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48/100

OVERALL SCORE

Level 2, Agent-Limited

Priority improvements needed for AI agents
AIDiscoverability38%Agent Easeof Use10%Security& Trust40%GEO, AIO, AEO65%SEO85%Performance& Accessibility65%
  • AI Discoverability 38 out of 100
  • Agent Ease of Use 10 out of 100
  • Security & Trust 40 out of 100
  • GEO, AIO and AEO 65 out of 100
  • SEO 85 out of 100
  • Performance and Accessibility 65 out of 100

CAPTURED SCREENSHOT

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What AI sees of your website

The AI Infrastructure for Record to Report | Leapfin favicon

The AI Infrastructure for Record to Report | Leapfin

Modern finance software that helps growing companies accurately account for & report at scale by turning operational data into usable financials

Next step

Turn this report into a fix workflow

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

Detailed report scores grouped by capability area
MetricScoreStatusPassedFailedWarningEvidence
AI Discoverability
38
Priority fix7161View details
Discoverability
33
Priority fix360View details
Content Readiness
46
Priority fix371View details
Bot Access Control
33
Priority fix130View details
Agent Ease of Use
10
Priority fix6291View details
API
0
Priority fix060View details
Auth
Not Applicable
Not Applicable070View details
MCP
25
Priority fix260View details
Skill Discovery
5
Priority fix0101View details
Agent Commerce
Not Applicable
Not Applicable400
GEO, AIO and AEO
65
Needs work4312View details
GEO Readiness
76
Mostly ready104
AIO Readiness
57
Needs work223View details
AEO Readiness
62
Needs work115View details
SEO
85
Mostly ready920View details
SEO
85
Mostly ready920View details
Security & Trust
40
Priority fix630View details
Security & Trust
40
Priority fix230View details
AI Training Exposure
Not Applicable
Not Applicable400
Performance and Accessibility
65
Needs work1941View details
Performance
51
Needs work1141View details
Accessibility
90
Strong800

Prioritized recommendations

Issues ranked by score impact

50 items need attention

Agent Ease of UseAPIEstablished

API Catalog

API Catalog failed at "Fetch API catalog".

50 Fail

Needs attention

API Catalog

Failed check
01

Issue

The API catalog endpoint did not return HTTP 2xx.

02

Why it matters

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

Check name

API Catalog

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

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

Result

API Catalog failed at "Fetch API catalog".

Validation steps

  1. Fetch API catalog

    The API catalog endpoint did not return HTTP 2xx.

  2. Validate RFC 9727 linkset

    Response is not valid JSON.

  3. Fetch advertised API catalog targets

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

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch API catalog",
      "status": "fail",
      "evidence": {
        "statusCode": 404,
        "contentType": "text/html"
      },
      "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>\n    <meta charset=\"utf-8\">\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n    <title></title>\n    <meta name=\"description\" content=\"\">\n    \n      <meta property=\"og:type\" content=\"website\">\n    \n    \n      <meta property=\"twitter:image\" content=\"https://www.leapfin.com/hubfs/preview-card-22FEB2024.png\">\n      <meta property=\"og:image\" content=\"https://www.leapfin.com/hubfs/preview-card-22FEB2024.png\">\n    \n    \n      <link rel=\"shortcut icon\" href=\"https://www.leapfin.com/hubfs/favicon_21MAR2024-1.png\">\n    \n    <link rel=\"preload\" href=\"https://www.leapfin.com/hubfs/fonts/poppins/woff2/Poppins-Bold.woff2\" as=\"font\" crossorigin=\"anonymous\" type=\"font/woff2\">\n    <link rel=\"preload\" href=\"https://www.leapfin.com/hubfs/fonts/rob"
      },
      "issue": "Response is not valid JSON.",
      "howToFix": "Use application/linkset+json with service-desc, service-doc, and status relations that each include href."
    },
    {
      "id": "target-validation",
      "title": "Fetch advertised API catalog targets",
      "status": "fail",
      "evidence": {
        "checked": [],
        "failures": [
          {
            "reason": "No same-origin API catalog hrefs were available to fetch."
          }
        ]
      },
      "issue": "API Catalog did not expose any same-origin hrefs to validate.",
      "howToFix": "Make each same-origin API catalog href reachable and serve the advertised media type."
    }
  ]
}

AI DiscoverabilityBot Access ControlInformational

Content Signal

Content Signal is missing or incomplete.

50 Fail

Needs attention

Content Signal

Failed check
01

Issue

No Content Signal found in robots.txt

02

Why it matters

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

Check name

Content Signal

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

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

Result

Content Signal is missing or incomplete.

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

Agent Ease of UseAPIEstablished

OpenAPI discovery

OpenAPI discovery failed at "Find valid OpenAPI document".

