td><td><span class=\"RegionSelector_separator__uGRI2\"></span></td><td>EN</td></tr><tr title=\"https://www.frog.co/fr-fr/\"><td><img src=\"https://wp.frog.co/wp-content/uploads/2024/03/france.png\" alt></td><td>France</td><td><span class=\"RegionSelector_separator__uGRI2\"></span></td><td>FR</td></tr><tr title=\"htt..."
  ],
  "orderedLists": 0,
  "hasFaq": false,
  "definitionPatterns": 11,
  "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",
    "optional visible FAQ or FAQPage schema"
  ],
  "score": 75,
  "weight": 24
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Explanatory content depth

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

2 Warning

Needs attention

GEO: Explanatory content depth

Warning

Issue

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

Details

Why it matters

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": 2,
  "citablePassages": 0,
  "failingCandidateParagraphs": [
    {
      "index": 81,
      "heading": "H3: Advancing people and planet",
      "text": "The disruptive forces of emerging technologies and sustainable objectives present a reinvention imperative for businesses—and the potential to create entirely new dimensions of value. Navigate the dual transition of the eco-digital era with innovative solutions to today’s biggest challenges.",
      "words": 41,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (41 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p class=\"col-12 col-md-6 fadeInUpContent\" style=\"transform: translate(0px, 40px); opacity: 0;\">The disruptive forces of emerging technologies and sustainable objectives present a reinvention imperative for businesses&#x2014;and the potential to create entirely new dimensions of value. Navigate the dual transition of the eco-digital era with innovative solutions to today&#x2019;s biggest challenges.</p>"
    },
    {
      "index": 94,
      "heading": "H2: Our principles",
      "text": "We use Cookies to improve your experience on our website. They help us to improve site performance, present you relevant advertising and enable you to share content in social media. You may accept all Cookies, or choose to manage them individually. You can change your settings at any time by clicking Cookie Settings available in the footer of every page. For more information related to the Cookies, please visit ou...",
      "words": 72,
      "hasEvidence": false,
      "reasons": [
        "Too short for a citation-ready passage (72 words; target 80-220).",
        "Missing a named source, statistic, date, percentage, report, or other evidence signal."
      ],
      "html": "<p> We use Cookies to improve your experience on our website. They help us to improve site performance, present you relevant advertising and enable you to share content in social media. <i></i> You may accept all Cookies, or choose to manage them individually. You can change your settings at any time by clicking <b>Cookie Settings</b> available in the footer of every page. <i></i> For more information related to the Cookies, please visit our <a href=\"https://www.capgemini.com/cookie-policy\" t..."
    }
  ],
  "citableParagraphs": [],
  "score": 75,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Question-led structure

AEO: Question-led structure scored 70/100 and needs improvement.

2 Warning

Needs attention

AEO: Question-led structure

Warning

Issue

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

Why it matters

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

Check name

AEO: Question-led structure

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AEO: Question-led structure scored 70/100 and needs improvement.

Evidence

{
  "h2Count": 5,
  "questionH2s": [
    {
      "index": 3,
      "text": "How we work",
      "isQuestion": true,
      "html": "<h2 class=\"col-12 fadeInUpContent\" style=\"transform: translate(0px, 40px); opacity: 0;\">How we work</h2>"
    }
  ],
  "hasFaq": false,
  "score": 70,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Page experience for AIO

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

2 Warning

Needs attention

AIO: Page experience for AIO

Warning

Issue

75 image(s) are missing width/height attributes. 7 possible modal/interstitial element(s) detected.