50 Fail

Needs attention

OpenAPI discovery

Failed check
01

Issue

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

02

Why it matters

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

Check name

OpenAPI discovery

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

Publish a valid OpenAPI or Swagger document for API discovery.

Result

OpenAPI discovery failed at "Find valid OpenAPI document".

Validation steps

  1. Find valid OpenAPI document

    OpenAPI YAML document did not match the expected shape. Content-Type "text/html" 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",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" 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>\n    <meta charset=\"utf-8\">\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n    <title></title>\n    <meta name=\"description\" content=\"\">\n    \n      <meta property=\"og:type\" content=\"website\">\n    \n    \n      <meta property=\"twitter:image\" content=\"https://www.leapfin.com/hubfs/preview-card-22FEB2024.png\">\n      <meta property=\"og:image\" content=\"https://www.leapfin.com/hubfs/preview-card-22FEB2024.png\">\n    \n    \n      <link rel=\"shortcut icon\" href=\"https://www.leapfin.com/hubfs/favicon_21MAR2024-1.png\">\n    \n    <link rel=\"preload\" href=\"https://www.leapfin.com/hubfs/fonts/poppins/woff2/Poppins-Bold.woff2\" as=\"font\" crossorigin=\"anonymous\" type=\"font/woff2\">\n    <link rel=\"preload\" href=\"https://www.leapfin.com/hubfs/fonts/rob"
          },
          {
            "path": "/openapi.yaml",
            "statusCode": 404,
            "contentType": "text/html",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" 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>\n    <meta charset=\"utf-8\">\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n    <title></title>\n    <meta name=\"description\" content=\"\">\n    \n      <meta property=\"og:type\" content=\"website\">\n    \n    \n      <meta property=\"twitter:image\" content=\"https://www.leapfin.com/hubfs/preview-card-22FEB2024.png\">\n      <meta property=\"og:image\" content=\"https://www.leapfin.com/hubfs/preview-card-22FEB2024.png\">\n    \n    \n      <link rel=\"shortcut icon\" href=\"https://www.leapfin.com/hubfs/favicon_21MAR2024-1.png\">\n    \n    <link rel=\"preload\" href=\"https://www.leapfin.com/hubfs/fonts/poppins/woff2/Poppins-Bold.woff2\" as=\"font\" crossorigin=\"anonymous\" type=\"font/woff2\">\n    <link rel=\"preload\" href=\"https://www.leapfin.com/hubfs/fonts/rob"
          },
          {
            "path": "/swagger.json",
            "statusCode": 404,
            "contentType": "text/html",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" 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>\n    <meta charset=\"utf-8\">\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n    <title></title>\n    <meta name=\"description\" content=\"\">\n    \n      <meta property=\"og:type\" content=\"website\">\n    \n    \n      <meta property=\"twitter:image\" content=\"https://www.leapfin.com/hubfs/preview-card-22FEB2024.png\">\n      <meta property=\"og:image\" content=\"https://www.leapfin.com/hubfs/preview-card-22FEB2024.png\">\n    \n    \n      <link rel=\"shortcut icon\" href=\"https://www.leapfin.com/hubfs/favicon_21MAR2024-1.png\">\n    \n    <link rel=\"preload\" href=\"https://www.leapfin.com/hubfs/fonts/poppins/woff2/Poppins-Bold.woff2\" as=\"font\" crossorigin=\"anonymous\" type=\"font/woff2\">\n    <link rel=\"preload\" href=\"https://www.leapfin.com/hubfs/fonts/rob"
          },
          {
            "path": "/swagger.yaml",
            "statusCode": 404,
            "contentType": "text/html",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" 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>\n    <meta charset=\"utf-8\">\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n    <title></title>\n    <meta name=\"description\" content=\"\">\n    \n      <meta property=\"og:type\" content=\"website\">\n    \n    \n      <meta property=\"twitter:image\" content=\"https://www.leapfin.com/hubfs/preview-card-22FEB2024.png\">\n      <meta property=\"og:image\" content=\"https://www.leapfin.com/hubfs/preview-card-22FEB2024.png\">\n    \n    \n      <link rel=\"shortcut icon\" href=\"https://www.leapfin.com/hubfs/favicon_21MAR2024-1.png\">\n    \n    <link rel=\"preload\" href=\"https://www.leapfin.com/hubfs/fonts/poppins/woff2/Poppins-Bold.woff2\" as=\"font\" crossorigin=\"anonymous\" type=\"font/woff2\">\n    <link rel=\"preload\" href=\"https://www.leapfin.com/hubfs/fonts/rob"
          },
          {
            "path": "/api/openapi.json",
            "statusCode": 404,
            "contentType": "text/html",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" 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>\n    <meta charset=\"utf-8\">\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n    <title></title>\n    <meta name=\"description\" content=\"\">\n    \n      <meta property=\"og:type\" content=\"website\">\n    \n    \n      <meta property=\"twitter:image\" content=\"https://www.leapfin.com/hubfs/preview-card-22FEB2024.png\">\n      <meta property=\"og:image\" content=\"https://www.leapfin.com/hubfs/preview-card-22FEB2024.png\">\n    \n    \n      <link rel=\"shortcut icon\" href=\"https://www.leapfin.com/hubfs/favicon_21MAR2024-1.png\">\n    \n    <link rel=\"preload\" href=\"https://www.leapfin.com/hubfs/fonts/poppins/woff2/Poppins-Bold.woff2\" as=\"font\" crossorigin=\"anonymous\" type=\"font/woff2\">\n    <link rel=\"preload\" href=\"https://www.leapfin.com/hubfs/fonts/rob"
          },
          {
            "path": "/api/swagger.json",
            "statusCode": 404,
            "contentType": "text/html",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" 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>\n    <meta charset=\"utf-8\">\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n    <title></title>\n    <meta name=\"description\" content=\"\">\n    \n      <meta property=\"og:type\" content=\"website\">\n    \n    \n      <meta property=\"twitter:image\" content=\"https://www.leapfin.com/hubfs/preview-card-22FEB2024.png\">\n      <meta property=\"og:image\" content=\"https://www.leapfin.com/hubfs/preview-card-22FEB2024.png\">\n    \n    \n      <link rel=\"shortcut icon\" href=\"https://www.leapfin.com/hubfs/favicon_21MAR2024-1.png\">\n    \n    <link rel=\"preload\" href=\"https://www.leapfin.com/hubfs/fonts/poppins/woff2/Poppins-Bold.woff2\" as=\"font\" crossorigin=\"anonymous\" type=\"font/woff2\">\n    <link rel=\"preload\" href=\"https://www.leapfin.com/hubfs/fonts/rob"
          },
          {
            "path": "/docs/openapi.json",
            "statusCode": 404,
            "contentType": "text/html",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" 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>\n    <meta charset=\"utf-8\">\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n    <title></title>\n    <meta name=\"description\" content=\"\">\n    \n      <meta property=\"og:type\" content=\"website\">\n    \n    \n      <meta property=\"twitter:image\" content=\"https://www.leapfin.com/hubfs/preview-card-22FEB2024.png\">\n      <meta property=\"og:image\" content=\"https://www.leapfin.com/hubfs/preview-card-22FEB2024.png\">\n    \n    \n      <link rel=\"shortcut icon\" href=\"https://www.leapfin.com/hubfs/favicon_21MAR2024-1.png\">\n    \n    <link rel=\"preload\" href=\"https://www.leapfin.com/hubfs/fonts/poppins/woff2/Poppins-Bold.woff2\" as=\"font\" crossorigin=\"anonymous\" type=\"font/woff2\">\n    <link rel=\"preload\" href=\"https://www.leapfin.com/hubfs/fonts/rob"
          }
        ]
      },
      "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html\" 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 ControlInformational