Details

Why it matters

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

Check name

AIO: Page experience for AIO

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "viewportContent": "width=device-width",
  "visibleWords": 1845,
  "htmlBytes": 376068,
  "imagesMissingDimensions": [
    {
      "src": "https://wp.frog.co/wp-content/uploads/2024/03/frog-Cap-Invent-logo.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"DesktopNavigation_invert__RnnwF\" src=\"https://wp.frog.co/wp-content/uploads/2024/03/frog-Cap-Invent-logo.svg\" alt draggable=\"false\">"
    },
    {
      "src": "/static/images/arrow.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"RegionSelector_downArrow__mhWAc\" src=\"/static/images/arrow.svg\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2024/03/global.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"https://wp.frog.co/wp-content/uploads/2024/03/global.svg\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2024/03/france.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"https://wp.frog.co/wp-content/uploads/2024/03/france.png\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2024/03/china.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"https://wp.frog.co/wp-content/uploads/2024/03/china.png\" alt>"
    },
    {
      "src": "/static/images/arrow.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"RegionSelector_downArrow__mhWAc\" src=\"/static/images/arrow.svg\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2024/03/global.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"https://wp.frog.co/wp-content/uploads/2024/03/global.svg\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2024/03/france.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"https://wp.frog.co/wp-content/uploads/2024/03/france.png\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2024/03/china.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"https://wp.frog.co/wp-content/uploads/2024/03/china.png\" alt>"
    },
    {
      "src": "/static/icons/play-video.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/static/icons/play-video.svg\" alt=\"Play\">"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2025/12/25_homepage_carrousel-podcast-55.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2025/12/25_homepage_carrousel-podcast-55.png\" alt>"
    },
    {
      "src": "/static/images/dotted-world-map.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img class=\"StudiosCarousel_dottedWorldMap__08bjc fadeInUpContent\" loading=\"lazy\" src=\"/static/images/dotted-world-map.svg\" alt style=\"transform: translate(0px, 40px); opacity: 0;\">"
    },
    {
      "src": "https://frogdesign.nyc3.digitaloceanspaces.com/wp-content/uploads/2020/03/25114620/NY_Denice-1-1.jpg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img loading=\"lazy\" draggable=\"false\" src=\"https://frogdesign.nyc3.digitaloceanspaces.com/wp-content/uploads/2020/03/25114620/NY_Denice-1-1.jpg\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2020/04/frog_Studio_author-antonello-crimi.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img loading=\"lazy\" draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2020/04/frog_Studio_author-antonello-crimi.png\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2020/04/frog_Studio_author-Juan-Garcia2.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img loading=\"lazy\" draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2020/04/frog_Studio_author-Juan-Garcia2.png\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2020/04/frog_Studio_Bangalore-Mira_Jaganathan.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img loading=\"lazy\" draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2020/04/frog_Studio_Bangalore-Mira_Jaganathan.png\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2020/04/frog_Studio_author-anshul_rastogi.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img loading=\"lazy\" draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2020/04/frog_Studio_author-anshul_rastogi.png\" alt>"
    },
    {
      "src": "https://frogdesign.nyc3.digitaloceanspaces.com/wp-content/uploads/2021/09/20171117/Perlyn_Tan-1.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img loading=\"lazy\" draggable=\"false\" src=\"https://frogdesign.nyc3.digitaloceanspaces.com/wp-content/uploads/2021/09/20171117/Perlyn_Tan-1.png\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2023/02/frog_Studio_author-Srinivas_Sangam.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img loading=\"lazy\" draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2023/02/frog_Studio_author-Srinivas_Sangam.png\" alt>"
    },
    {
      "src": "https://frogdesign.nyc3.digitaloceanspaces.com/wp-content/uploads/2023/02/14193610/farhan-frog-1.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img loading=\"lazy\" draggable=\"false\" src=\"https://frogdesign.nyc3.digitaloceanspaces.com/wp-content/uploads/2023/02/14193610/farhan-frog-1.png\" alt>"
    },
    {
      "src": "https://frogdesign.nyc3.digitaloceanspaces.com/wp-content/uploads/2021/09/19234446/Thierry_Kok.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img loading=\"lazy\" draggable=\"false\" src=\"https://frogdesign.nyc3.digitaloceanspaces.com/wp-content/uploads/2021/09/19234446/Thierry_Kok.png\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2023/02/frog_Studio_author-Pratyasha-Shishodia.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img loading=\"lazy\" draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2023/02/frog_Studio_author-Pratyasha-Shishodia.png\" alt>"
    },
    {
      "src": "https://frogdesign.nyc3.digitaloceanspaces.com/wp-content/uploads/2023/05/12103559/cannes-gagandeep-1.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img loading=\"lazy\" draggable=\"false\" src=\"https://frogdesign.nyc3.digitaloceanspaces.com/wp-content/uploads/2023/05/12103559/cannes-gagandeep-1.png\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2022/08/frog_Studio_author-Gloria-Fernandez.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img loading=\"lazy\" draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2022/08/frog_Studio_author-Gloria-Fernandez.png\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2021/07/Bergen-Stephan_Meyer.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img loading=\"lazy\" draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2021/07/Bergen-Stephan_Meyer.png\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2022/04/frog_Studio_author-Elin_Jonsson.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img loading=\"lazy\" draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2022/04/frog_Studio_author-Elin_Jonsson.png\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2020/03/frog_Studio_author-Sophie-Noire.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img loading=\"lazy\" draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2020/03/frog_Studio_author-Sophie-Noire.png\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2020/04/frog_Studio_author-Ann_Hannu.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img loading=\"lazy\" draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2020/04/frog_Studio_author-Ann_Hannu.png\" alt>"
    },
    {
      "src": "https://frogdesign.nyc3.digitaloceanspaces.com/wp-content/uploads/2023/06/02000234/mario2.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img loading=\"lazy\" draggable=\"false\" src=\"https://frogdesign.nyc3.digitaloceanspaces.com/wp-content/uploads/2023/06/02000234/mario2.png\" alt>"
    },
    {
      "src": "https://frogdesign.nyc3.digitaloceanspaces.com/wp-content/uploads/2022/04/21170332/marica-magistro.jpg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img loading=\"lazy\" draggable=\"false\" src=\"https://frogdesign.nyc3.digitaloceanspaces.com/wp-content/uploads/2022/04/21170332/marica-magistro.jpg\" alt>"
    },
    {
      "src": "https://frogdesign.nyc3.digitaloceanspaces.com/wp-content/uploads/2022/11/03223124/Kamal_Faraj_headshot.jpg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img loading=\"lazy\" draggable=\"false\" src=\"https://frogdesign.nyc3.digitaloceanspaces.com/wp-content/uploads/2022/11/03223124/Kamal_Faraj_headshot.jpg\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2020/04/frog_Studio_author-Francesca-Terzi.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img loading=\"lazy\" draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2020/04/frog_Studio_author-Francesca-Terzi.png\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2021/07/frog_Studio_author-Morten_Reinhard.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img loading=\"lazy\" draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2021/07/frog_Studio_author-Morten_Reinhard.png\" alt>"
    },
    {
      "src": "https://frogdesign.nyc3.digitaloceanspaces.com/wp-content/uploads/2020/04/23185657/Paris_Armand-1-1-1.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img loading=\"lazy\" draggable=\"false\" src=\"https://frogdesign.nyc3.digitaloceanspaces.com/wp-content/uploads/2020/04/23185657/Paris_Armand-1-1-1.png\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2022/04/frog_Studio_author-Enrico-Toro.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img loading=\"lazy\" draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2022/04/frog_Studio_author-Enrico-Toro.png\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2021/07/frog_Studio_author-Kamil-Kumpin_2.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img loading=\"lazy\" draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2021/07/frog_Studio_author-Kamil-Kumpin_2.png\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2022/03/frog_Studio_author-Agnes-Pettersson.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img loading=\"lazy\" draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2022/03/frog_Studio_author-Agnes-Pettersson.png\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2020/04/frog_Studio_author-Pierre-Dubie.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img loading=\"lazy\" draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2020/04/frog_Studio_author-Pierre-Dubie.png\" alt>"
    },
    {
      "src": "https://frogdesign.nyc3.digitaloceanspaces.com/wp-content/uploads/2022/08/23175743/frog_VLC_Dulce-1.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img loading=\"lazy\" draggable=\"false\" src=\"https://frogdesign.nyc3.digitaloceanspaces.com/wp-content/uploads/2022/08/23175743/frog_VLC_Dulce-1.png\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2024/07/frog_Studio_author-Emma-Blankwater.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img loading=\"lazy\" draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2024/07/frog_Studio_author-Emma-Blankwater.png\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2025/04/frog_Dennis_Theunis-1.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img loading=\"lazy\" draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2025/04/frog_Dennis_Theunis-1.png\" alt>"
    },
    {
      "src": "https://frogdesign.nyc3.digitaloceanspaces.com/wp-content/uploads/2021/09/23183949/Melbourne_Jacintha_headshot.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img loading=\"lazy\" draggable=\"false\" src=\"https://frogdesign.nyc3.digitaloceanspaces.com/wp-content/uploads/2021/09/23183949/Melbourne_Jacintha_headshot.png\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2024/05/unilever-creating-consumer-insights-at-scale-new-3_4.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2024/05/unilever-creating-consumer-insights-at-scale-new-3_4.png\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2023/07/IKEA_living-room_1x1.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2023/07/IKEA_living-room_1x1.png\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2023/06/23_frog_volvo_harnessing-data-for-leaner-and-greener-future-of-mobility_3x4-1.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2023/06/23_frog_volvo_harnessing-data-for-leaner-and-greener-future-of-mobility_3x4-1.png\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2025/07/connecting-healthcare-professionals-grid_1_1.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2025/07/connecting-healthcare-professionals-grid_1_1.png\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2024/05/JPMorgan_Chase-modernizing-pos-hardware-for-smbs_3-4__2.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2024/05/JPMorgan_Chase-modernizing-pos-hardware-for-smbs_3-4__2.png\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2025/08/25_Tiffany_Case-study_grid-3_4.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2025/08/25_Tiffany_Case-study_grid-3_4.png\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2026/01/26_Decathlon-3_4-Image-Grid.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2026/01/26_Decathlon-3_4-Image-Grid.png\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2026/01/retaining-human-knowledge-with-ai_grid-1_1.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2026/01/retaining-human-knowledge-with-ai_grid-1_1.png\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2025/11/25_carrefour_case-study3_4.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2025/11/25_carrefour_case-study3_4.png\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2024/07/unum-ltr-1.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img class=\"HeroDescription_backdropImage__oERPn d-none d-md-block d-lg-none fadeInUpContent\" style=\"left: calc(50% + 0px); transform: translate(0px, 40px); opacity: 0;\" src=\"https://wp.frog.co/wp-content/uploads/2024/07/unum-ltr-1.png\" loading=\"lazy\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2024/07/unum-ltr-1.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img class=\"HeroDescription_backdropImage__oERPn d-none d-lg-block d-xl-none fadeInUpContent\" style=\"left: calc(50% + 60px); transform: translate3d(0px, 0.2268px, 0px); opacity: 0.9943;\" src=\"https://wp.frog.co/wp-content/uploads/2024/07/unum-ltr-1.png\" loading=\"lazy\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2024/07/unum-ltr-1.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img class=\"HeroDescription_backdropImage__oERPn d-none d-xl-block fadeInUpContent\" style=\"left: calc(50% + 40px); transform: translate3d(0px, 0.2268px, 0px); opacity: 0.9943;\" src=\"https://wp.frog.co/wp-content/uploads/2024/07/unum-ltr-1.png\" loading=\"lazy\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2026/05/Ep60_Co-evolving_with_Physical_AI_John_Robins_Header_share_image.jpg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2026/05/Ep60_Co-evolving_with_Physical_AI_John_Robins_Header_share_image.jpg\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2026/05/Ep59_Milan_Design_Week_Panel_Discussion_Header_share_image.jpg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2026/05/Ep59_Milan_Design_Week_Panel_Discussion_Header_share_image.jpg\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2026/04/WEFxAI_Header_Animation.gif",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2026/04/WEFxAI_Header_Animation.gif\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2026/04/the-consumerization-of-care-header.gif",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2026/04/the-consumerization-of-care-header.gif\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2026/03/Ep58_Futurescape_Design_Partnerships_Jess_Leitch_Header_Homepage.jpg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2026/03/Ep58_Futurescape_Design_Partnerships_Jess_Leitch_Header_Homepage.jpg\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2026/03/Futurescape_Ep_56_Sheldon_Pacotti_share_image.jpg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2026/03/Futurescape_Ep_56_Sheldon_Pacotti_share_image.jpg\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2026/03/amplifying-clinical-care-with-ai-share_image.jpg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2026/03/amplifying-clinical-care-with-ai-share_image.jpg\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2025/12/Ep56_DMfc_The_Future_of_Customer_Experience-Gagandeep_Gadri_share_image.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2025/12/Ep56_DMfc_The_Future_of_Customer_Experience-Gagandeep_Gadri_share_image.png\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2024/07/frog-homepage-accordion2.png",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img draggable=\"false\" src=\"https://wp.frog.co/wp-content/uploads/2024/07/frog-homepage-accordion2.png\" alt>"
    },
    {
      "src": "/static/icons/close-black.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/static/icons/close-black.svg\">"
    },
    {
      "src": "/static/icons/tick-black.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/static/icons/tick-black.svg\">"
    },
    {
      "src": "/static/icons/close-white.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/static/icons/close-white.svg\">"
    },
    {
      "src": "/static/icons/arrow-circle-icon-white.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"Footer_arrowCircle__00gVJ\" src=\"/static/icons/arrow-circle-icon-white.svg\" alt>"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2024/03/linkedin-frog-2.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"https://wp.frog.co/wp-content/uploads/2024/03/linkedin-frog-2.svg\" alt=\"https://www.linkedin.com/company/163904\">"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2024/03/vimeo-frog-2.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"https://wp.frog.co/wp-content/uploads/2024/03/vimeo-frog-2.svg\" alt=\"https://vimeo.com/frog\">"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2024/03/Instagram-frog-2.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"https://wp.frog.co/wp-content/uploads/2024/03/Instagram-frog-2.svg\" alt=\"https://instagram.com/frog_design\">"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2024/03/medium-frog-2.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"https://wp.frog.co/wp-content/uploads/2024/03/medium-frog-2.svg\" alt=\"https://medium.com/frog-voices\">"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2024/03/spotify-frog.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"https://wp.frog.co/wp-content/uploads/2024/03/spotify-frog.svg\" alt=\"https://open.spotify.com/show/5mxbuRY6KtBwIrNhWhu0sx\">"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2024/03/apple-podcast-frog.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"https://wp.frog.co/wp-content/uploads/2024/03/apple-podcast-frog.svg\" alt=\"https://podcasts.apple.com/us/podcast/design-mind-frogcast/id1541644073\">"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2024/03/friedolin-frog.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"Footer_friedolin__md3T1\" src=\"https://wp.frog.co/wp-content/uploads/2024/03/friedolin-frog.svg\" alt=\"frog company logo\">"
    },
    {
      "src": "https://wp.frog.co/wp-content/uploads/2024/03/friedolin-frog.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"Footer_friedolin__md3T1 d-none d-md-block\" src=\"https://wp.frog.co/wp-content/uploads/2024/03/friedolin-frog.svg\" alt=\"frog company logo\">"
    }
  ],
  "possibleDialogs": [
    "<div id=\"global-frog-modal\"></div>",
    "<div class=\"DialogForm_dialogForm__edj3o container-fluid px-0\"><div class=\"DialogForm_wrapper__kY1p1 col-12 col-md-8 offset-md-4 col-lg-6 offset-lg-6 col-xl-5 offset-xl-7\"><div class=\"DialogForm_closeButton__g7y5l\"><img src=\"/static/icons/close-black.svg\"></div><div class=\"row no-gutters\"><div class=\"col-12\"><p class=\"DialogForm_title__JC0hA\">Get in touch</p><p class=\"DialogForm_body__KoLgh\">Let&#x2019;s talk about what we can make, build, scale together</p></div><div class=\"col-12\"><iframe c...",
    "<div class=\"DialogForm_wrapper__kY1p1 col-12 col-md-8 offset-md-4 col-lg-6 offset-lg-6 col-xl-5 offset-xl-7\"><div class=\"DialogForm_closeButton__g7y5l\"><img src=\"/static/icons/close-black.svg\"></div><div class=\"row no-gutters\"><div class=\"col-12\"><p class=\"DialogForm_title__JC0hA\">Get in touch</p><p class=\"DialogForm_body__KoLgh\">Let&#x2019;s talk about what we can make, build, scale together</p></div><div class=\"col-12\"><iframe class=\"PardotForm_iframe__Mxk62\" src=\"https://go.frog.co/l/95412...",
    "<div class=\"DialogForm_closeButton__g7y5l\"><img src=\"/static/icons/close-black.svg\"></div>",
    "<p class=\"DialogForm_title__JC0hA\">Get in touch</p>",
    "<p class=\"DialogForm_body__KoLgh\">Let&#x2019;s talk about what we can make, build, scale together</p>",
    "<div class=\"DialogForm_image__IjvxX\"></div>"
  ],
  "score": 70,
  "weight": 10
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Answer block readiness