Web Bot Auth request signing

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

50 Fail

Needs attention

Web Bot Auth request signing

Failed check
01

Issue

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

02

Why it matters

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

Check name

Web Bot Auth request signing

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

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

Result

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

Validation steps

  1. Fetch to find resource

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

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/http-message-signatures-directory",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 63562
          }
        ]
      },
      "issue": "Web Bot Auth request signing was not found at the expected path.",
      "howToFix": "If publishing Web Bot Auth keys, return a JSON key directory with a non-empty keys array and the draft media type."
    }
  ]
}

Security & TrustSecurity & TrustEstablished

Content-Security-Policy

Content-Security-Policy is missing or incomplete.

33 Fail

Needs attention

Content-Security-Policy

Failed check
01

Issue

Content-Security-Policy is missing or incomplete.

02

Why it matters

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

Check name

Content-Security-Policy

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

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

Result

Content-Security-Policy is missing or incomplete.

Evidence
{
  "header": "content-security-policy",
  "value": "upgrade-insecure-requests"
}

Security & TrustSecurity & TrustEstablished

Frame protection

Frame protection is missing or incomplete.

33 Fail

Needs attention

Frame protection

Failed check
01

Issue

Frame protection is missing or incomplete.

02

Why it matters

Frame protection blocks hostile sites from embedding pages in deceptive frames, reducing clickjacking risk.

Check name

Frame protection

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

Prevent unwanted framing with X-Frame-Options or CSP frame-ancestors.

Result

Frame protection is missing or incomplete.

Evidence
{
  "xFrameOptions": null,
  "validXFrame": false,
  "contentSecurityPolicy": "upgrade-insecure-requests",
  "cspFrameAncestors": false
}

Agent Ease of UseMCPEmerging recommendation

MCP Server Card

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

33 Fail

Needs attention

MCP Server Card

Failed check
01

Issue

MCP Server Card was not found at the expected path.