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

2 Warning

Needs attention

AIO: Answer block readiness

Warning

Issue

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

Details

Why it matters

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

Check name

AIO: Answer block readiness

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "sectionCount": 28,
  "passing": 0,
  "failing": [
    {
      "heading": "Futurescape: Artificial Realities",
      "headingHtml": "<h3>Futurescape: Artificial Realities</h3>",
      "firstParagraph": "Welcome to the Futurescape. Discover trends and insights on the future of human-AI chemistry.",
      "paragraphHtml": "<p>Welcome to the Futurescape. Discover trends and insights on the future of human-AI chemistry.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Designing Robots for Human Spaces",
      "headingHtml": "<h3>Designing Robots for Human Spaces</h3>",
      "firstParagraph": "Meet 'Nome,' a concept from frog that offers a human-centered approach to physical AI.",
      "paragraphHtml": "<p>Meet &apos;Nome,&apos; a concept from frog that offers a human-centered approach to physical AI.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Amplifying Clinical Care with AI",
      "headingHtml": "<h3>Amplifying Clinical Care with AI</h3>",
      "firstParagraph": "Examining how service design helps experts understand the healthcare ecosystem.",
      "paragraphHtml": "<p>Examining how service design helps experts understand the healthcare ecosystem.</p>",
      "words": 10,
      "direct": false,
      "issue": "First paragraph is 10 words and does not look like a concise direct answer."
    },
    {
      "heading": "Design Mind frogcast Ep. 55",
      "headingHtml": "<h3>Design Mind frogcast Ep. 55</h3>",
      "firstParagraph": "Peter Skillman, Global Head of Design at Philips, discusses the evolution of product design and the role of design leadership.",
      "paragraphHtml": "<p>Peter Skillman, Global Head of Design at Philips, discusses the evolution of product design and the role of design leadership.</p>",
      "words": 20,
      "direct": false,
      "issue": "First paragraph is 20 words and does not look like a concise direct answer."
    },
    {
      "heading": "From Complexity to Clarity",
      "headingHtml": "<h3>From Complexity to Clarity</h3>",
      "firstParagraph": "Dive into new research on how CMOs can reclaim marketing to build competitive edge.",
      "paragraphHtml": "<p>Dive into new research on how CMOs can reclaim marketing to build competitive edge.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Welcome to the pond",
      "headingHtml": "<h2 class=\"col-12 px-0 fadeInUpContent\" style=\"transform: translate(0px, 40px); opacity: 0;\">Welcome to the pond</h2>",
      "firstParagraph": "Meet the frogs making an impact for leading brands around the globe.",
      "paragraphHtml": "<p class=\"col-12 col-md-8 col-lg-6 px-0 fadeInUpContent\" style=\"transform: translate(0px, 40px); opacity: 0;\">Meet the frogs making an impact for leading brands around the globe.</p>",
      "words": 12,
      "direct": false,
      "issue": "First paragraph is 12 words and does not look like a concise direct answer."
    },
    {
      "heading": "Our work",
      "headingHtml": "<h2 class=\"col-12 px-0 fadeInUpContent\" style=\"transform: translate(0px, 40px); opacity: 0;\">Our work</h2>",
      "firstParagraph": "Reinvent your business and realize exceptional experiences that win hearts and move markets.",
      "paragraphHtml": "<p class=\"col-12 col-md-8 col-lg-6 px-0 fadeInUpContent\" style=\"transform: translate(0px, 40px); opacity: 0;\">Reinvent your business and realize exceptional experiences that win hearts and move markets.</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "Unilever",
      "headingHtml": "<h3>Unilever</h3>",
      "firstParagraph": "Creating Consumer Insights at Scale",
      "paragraphHtml": "<p>Creating Consumer Insights at Scale</p>",
      "words": 5,
      "direct": false,
      "issue": "First paragraph is 5 words and does not look like a concise direct answer."
    },
    {
      "heading": "IKEA Retail (Ingka Group)",
      "headingHtml": "<h3>IKEA Retail (Ingka Group)</h3>",
      "firstParagraph": "Deepening Customer Engagement with IKEA Retail",
      "paragraphHtml": "<p>Deepening Customer Engagement with IKEA Retail</p>",
      "words": 6,
      "direct": false,
      "issue": "First paragraph is 6 words and does not look like a concise direct answer."
    },
    {
      "heading": "Volvo Group",
      "headingHtml": "<h3>Volvo Group</h3>",
      "firstParagraph": "Harnessing Data for Leaner and Greener Future of Mobility",
      "paragraphHtml": "<p>Harnessing Data for Leaner and Greener Future of Mobility</p>",
      "words": 9,
      "direct": false,
      "issue": "First paragraph is 9 words and does not look like a concise direct answer."
    },
    {
      "heading": "Sanofi Global Health Unit",
      "headingHtml": "<h3>Sanofi Global Health Unit</h3>",
      "firstParagraph": "Connecting Healthcare Professionals",
      "paragraphHtml": "<p>Connecting Healthcare Professionals</p>",
      "words": 3,
      "direct": false,
      "issue": "First paragraph is 3 words and does not look like a concise direct answer."
    },
    {
      "heading": "Chase Payment Solutions<sup>SM</sup>",
      "headingHtml": "<h3>Chase Payment Solutions&lt;sup&gt;SM&lt;/sup&gt;</h3>",
      "firstParagraph": "Modernizing the Point-of-Sale Experience",
      "paragraphHtml": "<p>Modernizing the Point-of-Sale Experience</p>",
      "words": 4,
      "direct": false,
      "issue": "First paragraph is 4 words and does not look like a concise direct answer."
    },
    {
      "heading": "Tiffany & Co.",
      "headingHtml": "<h3>Tiffany &amp; Co.</h3>",
      "firstParagraph": "Reimagining Luxury Craftsmanship",
      "paragraphHtml": "<p>Reimagining Luxury Craftsmanship</p>",
      "words": 3,
      "direct": false,
      "issue": "First paragraph is 3 words and does not look like a concise direct answer."
    },
    {
      "heading": "Decathlon",
      "headingHtml": "<h3>Decathlon</h3>",
      "firstParagraph": "Shaping the Future of Urban Mobility",
      "paragraphHtml": "<p>Shaping the Future of Urban Mobility</p>",
      "words": 6,
      "direct": false,
      "issue": "First paragraph is 6 words and does not look like a concise direct answer."
    },
    {
      "heading": "National Grid",
      "headingHtml": "<h3>National Grid</h3>",
      "firstParagraph": "Retaining Human Knowledge with AI",
      "paragraphHtml": "<p>Retaining Human Knowledge with AI</p>",
      "words": 5,
      "direct": false,
      "issue": "First paragraph is 5 words and does not look like a concise direct answer."
    },
    {
      "heading": "Majid Al Futtaim / Carrefour",
      "headingHtml": "<h3>Majid Al Futtaim / Carrefour</h3>",
      "firstParagraph": "Helping Healthier Habits Stick, One Bright Bite at a Time",
      "paragraphHtml": "<p>Helping Healthier Habits Stick, One Bright Bite at a Time</p>",
      "words": 10,
      "direct": false,
      "issue": "First paragraph is 10 words and does not look like a concise direct answer."
    },
    {
      "heading": "How we work",
      "headingHtml": "<h2 class=\"col-12 fadeInUpContent\" style=\"transform: translate(0px, 40px); opacity: 0;\">How we work</h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Advancing people and planet",
      "headingHtml": "<h3 class=\"col-12 col-md-8 fadeInUpContent\" style=\"transform: translate(0px, 40px); opacity: 0;\">Advancing people <span class=\"d-none d-lg-inline\"><br></span>and planet </h3>",
      "firstParagraph": "The disruptive forces of emerging technologies and sustainable objectives present a reinvention imperative for businesses—and the potential to create entirely new dimensions of value. Navigate the dual transition of the eco-digital era with innovative solutions to today’s biggest challenges.",
      "paragraphHtml": "<p class=\"col-12 col-md-6 fadeInUpContent\" style=\"transform: translate(0px, 40px); opacity: 0;\">The disruptive forces of emerging technologies and sustainable objectives present a reinvention imperative for businesses&#x2014;and the potential to create entirely new dimensions of value. Navigate the dual transition of the eco-digital era with innovative solutions to today&#x2019;s biggest challenges.</p>",
      "words": 41,
      "direct": false,
      "issue": "First paragraph is 41 words and does not look like a concise direct answer."
    },
    {
      "heading": "Latest insights",
      "headingHtml": "<h2 class=\"col-12 px-0 fadeInUpContent\" style=\"transform: translate(0px, 40px); opacity: 0;\">Latest insights</h2>",
      "firstParagraph": "Explore research, provocations and perspectives on trends across technology, creativity, business and culture.",
      "paragraphHtml": "<p class=\"col-12 col-md-8 col-lg-6 px-0 fadeInUpContent\" style=\"transform: translate(0px, 40px); opacity: 0;\">Explore research, provocations and perspectives on trends across technology, creativity, business and culture.</p>",
      "words": 13,
      "direct": false,
      "issue": "First paragraph is 13 words and does not look like a concise direct answer."
    },
    {
      "heading": "Podcast",
      "headingHtml": "<h3 class=\"ArticlesCarousel_title__NCgIQ\">Podcast</h3>",
      "firstParagraph": "Ep.60 – Co-evolving with Physical AI",
      "paragraphHtml": "<p class=\"ArticlesCarousel_subtitle__f__WI\">Ep.60 &#x2013; Co-evolving with Physical AI</p>",
      "words": 6,
      "direct": false,
      "issue": "First paragraph is 6 words and does not look like a concise direct answer."
    },
    {
      "heading": "Podcast",
      "headingHtml": "<h3 class=\"ArticlesCarousel_title__NCgIQ\">Podcast</h3>",
      "firstParagraph": "Ep.59 – Live from Milan Design Week",
      "paragraphHtml": "<p class=\"ArticlesCarousel_subtitle__f__WI\">Ep.59 &#x2013; Live from Milan Design Week</p>",
      "words": 7,
      "direct": false,
      "issue": "First paragraph is 7 words and does not look like a concise direct answer."
    },
    {
      "heading": "Article",
      "headingHtml": "<h3 class=\"ArticlesCarousel_title__NCgIQ\">Article</h3>",
      "firstParagraph": "Rewriting the Playbook for Agentic AI",
      "paragraphHtml": "<p class=\"ArticlesCarousel_subtitle__f__WI\">Rewriting the Playbook for Agentic AI</p>",
      "words": 6,
      "direct": false,
      "issue": "First paragraph is 6 words and does not look like a concise direct answer."
    },
    {
      "heading": "Article",
      "headingHtml": "<h3 class=\"ArticlesCarousel_title__NCgIQ\">Article</h3>",
      "firstParagraph": "The Consumerization of Care",
      "paragraphHtml": "<p class=\"ArticlesCarousel_subtitle__f__WI\">The Consumerization of Care</p>",
      "words": 4,
      "direct": false,
      "issue": "First paragraph is 4 words and does not look like a concise direct answer."
    },
    {
      "heading": "Podcast",
      "headingHtml": "<h3 class=\"ArticlesCarousel_title__NCgIQ\">Podcast</h3>",
      "firstParagraph": "Ep.58 – When Human Connection Meets AI",
      "paragraphHtml": "<p class=\"ArticlesCarousel_subtitle__f__WI\">Ep.58 &#x2013; When Human Connection Meets AI</p>",
      "words": 7,
      "direct": false,
      "issue": "First paragraph is 7 words and does not look like a concise direct answer."
    },
    {
      "heading": "Podcast",
      "headingHtml": "<h3 class=\"ArticlesCarousel_title__NCgIQ\">Podcast</h3>",
      "firstParagraph": "Ep.57 – Writing the Future of AI",
      "paragraphHtml": "<p class=\"ArticlesCarousel_subtitle__f__WI\">Ep.57 &#x2013; Writing the Future of AI</p>",
      "words": 7,
      "direct": false,
      "issue": "First paragraph is 7 words and does not look like a concise direct answer."
    },
    {
      "heading": "Article",
      "headingHtml": "<h3 class=\"ArticlesCarousel_title__NCgIQ\">Article</h3>",
      "firstParagraph": "Amplifying Clinical Care with AI",
      "paragraphHtml": "<p class=\"ArticlesCarousel_subtitle__f__WI\">Amplifying Clinical Care with AI</p>",
      "words": 5,
      "direct": false,
      "issue": "First paragraph is 5 words and does not look like a concise direct answer."
    },
    {
      "heading": "Podcast",
      "headingHtml": "<h3 class=\"ArticlesCarousel_title__NCgIQ\">Podcast</h3>",
      "firstParagraph": "Ep.56 – The Future of Customer Experience",
      "paragraphHtml": "<p class=\"ArticlesCarousel_subtitle__f__WI\">Ep.56 &#x2013; The Future of Customer Experience</p>",
      "words": 7,
      "direct": false,
      "issue": "First paragraph is 7 words and does not look like a concise direct answer."
    },
    {
      "heading": "Our principles",
      "headingHtml": "<h2 class=\"col-12 fadeInUpContent\" style=\"transform: translate(0px, 40px); opacity: 0;\">Our principles</h2>",
      "firstParagraph": "Get in touch",
      "paragraphHtml": "<p class=\"DialogForm_title__JC0hA\">Get in touch</p>",
      "words": 3,
      "direct": false,
      "issue": "First paragraph is 3 words and does not look like a concise direct answer."
    }
  ],
  "score": 65,
  "weight": 8
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer intent coverage