02

Why it matters

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

Check name

MCP Server Card

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

Publish an MCP Server Card for agent discovery.

Result

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

Validation steps

  1. Fetch to find resource

    MCP Server Card was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 63562
          },
          {
            "path": "/.well-known/mcp/server-cards.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 63562
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 63562
          }
        ]
      },
      "issue": "MCP Server Card was not found at the expected path.",
      "howToFix": "Publish an MCP server card with valid transports and make each advertised local endpoint answer an MCP initialize request."
    }
  ]
}

Agent Ease of UseMCPEmerging recommendation

mcp.json

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

33 Fail

Needs attention

mcp.json

Failed check
01

Issue

mcp.json was not found at the expected path.

02

Why it matters

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

Check name

mcp.json

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

  1. Fetch to find resource

    mcp.json was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 63562
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 63562
          },
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 63562
          }
        ]
      },
      "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."
    }
  ]
}

Agent Ease of UseMCPInformational

WebMCP manifest

WebMCP manifest failed at "Fetch to find resource".

33 Fail

Needs attention

WebMCP manifest

Failed check
01

Issue

WebMCP manifest was not found at the expected path.

02

Why it matters

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

Check name

WebMCP manifest

Score

0/100

Status

fail

Category

MCP

Maturity

Informational

Goal

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

Result

WebMCP manifest failed at "Fetch to find resource".

Validation steps

  1. Fetch to find resource

    WebMCP manifest was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 63562
          },
          {
            "path": "/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 63562
          },
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 63562
          }
        ]
      },
      "issue": "WebMCP manifest was not found at the expected path.",
      "howToFix": "Keep declarative WebMCP manifest discovery informational until the manifest shape stabilizes; validate tools if you publish one."
    }
  ]
}

Security & TrustSecurity & TrustEstablished

X-Content-Type-Options

X-Content-Type-Options is missing or incomplete.

33 Fail

Needs attention

X-Content-Type-Options

Failed check
01

Issue

X-Content-Type-Options is missing or incomplete.

02

Why it matters

X-Content-Type-Options prevents browsers from treating mislabeled files as executable content, reducing content-sniffing attacks.

Check name

X-Content-Type-Options

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

Prevent MIME sniffing for browser-loaded resources.

Result

X-Content-Type-Options is missing or incomplete.

Evidence
{
  "header": "x-content-type-options",
  "value": null
}

AI DiscoverabilityDiscoverabilityEstablished

High-value schema types

High-value schema types is missing or incomplete.

25 Fail

Needs attention

High-value schema types

Failed check
01

Issue

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

02

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": []
}

AI DiscoverabilityDiscoverabilityEstablished

JSON-LD present

JSON-LD present is missing or incomplete.

25 Fail

Needs attention

JSON-LD present

Failed check
01

Issue

No JSON-LD blocks found.

02

Why it matters

JSON-LD is a low-friction structured data format that agents can extract without interpreting page presentation or microdata markup.

Check name

JSON-LD present

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Expose schema.org JSON-LD so AI search systems can parse page entities.

Result

JSON-LD present is missing or incomplete.

Evidence
{
  "blocks": 0,
  "validBlocks": 0,
  "schemaContextBlocks": 0,
  "errors": [],
  "documents": [],
  "nodes": []
}

AI DiscoverabilityDiscoverabilityEstablished

Link headers

Link headers failed at "Find useful Link headers".

25 Fail

Needs attention

Link headers

Failed check
01

Issue

No useful agent discovery Link headers were found.

02

Why it matters

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

Check name

Link headers

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Include Link response headers for agent discovery using RFC 8288.

Result

Link headers failed at "Find useful Link headers".

Validation steps

  1. Find useful Link headers

    No useful agent discovery Link headers were found.

  2. Fetch same-origin Link header targets

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

Evidence
{
  "failedStep": "presence",
  "steps": [
    {
      "id": "presence",
      "title": "Find useful Link headers",
      "status": "fail",
      "evidence": {
        "links": [
          {
            "url": "https://www.leapfin.com/hubfs/fonts/poppins/woff2/Poppins-Bold.woff2",
            "rel": "preload"
          },
          {
            "url": "https://www.leapfin.com/hubfs/fonts/roboto/woff2/Roboto-Regular.woff2",
            "rel": "preload"
          },
          {
            "url": "https://www.leapfin.com/hubfs/hub_generated/template_assets/1/153260554142/1779743701582/template_main.css",
            "rel": "preload"
          },
          {
            "url": "https://www.leapfin.com/hubfs/hub_generated/module_assets/1/185724487265/1763146787799/module_nav_header-global_03FEB24.min.css",
            "rel": "preload"
          },
          {
            "url": "https://www.leapfin.com/hubfs/hub_generated/template_assets/1/155542829891/1779743697389/template_splide.min.css",
            "rel": "preload"
          },
          {
            "url": "https://www.leapfin.com/hubfs/hub_generated/module_assets/1/198975446628/1767701271205/module_section_homepage-hero-quotes-infinite_03NOV25.min.css",
            "rel": "preload"
          },
          {
            "url": "https://www.leapfin.com/hubfs/hub_generated/module_assets/1/193723928576/1753985416171/module_section_homepage-divider-header_31JUL25.min.css",
            "rel": "preload"
          }
        ]
      },
      "issue": "No useful agent discovery Link headers were found.",
      "howToFix": "Expose useful Link headers such as rel=\"api-catalog\", rel=\"service-doc\", and rel=\"service-desc\"."
    },
    {
      "id": "target-validation",
      "title": "Fetch same-origin Link header targets",
      "status": "fail",
      "evidence": {
        "checked": [],
        "failures": [
          {
            "reason": "No same-origin Link header targets were available to fetch."
          }
        ]
      },
      "issue": "Link headers did not expose any same-origin targets to validate.",
      "howToFix": "Make each same-origin Link href reachable and serve the advertised media type."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Markdown negotiation

Markdown negotiation failed at "Markdown content type".

25 Fail

Needs attention

Markdown negotiation

Failed check
01

Issue

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

02

Why it matters

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

Check name

Markdown negotiation

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Return HTML responses as markdown when agents request it.

Result

Markdown negotiation failed at "Markdown content type".

Validation steps

  1. Markdown content type

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

  2. Vary: Accept header

    Markdown negotiation is missing Vary: Accept; current Vary header is "accept-encoding".

  3. Structured Markdown body

    Markdown response is missing a heading.

Evidence
{
  "failedStep": "content-type",
  "steps": [
    {
      "id": "content-type",
      "title": "Markdown content type",
      "status": "fail",
      "evidence": {
        "statusCode": 200,
        "contentType": "text/html; charset=UTF-8"
      },
      "issue": "Content-Type \"text/html; charset=UTF-8\" does not indicate Markdown when requested with Accept: text/markdown.",
      "howToFix": "Return Content-Type: text/markdown; charset=utf-8 for requests with Accept: text/markdown."
    },
    {
      "id": "vary-accept",
      "title": "Vary: Accept header",
      "status": "fail",
      "evidence": {
        "vary": "accept-encoding"
      },
      "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": 20281,
        "excerpt": "<!doctype html><html lang=\"en\"><head>\n    <meta charset=\"utf-8\">\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n    <title>The AI Infrastructure for Record to Report | Leapfin</title>\n    <meta name=\"description\" c",
        "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."
    }
  ]
}

AI DiscoverabilityDiscoverabilityEstablished

Organization / WebSite schema

Organization / WebSite schema is missing or incomplete.

25 Fail

Needs attention

Organization / WebSite schema

Failed check
01

Issue

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

02

Why it matters

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

Check name

Organization / WebSite schema

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Identify the site owner and website entity in structured data.

Result

Organization / WebSite schema is missing or incomplete.

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

AI DiscoverabilityContent ReadinessEstablished

Semantic HTML

Semantic HTML is missing or incomplete.

25 Fail

Needs attention

Semantic HTML

Failed check
01

Issue

Semantic HTML is incomplete: missing <main> landmark; missing <footer> landmark; 2 buttons missing accessible names.

Details

02

Why it matters

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

Check name

Semantic HTML

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Expose readable page structure through semantic HTML and accessible controls.

Result

Semantic HTML is missing or incomplete.