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

1 Warning

Needs attention

AEO: Answer intent coverage

Warning

Issue

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

Details

Why it matters

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

Check name

AEO: Answer intent coverage

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "headings": [
    {
      "text": "Welcome to the pond",
      "html": "<h2 class=\"col-12 px-0 fadeInUpContent\" style=\"transform: translate(0px, 40px); opacity: 0;\">Welcome to the pond</h2>"
    },
    {
      "text": "Our work",
      "html": "<h2 class=\"col-12 px-0 fadeInUpContent\" style=\"transform: translate(0px, 40px); opacity: 0;\">Our work</h2>"
    },
    {
      "text": "How we work",
      "html": "<h2 class=\"col-12 fadeInUpContent\" style=\"transform: translate(0px, 40px); opacity: 0;\">How we work</h2>"
    },
    {
      "text": "Latest insights",
      "html": "<h2 class=\"col-12 px-0 fadeInUpContent\" style=\"transform: translate(0px, 40px); opacity: 0;\">Latest insights</h2>"
    },
    {
      "text": "Our principles",
      "html": "<h2 class=\"col-12 fadeInUpContent\" style=\"transform: translate(0px, 40px); opacity: 0;\">Our principles</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is frog?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does frog work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use frog?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is frog free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does frog compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is frog?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use frog?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is frog free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does frog 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

Issue

AI context endpoint is informational for this page.

Why it matters

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

Check name

AI context endpoint

Score

100/100

Status

informational

Category

API

Maturity

Emerging recommendation

Goal

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

Result

AI context endpoint is informational for this page.