Evidence
{
  "main": false,
  "nav": true,
  "footer": false,
  "meaningfulH1": true,
  "headingOrder": true,
  "accessibleLinks": true,
  "accessibleButtons": false,
  "imageAltCoverage": true,
  "formAutocompleteCoverage": true,
  "details": {
    "inaccessibleLinks": [],
    "inaccessibleButtons": [
      "<button class=\"expand-problem active\"> <svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 40 40\" width=\"40\" height=\"40\" focusable=\"false\"><path d=\"m15.5 0.932-4.3 4.38 14.5 14.6-14.5 14.5 4.3 4.4 14.6-14.6 4.4-4.3-4.4-4.4-14.6-14.6z\"/></svg> </button>",
      "<button class=\"expand-solution\"> <svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 40 40\" width=\"40\" height=\"40\" focusable=\"false\"><path d=\"m15.5 0.932-4.3 4.38 14.5 14.6-14.5 14.5 4.3 4.4 14.6-14.6 4.4-4.3-4.4-4.4-14.6-14.6z\"/></svg> </button>"
    ],
    "missingAutocompleteInputs": [],
    "imagesMissingAlt": [
      "<img class=\"hp-prompt-icon\" src=\"https://www.leapfin.com/hubfs/app-icon_ai-query.svg\">",
      "<img class=\"hp-prompt-icon\" src=\"https://www.leapfin.com/hubfs/app-icon_ai-query.svg\">",
      "<img class=\"hp-prompt-icon\" src=\"https://www.leapfin.com/hubfs/app-icon_ai-query.svg\">",
      "<img class=\"hp-prompt-icon\" src=\"https://www.leapfin.com/hubfs/app-icon_ai-query.svg\">",
      "<img class=\"hp-prompt-icon\" src=\"https://www.leapfin.com/hubfs/app-icon_ai-query.svg\">",
      "<img class=\"hp-prompt-icon\" src=\"https://www.leapfin.com/hubfs/app-icon_ai-query.svg\">",
      "<img class=\"hp-prompt-icon\" src=\"https://www.leapfin.com/hubfs/app-icon_ai-query.svg\">",
      "<img class=\"hp-prompt-icon\" src=\"https://www.leapfin.com/hubfs/app-icon_ai-query.svg\">",
      "<img class=\"stars-bg\" src=\"https://www.leapfin.com/hubfs/accents/rating-stars_idle.svg\">",
      "<img class=\"stars-bg\" src=\"https://www.leapfin.com/hubfs/accents/rating-stars_idle.svg\">",
      "<img class=\"stars-bg\" src=\"https://www.leapfin.com/hubfs/accents/rating-stars_idle.svg\">",
      "<img class=\"stars-bg\" src=\"https://www.leapfin.com/hubfs/accents/rating-stars_idle.svg\">",
      "<img class=\"stars-bg\" src=\"https://www.leapfin.com/hubfs/accents/rating-stars_idle.svg\">",
      "<img class=\"stars-bg\" src=\"https://www.leapfin.com/hubfs/accents/rating-stars_idle.svg\">"
    ],
    "skippedHeadingLevels": []
  },
  "counts": {
    "h1": 1,
    "headings": 12,
    "links": 171,
    "inaccessibleLinks": 0,
    "buttons": 32,
    "inaccessibleButtons": 2,
    "images": 250,
    "imagesWithAlt": 236,
    "autocompleteInputs": 0,
    "inputsWithAutocomplete": 0,
    "missingAutocompleteInputs": 0
  }
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

A2A Agent Card

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

20 Fail

Needs attention

A2A Agent Card

Failed check
01

Issue

A2A Agent Card was not found at the expected path.

02

Why it matters

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

Check name

A2A Agent Card

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

  1. Fetch to find resource

    A2A Agent Card was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 63562
          },
          {
            "path": "/.well-known/a2a/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 63562
          },
          {
            "path": "/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 63562
          }
        ]
      },
      "issue": "A2A Agent Card was not found at the expected path.",
      "howToFix": "Publish an A2A Agent Card with required skill details and make the advertised url answer A2A JSON-RPC requests."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

Agent Skills index

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

20 Fail

Needs attention

Agent Skills index

Failed check
01

Issue

Agent Skills index was not found at the expected path.

02

Why it matters

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

Check name

Agent Skills index

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish an agent skills discovery index.

Result

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

Validation steps

  1. Fetch to find resource

    Agent Skills index was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-skills/index.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 63562
          },
          {
            "path": "/.well-known/skills/index.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 63562
          }
        ]
      },
      "issue": "Agent Skills index was not found at the expected path.",
      "howToFix": "Publish an index with a non-empty skills array and reachable SKILL.md URLs."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

agent.json

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

20 Fail

Needs attention

agent.json

Failed check
01

Issue

agent.json was not found at the expected path.

02

Why it matters

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

Check name

agent.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

  1. Fetch to find resource

    agent.json was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 63562
          },
          {
            "path": "/agent.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 63562
          }
        ]
      },
      "issue": "agent.json was not found at the expected path.",
      "howToFix": "Publish agent.json with awp_version, domain, intent, and typed actions that point to real same-origin API or protocol endpoints."
    }
  ]
}

Agent Ease of UseSkill DiscoveryInformational

agents.json

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

20 Fail

Needs attention

agents.json

Failed check
01

Issue

agents.json was not found at the expected path.

02

Why it matters

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

Check name

agents.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Informational

Goal

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

Result

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

Validation steps

  1. Fetch to find resource

    agents.json was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agents.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 63562
          },
          {
            "path": "/agents.json",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 63562
          }
        ]
      },
      "issue": "agents.json was not found at the expected path.",
      "howToFix": "If this site uses agents.json, publish JSON with an agents array containing name and url for each agent."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Content freshness signals

Content freshness signals is partially implemented.

19 Warning

Needs attention

Content freshness signals

Warning
01

Issue

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

02

Why it matters

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

Check name

Content freshness signals

Score

25/100

Status

warning

Category

Content Readiness

Maturity

Established

Goal

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

Result

Content freshness signals is partially implemented.