Validation steps

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

Evidence

{
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "informational",
      "evidence": {
        "checked": [
          {
            "path": "/api/ai/context",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 2418
          },
          {
            "path": "/api/context",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 2418
          },
          {
            "path": "/context",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 2418
          }
        ]
      },
      "issue": "AI context endpoint was not found at the expected path.",
      "howToFix": "Publish a concise JSON or Markdown AI context endpoint describing the product, public actions, and machine-readable resources."
    }
  ]
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Query intent coverage

AIO: Query intent coverage is informational for this page.

Informational

Needs attention

AIO: Query intent coverage

Informational

Issue

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

Details

Why it matters

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

Check name

AIO: Query intent coverage

Score

70/100

Status

informational

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AIO: Query intent coverage is informational for this page.

Evidence

{
  "headings": [
    {
      "text": "Welcome to the pond",
      "html": "<h2 class=\"col-12 px-0 fadeInUpContent\" style=\"transform: translate(0px, 40px); opacity: 0;\">Welcome to the pond</h2>"
    },
    {
      "text": "Our work",
      "html": "<h2 class=\"col-12 px-0 fadeInUpContent\" style=\"transform: translate(0px, 40px); opacity: 0;\">Our work</h2>"
    },
    {
      "text": "How we work",
      "html": "<h2 class=\"col-12 fadeInUpContent\" style=\"transform: translate(0px, 40px); opacity: 0;\">How we work</h2>"
    },
    {
      "text": "Latest insights",
      "html": "<h2 class=\"col-12 px-0 fadeInUpContent\" style=\"transform: translate(0px, 40px); opacity: 0;\">Latest insights</h2>"
    },
    {
      "text": "Our principles",
      "html": "<h2 class=\"col-12 fadeInUpContent\" style=\"transform: translate(0px, 40px); opacity: 0;\">Our principles</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is frog?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does frog work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use frog?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is frog free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does frog compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is frog?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use frog?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is frog free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does frog compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 4
}

Agent Ease of UseAuthEmerging recommendation

Auth.md Agent Registration

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

Informational

Needs attention

Auth.md Agent Registration

Informational

Issue

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

Why it matters

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

Check name

Auth.md Agent Registration

Score

0/100

Status

informational

Category

Auth

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "auth-md",
  "steps": [
    {
      "id": "auth-md",
      "title": "Fetch and validate /auth.md",
      "status": "fail",
      "evidence": {
        "path": "/auth.md",
        "ok": false,
        "statusCode": 404,
        "contentType": "text/html; charset=utf-8",
        "length": 2418,
        "validation": {
          "valid": false,
          "issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html; charset=utf-8\" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.",
          "compatibleContentType": false,
          "contentLength": 2406,
          "hasRegisterInstructions": false,
          "hasProtectedResourceLink": false,
          "hasAuthorizationServerLink": false,
          "mentionsIdentity": false,
          "mentionsCredential": false,
          "links": [
            "/favicon.ico",
            "/_next/static/css/2f097e44f3309819.css",
            "/_next/static/css/2f097e44f3309819.css",
            "/_next/static/css/10cda735c084032a.css",
            "/_next/static/css/10cda735c084032a.css",
            "/noscript",
            "/_next/static/chunks/polyfills-42372ed130431b0a.js",
            "/script",
            "/_next/static/chunks/webpack-b62e5e3ba31f7750.js",
            "/script"
          ],
          "rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"shortcut icon\" href=\"/favicon.ico\" data-next-head=\"\"/><link data-next-font=\"\" rel=\"preconnect\" href=\"/\" crossorigin=\"anonymous\"/><link rel=\"preload\" href=\"/_next/static/css/2f097e44f3309819.css\" as=\"style\"/><link rel=\"stylesheet\" href=\"/_next/static/css/2f097e44f3309819.css\" data-n-g=\"\"/><link rel=\"preload\" href=\"/_next/static/css/10cda735c084032a.css\" as=\"style\"/><link rel=\"stylesheet\" href=\"/_next/static/css/10cda735c084032a.css\" data-n-p=\"\"/><noscript data-n-css=\"\"></noscript><script defer=\"\" nomodule=\"\" src=\"/_next/static/chunks/polyfills-42372ed130431b0a.js\"></script><script src=\"/_next/static/chunks/webpack-b62e5e3ba31f7750.js\""
        }
      },
      "issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html; charset=utf-8\" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.",
      "howToFix": "Serve /auth.md at the site root as Markdown with agent registration instructions and links to OAuth metadata."
    },
    {
      "id": "oauth-protected-resource",
      "title": "Publish protected resource metadata",
      "status": "fail",
      "evidence": {
        "path": "/.well-known/oauth-protected-resource",
        "ok": false,
        "statusCode": 404,
        "contentType": "text/html; charset=utf-8",
        "length": 2418,
        "text": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"shortcut icon\" href=\"/favicon.ico\" data-next-head=\"\"/><link data-next-font=\"\" rel=\"preconnect\" href=\"/\" crossorigin=\"anonymous\"/><link rel=\"preload\" href=\"/_next/static/css/2f097e44f3309819.css\" as=\"style\"/><link rel=\"stylesheet\" href=\"/_next/static/css/2f097e44f3309819.css\" data-n-g=\"\"/><link rel=\"preload\" href=\"/_next/static/css/10cda735c084032a.css\" as=\"style\"/><link rel=\"stylesheet\" href=\"/_next/static/css/10cda735c084032a.css\" data-n-p=\"\"/><noscript data-n-css=\"\"></noscript><script defer=\"\" nomodule=\"\" src=\"/_next/static/chunks/polyfills-42372ed130431b0a.js\"></script><script src=\"/_next/static/chunks/webpack-b62e5e3ba31f7750.js\" defer=\"\"></script><script src=\"/_next/static/chunks/framework-97862ef36bc4065f.js\" defer=\"\"></script><script src=\"/_next/static/chunks/main-e56200adec29f333.js\" defer=\"\"></script><script src=\"/_next/static/chunks/pages/_app-28dec9f123b10b2d.js\" defer=\"\"></script><script src=\"/_next/static/chunks/522-cc7143db297ad2ec.js\" defer=\"\"></script><script src=\"/_next/static/chunks/1329-feaf5de729f039b8.js\" defer=\"\"></script><script src=\"/_next/static/chunks/pages/404-afc76e03c7f6aa89.js\" defer=\"\"></script><script src=\"/_next/static/88g218Fsjto7TJFwpVCZL/_buildManifest.js\" defer=\"\"></script><script src=\"/_next/static/88g218Fsjto7TJFwpVCZL/_ssgManifest.js\" defer=\"\"></script></head><body><div id=\"global-frog-modal\"></div><div id=\"__next\"><div><div><div class=\"NavSpacer_navSpacer__NYcqU NavSpacer_white__mDw9n\"></div><div class=\"HTTP404Intro_http404Intro__MLeV0\"><div class=\"container px-0\"><div class=\"HTTP404Intro_title__Jf_Ra\">Page not found</div><div class=\"HTTP404Intro_descriptionBlock1__A7Hr8\">Uh oh, looks like you’ve stumbled upon a problem! </br> Don’t worry, we help design solutions.</div><div class=\"HTTP404Intro_descriptionBlock2__40JyB\">In the meantime, check out some of the other cool stuff we’ve made:</div></div></div></div></div></div><script id=\"__NEXT_DATA__\" type=\"application/json\">{\"props\":{\"pageProps\":{}},\"page\":\"/404\",\"query\":{},\"buildId\":\"88g218Fsjto7TJFwpVCZL\",\"nextExport\":true,\"autoExport\":true,\"isFallback\":false,\"locale\":\"en\",\"locales\":[\"en\",\"fr-fr\",\"zh-cn\"],\"defaultLocale\":\"en\",\"domainLocales\":[{\"domain\":\"frogco.cn\",\"defaultLocale\":\"zh-cn\"}],\"scriptLoader\":[]}</script></body></html>"
      },
      "issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/oauth-protected-resource with resource and authorization_servers fields."
    },
    {
      "id": "agent-auth-block",
      "title": "Validate agent_auth authorization metadata",
      "status": "fail",
      "evidence": {
        "valid": false,
        "issue": "OAuth authorization server metadata could not be fetched.",
        "fetch": {
          "ok": false,
          "statusCode": 404,
          "contentType": "text/html; charset=utf-8",
          "length": 2418,
          "text": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"shortcut icon\" href=\"/favicon.ico\" data-next-head=\"\"/><link data-next-font=\"\" rel=\"preconnect\" href=\"/\" crossorigin=\"anonymous\"/><link rel=\"preload\" href=\"/_next/static/css/2f097e44f3309819.css\" as=\"style\"/><link rel=\"stylesheet\" href=\"/_next/static/css/2f097e44f3309819.css\" data-n-g=\"\"/><link rel=\"preload\" href=\"/_next/static/css/10cda735c084032a.css\" as=\"style\"/><link rel=\"stylesheet\" href=\"/_next/static/css/10cda735c084032a.css\" data-n-p=\"\"/><noscript data-n-css=\"\"></noscript><script defer=\"\" nomodule=\"\" src=\"/_next/static/chunks/polyfills-42372ed130431b0a.js\"></script><script src=\"/_next/static/chunks/webpack-b62e5e3ba31f7750.js\" defer=\"\"></script><script src=\"/_next/static/chunks/framework-97862ef36bc4065f.js\" defer=\"\"></script><script src=\"/_next/static/chunks/main-e56200adec29f333.js\" defer=\"\"></script><script src=\"/_next/static/chunks/pages/_app-28dec9f123b10b2d.js\" defer=\"\"></script><script src=\"/_next/static/chunks/522-cc7143db297ad2ec.js\" defer=\"\"></script><script src=\"/_next/static/chunks/1329-feaf5de729f039b8.js\" defer=\"\"></script><script src=\"/_next/static/chunks/pages/404-afc76e03c7f6aa89.js\" defer=\"\"></script><script src=\"/_next/static/88g218Fsjto7TJFwpVCZL/_buildManifest.js\" defer=\"\"></script><script src=\"/_next/static/88g218Fsjto7TJFwpVCZL/_ssgManifest.js\" defer=\"\"></script></head><body><div id=\"global-frog-modal\"></div><div id=\"__next\"><div><div><div class=\"NavSpacer_navSpacer__NYcqU NavSpacer_white__mDw9n\"></div><div class=\"HTTP404Intro_http404Intro__MLeV0\"><div class=\"container px-0\"><div class=\"HTTP404Intro_title__Jf_Ra\">Page not found</div><div class=\"HTTP404Intro_descriptionBlock1__A7Hr8\">Uh oh, looks like you’ve stumbled upon a problem! </br> Don’t worry, we help design solutions.</div><div class=\"HTTP404Intro_descriptionBlock2__40JyB\">In the meantime, check out some of the other cool stuff we’ve made:</div></div></div></div></div></div><script id=\"__NEXT_DATA__\" type=\"application/json\">{\"props\":{\"pageProps\":{}},\"page\":\"/404\",\"query\":{},\"buildId\":\"88g218Fsjto7TJFwpVCZL\",\"nextExport\":true,\"autoExport\":true,\"isFallback\":false,\"locale\":\"en\",\"locales\":[\"en\",\"fr-fr\",\"zh-cn\"],\"defaultLocale\":\"en\",\"domainLocales\":[{\"domain\":\"frogco.cn\",\"defaultLocale\":\"zh-cn\"}],\"scriptLoader\":[]}</script></body></html>"
        }
      },
      "issue": "OAuth authorization server metadata could not be fetched.",
      "howToFix": "Add agent_auth to /.well-known/oauth-authorization-server with register_uri, supported identity types, credential types, and claim or revocation URLs where applicable."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 3,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

AI DiscoverabilityDiscoverabilityEstablished

IndexNow key

IndexNow key is informational for this page.

Informational

Needs attention

IndexNow key

Informational

Issue

IndexNow key is informational for this page.

Why it matters

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

Check name

IndexNow key

Score

100/100

Status

informational

Category

Discoverability

Maturity

Established

Goal

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

Result

IndexNow key is informational for this page.

Validation steps

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

Evidence

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

Agent Ease of UseAuthEstablished

OAuth / OIDC discovery

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

Informational

Needs attention

OAuth / OIDC discovery

Informational

Issue

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

Why it matters

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

Check name

OAuth / OIDC discovery

Score

0/100

Status

informational

Category

Auth

Maturity

Established

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/openid-configuration",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 2418
          },
          {
            "path": "/.well-known/oauth-authorization-server",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 2418
          }
        ]
      },
      "issue": "OAuth / OIDC discovery was not found at the expected path.",
      "howToFix": "Publish valid OAuth/OIDC metadata only when the site actually supports OAuth/OIDC. Otherwise omit provider discovery and document any unauthenticated public APIs separately."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 3,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

Agent Ease of UseAuthEmerging recommendation

OAuth Protected Resource

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

Informational

Needs attention

OAuth Protected Resource

Informational

Issue

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

Why it matters

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

Check name

OAuth Protected Resource

Score

0/100

Status

informational

Category

Auth

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch protected resource metadata",
      "status": "fail",
      "evidence": {
        "path": "/.well-known/oauth-protected-resource",
        "statusCode": 404,
        "contentType": "text/html; charset=utf-8"
      },
      "issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/oauth-protected-resource JSON."
    },
    {
      "id": "metadata",
      "title": "Validate protected resource metadata",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Response is not valid JSON.",
        "rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><link rel=\"shortcut icon\" href=\"/favicon.ico\" data-next-head=\"\"/><link data-next-font=\"\" rel=\"preconnect\" href=\"/\" crossorigin=\"anonymous\"/><link rel=\"preload\" href=\"/_next/static/css/2f097e44f3309819.css\" as=\"style\"/><link rel=\"stylesheet\" href=\"/_next/static/css/2f097e44f3309819.css\" data-n-g=\"\"/><link rel=\"preload\" href=\"/_next/static/css/10cda735c084032a.css\" as=\"style\"/><link rel=\"stylesheet\" href=\"/_next/static/css/10cda735c084032a.css\" data-n-p=\"\"/><noscript data-n-css=\"\"></noscript><script defer=\"\" nomodule=\"\" src=\"/_next/static/chunks/polyfills-42372ed130431b0a.js\"></script><script src=\"/_next/static/chunks/webpack-b62e5e3ba31f7750.js\""
      },
      "issue": "Response is not valid JSON.",
      "howToFix": "Publish resource and authorization_servers as absolute URLs."
    },
    {
      "id": "resource-identity",
      "title": "Validate protected resource identity",
      "status": "fail",
      "evidence": {
        "expectedResource": "https://www.frog.co"
      },
      "issue": "Protected resource metadata `resource` did not match the resource identifier used to retrieve it.",
      "howToFix": "Set `resource` to the origin/resource identifier represented by /.well-known/oauth-protected-resource."
    },
    {
      "id": "protected-route-challenge",
      "title": "Probe protected API Bearer challenge",
      "status": "informational",
      "evidence": {
        "checked": [
          {
            "path": "/api/admin/scans",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://www.frog.co/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/admin/summary",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://www.frog.co/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/scans",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://www.frog.co/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          }
        ]
      },
      "issue": "No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.",
      "howToFix": "When this site exposes bearer-protected APIs, return 401 with WWW-Authenticate: Bearer and link resource_metadata."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 3,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