Evidence
{
  "lastModified": "Sun, 07 Jun 2026 17:27:09 GMT",
  "schemaDates": [],
  "metaDateCount": 0,
  "timeDateCount": 0
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

DNS-AID Agent Discovery

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

15 Fail

Needs attention

DNS-AID Agent Discovery

Failed check
01

Issue

No DNS-AID entrypoint records were found under _agents.

02

Why it matters

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

Check name

DNS-AID Agent Discovery

Score

25/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

  1. Resolve DNS-AID SVCB/HTTPS records

    No DNS-AID entrypoint records were found under _agents.

  2. Validate alpn and endpoint parameters

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

  3. Check DNSSEC material

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

Evidence
{
  "failedStep": "svcb-https-records",
  "steps": [
    {
      "id": "svcb-https-records",
      "title": "Resolve DNS-AID SVCB/HTTPS records",
      "status": "fail",
      "evidence": {
        "hostname": "www.leapfin.com",
        "probes": [
          {
            "name": "_index._agents.www.leapfin.com",
            "found": false,
            "recordCount": 1,
            "records": [],
            "hasAlpn": false,
            "hasEndpoint": false
          },
          {
            "name": "_a2a._agents.www.leapfin.com",
            "found": false,
            "recordCount": 1,
            "records": [],
            "hasAlpn": false,
            "hasEndpoint": false
          }
        ]
      },
      "issue": "No DNS-AID entrypoint records were found under _agents.",
      "howToFix": "Publish ServiceMode SVCB/HTTPS records such as _index._agents.example.com or _a2a._agents.example.com."
    },
    {
      "id": "service-params",
      "title": "Validate alpn and endpoint parameters",
      "status": "informational",
      "evidence": {
        "discovered": []
      },
      "howToFix": "Include alpn and endpoint service parameters in each DNS-AID record so agents know the protocol and target entrypoint."
    },
    {
      "id": "dnssec",
      "title": "Check DNSSEC material",
      "status": "warning",
      "evidence": {
        "hasDnssecMaterial": false,
        "checked": [
          {
            "name": "www.leapfin.com",
            "dnssecTypes": [],
            "dnssecRecordCount": 0
          },
          {
            "name": "leapfin.com",
            "dnssecTypes": [],
            "dnssecRecordCount": 0
          }
        ]
      },
      "issue": "DNSSEC material was not visible for the hostname or parent zone from this resolver.",
      "howToFix": "Sign the public discovery zone with DNSSEC so validating resolvers can return authenticated data."
    }
  ]
}

AI DiscoverabilityContent ReadinessEmerging recommendation

llms.txt

llms.txt failed at "Validate resource body".

13 Fail

Needs attention

llms.txt

Failed check
01

Issue

llms.txt response did not match the expected shape. no links found.

02

Why it matters

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

Check name

llms.txt

Score

50/100

Status

fail

Category

Content Readiness

Maturity

Emerging recommendation

Goal

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

Result

llms.txt failed at "Validate resource body".

Validation steps

  1. Validate resource body

    llms.txt response did not match the expected shape. no links found.

Evidence
{
  "failedStep": "validate",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch discovery resource",
      "status": "pass",
      "evidence": {
        "path": "/llms.txt",
        "statusCode": 200,
        "contentType": "text/plain"
      }
    },
    {
      "id": "validate",
      "title": "Validate resource body",
      "status": "fail",
      "evidence": {
        "valid": false,
        "issue": "llms.txt response did not match the expected shape. no links found.",
        "compatibleContentType": true,
        "hasTitle": true,
        "contentLength": 528,
        "linkCount": 0,
        "links": [],
        "rawExcerpt": "# Allow OpenAI (ChatGPT, GPTBot)\nUser-agent: GPTBot\nAllow: /\n\nUser-agent: ChatGPT-User\nAllow: /\n\n# Allow Anthropic Claude\nUser-agent: ClaudeBot\nAllow: /\n\n# Allow Google AI (Gemini / Bard)\nUser-agent: Google-Extended\nAllow: /\n\n# Allow Amazon's AI bot\nUser-agent: Amazonbot\nAllow: /\n\n# Allow Common Crawl (used by many AI orgs)\nUser-agent: CCBot\nAllow: /\n\n# Allow Perplexity\nUser-agent: PerplexityBot\nAllow: /\n\n# Allow You.com AI\nUser-agent: YouBot\nAllow: /\n\n# Allow Neeva / Snowflake\nUser-agent: NeevaBot\nAllow: /\n\n# Default allow all others\nUser-agent: *\nAllow: /\n"
      },
      "issue": "llms.txt response did not match the expected shape. no links found.",
      "howToFix": "Publish /llms.txt as Markdown with a clear title, concise site summary, and useful links for agents."
    }
  ]
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Visible structured data match

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

10 Fail

Needs attention

AIO: Visible structured data match

Failed check
01

Issue

No JSON-LD structured data was detected.