Performance and AccessibilityBest PracticesBrowser audit

Browser errors were logged to the console

100 Fail

Check name

Browser errors were logged to the console

Score

0/100

Status

fail

Device

desktop

Category

Best Practices

Fix guidance

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

References

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

Evidence

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

Performance and AccessibilityAccessibilityBrowser 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

Accessibility

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).

References

https://web.dev/learn/accessibility/

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)."
}

SEOSEOBrowser audit

Image elements do not have `[alt]` attributes

50 Fail

Check name

Image elements do not have `[alt]` attributes

Score

0/100

Status

fail

Device

desktop

Category

SEO

Fix guidance

References

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

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)."
}

SEOSEOBrowser audit

Links are not crawlable

50 Fail

Check name

Links are not crawlable

Score

0/100

Status

fail

Device

desktop

Category

SEO

Fix guidance

Search engines may use `href` attributes on links to crawl websites. Ensure that the `href` attribute of anchor elements links to an appropriate destination, so more pages of the site can be discovered. [Learn how to make links crawlable](https://support.google.com/webmasters/answer/9112205)

References

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

Evidence

{
  "description": "Search engines may use `href` attributes on links to crawl websites. Ensure that the `href` attribute of anchor elements links to an appropriate destination, so more pages of the site can be discovered. [Learn how to make links crawlable](https://support.google.com/webmasters/answer/9112205)"
}

Performance and AccessibilityPerformanceBrowser audit

`<frame>` or `<iframe>` elements do not have a title

14 Fail

Check name

`<frame>` or `<iframe>` elements do not have a title

Score

0/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

Screen reader users rely on frame titles to describe the contents of frames. [Learn more about frame titles](https://dequeuniversity.com/rules/axe/4.11/frame-title).

References

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

Evidence

{
  "description": "Screen reader users rely on frame titles to describe the contents of frames. [Learn more about frame titles](https://dequeuniversity.com/rules/axe/4.11/frame-title)."
}

Performance and AccessibilityPerformanceBrowser audit

LCP breakdown

14 Fail

Check name

LCP breakdown

Score

0/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

Each [subpart has specific improvement strategies](https://developer.chrome.com/docs/performance/insights/lcp-breakdown). Ideally, most of the LCP time should be spent on loading the resources, not within delays.

References

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

Evidence

{
  "description": "Each [subpart has specific improvement strategies](https://developer.chrome.com/docs/performance/insights/lcp-breakdown). Ideally, most of the LCP time should be spent on loading the resources, not within delays."
}

Performance and AccessibilityPerformanceBrowser audit

Avoid enormous network payloads

7 Warning

Check name

Avoid enormous network payloads

Score

50/100

Status

warning

Device

desktop

Category

Performance

Estimated savings

Total size was 30,451 KiB

Fix guidance

Large network payloads cost users real money and are highly correlated with long load times. [Learn how to reduce payload sizes](https://developer.chrome.com/docs/lighthouse/performance/total-byte-weight/).

References

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

Evidence

{
  "displayValue": "Total size was 30,451 KiB",
  "description": "Large network payloads cost users real money and are highly correlated with long load times. [Learn how to reduce payload sizes](https://developer.chrome.com/docs/lighthouse/performance/total-byte-weight/).",
  "numericValue": 31181941
}

Performance and AccessibilityPerformanceBrowser audit

Legacy JavaScript

7 Warning

Check name

Legacy JavaScript

Score

50/100

Status

warning

Device

desktop

Category

Performance

Estimated savings

Est savings of 13 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)

References

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

Evidence

{
  "displayValue": "Est savings of 13 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

Reduce unused CSS

7 Warning

Check name

Reduce unused CSS

Score

50/100

Status

warning

Device

desktop

Category

Performance

Estimated savings

Est savings of 46 KiB

Fix guidance

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

References

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

Evidence

{
  "displayValue": "Est savings of 46 KiB",
  "description": "Reduce unused rules from stylesheets and defer CSS not used for above-the-fold content to decrease bytes consumed by network activity. [Learn how to reduce unused CSS](https://developer.chrome.com/docs/lighthouse/performance/unused-css-rules/).",
  "numericValue": 0
}

Performance and AccessibilityPerformanceBrowser audit

Reduce unused JavaScript

7 Warning

Check name

Reduce unused JavaScript

Score

50/100

Status

warning

Device

desktop

Category

Performance

Estimated savings

Est savings of 168 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/).

References

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

Evidence

{
  "displayValue": "Est savings of 168 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": 0
}

Performance and AccessibilityPerformanceBrowser audit

Loading performance

2 Fail

Check name

Loading performance

Score

89/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

Review the grouped loading performance checks and improve the failing sub-checks listed in evidence.

References

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

Evidence

{
  "checks": [
    {
      "id": "speed-index",
      "title": "Speed Index",
      "score": 57,
      "displayValue": "2.1 s",
      "numericValue": 2118.1730232635105
    },
    {
      "id": "network-rtt",
      "title": "Network Round Trip Times",
      "score": 100,
      "displayValue": "50 ms",
      "numericValue": 52.74675
    },
    {
      "id": "total-blocking-time",
      "title": "Total Blocking Time",
      "score": 100,
      "displayValue": "10 ms",
      "numericValue": 5.5
    },
    {
      "id": "largest-contentful-paint",
      "title": "Largest Contentful Paint",
      "score": 96,
      "displayValue": "0.9 s",
      "numericValue": 931.5042387683332
    },
    {
      "id": "server-response-time",
      "title": "Initial server response time was short",
      "score": 100,
      "displayValue": "Root document took 200 ms",
      "numericValue": 197
    },
    {
      "id": "interactive",
      "title": "Time to Interactive",
      "score": 60,
      "displayValue": "4.0 s",
      "numericValue": 3951.874160301996
    },
    {
      "id": "first-contentful-paint",
      "title": "First Contentful Paint",
      "score": 97,
      "displayValue": "0.7 s",
      "numericValue": 739.2473472406214
    },
    {
      "id": "max-potential-fid",
      "title": "Max Potential First Input Delay",
      "score": 100,
      "displayValue": "60 ms",
      "numericValue": 61
    }
  ]
}

Fix with MCP or CLI

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

Score history

Public scan score over time

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

1 reports

Public score history report links
Scan date	Score	Readiness	Report
Jun 9, 2026	60/100	Level 3, Bot-Aware	Current report