Details

02

Why it matters

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

Check name

AIO: Visible structured data match

Score

0/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "schemaCount": 0,
  "mismatches": [],
  "score": 0,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Source and trust signals

AIO: Source and trust signals scored 40/100 and needs a fix.

6 Fail

Needs attention

AIO: Source and trust signals

Failed check
01

Issue

Missing AIO trust signals: author, publisher, freshnessDate.

Details

02

Why it matters

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

Check name

AIO: Source and trust signals

Score

40/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AIO: Source and trust signals scored 40/100 and needs a fix.

Evidence
{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": false,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "author",
    "publisher",
    "freshnessDate"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "https://www.leapfin.com/about-us",
      "text": "About",
      "html": "<a id=\"menu-item-about\" href=\"https://www.leapfin.com/about-us\" class=\"navbar-item\" title=\"About\"> <div class=\"navbar-item-icon-container\"> <img class=\"navbar-item-icon\" src=\"https://www.leapfin.com/hubfs/icons/icon_info.svg\" alt=\"icon_info\" loading=\"lazy\" width=\"100\" height=\"100\" style=\"max-width: 100%; height: auto;\"> </div> <div class=\"navbar-item-text\"> <span>About</span> </div> </a>"
    },
    {
      "href": "https://www.leapfin.com/story/reddit",
      "text": "Lindsay Remigio Sr. Manager, Revenue Accounting Read story The feed from Leapfin to NetSuite works seamlessly. It’s something that we don’t have to worry about anymore.",
      "html": "<a id class=\"quote odd\" href=\"https://www.leapfin.com/story/reddit\" tabindex=\"-1\"> <div class=\"col-text-inner quote-inner\"> <div class=\"quote-speaker\"> <div class=\"speaker-photo\"> <div class=\"speaker-photo-inner\"> <img src=\"https://www.leapfin.com/hs-fs/hubfs/headshot_lindsay-remigio_med.png?width=400&amp;height=400&amp;name=headshot_lindsay-remigio_med.png\" alt=\"headshot_lindsay-remigio_med\" loading=\"lazy\" width=\"400\" height=\"400\" srcset=\"https://www.leapfin.com/hs-fs/hubfs/headshot_lindsay-..."
    },
    {
      "href": "https://www.linkedin.com/company/leapfin/",
      "text": "",
      "html": "<a href=\"https://www.linkedin.com/company/leapfin/\" title=\"icon_LI\" target=\"_blank\" rel=\"nofollow noopener\"> <img src=\"https://www.leapfin.com/hubfs/logos%20-%20external/icon_LI.svg\" alt=\"icon_LI\" loading=\"lazy\" width=\"21\" height=\"20\"> </a>"
    },
    {
      "href": "javascript:;",
      "text": "Company",
      "html": "<a href=\"javascript:;\" aria-haspopup=\"true\" aria-expanded=\"false\" role=\"menuitem\">Company</a>"
    },
    {
      "href": "https://www.leapfin.com/about-us",
      "text": "About",
      "html": "<a href=\"https://www.leapfin.com/about-us\" role=\"menuitem\">About</a>"
    }
  ],
  "contactLinks": [
    {
      "href": "https://help.leapfin.com/",
      "text": "Help Center",
      "html": "<a id=\"menu-item-help-center\" href=\"https://help.leapfin.com/\" class=\"navbar-item\" title=\"Help Center\"> <div class=\"navbar-item-icon-container\"> <img class=\"navbar-item-icon\" src=\"https://www.leapfin.com/hubfs/icon_life-ring.svg\" alt=\"icon_life-ring\" loading=\"lazy\" width=\"150\" height=\"150\" style=\"max-width: 100%; height: auto;\"> </div> <div class=\"navbar-item-text\"> <span>Help Center</span> </div> </a>"
    },
    {
      "href": "https://www.leapfin.com/videos/product-intro",
      "text": "Leapfin Overview Video Learn how Leapfin helps finance account for and report on revenue at scale.",
      "html": "<a id=\"menu-ft-item_leapfin-overview-video\" class=\"featured-item\" href=\"https://www.leapfin.com/videos/product-intro\"> <span class=\"featured-head\">Leapfin Overview Video</span> <div class=\"featured-thumb\"> <img src=\"https://www.leapfin.com/hs-fs/hubfs/nav-merch-thumbnail_company_14NOV25.png?width=432&amp;height=244&amp;name=nav-merch-thumbnail_company_14NOV25.png\" alt=\"nav-merch-thumbnail_company_14NOV25\" loading=\"lazy\" width=\"432\" height=\"244\" style=\"max-width: 100%; height: auto;\" srcset=\"h..."
    },
    {
      "href": "https://www.leapfin.com/webinars/budget-for-2025-with-help-scout-cfo",
      "text": "Watch the Webinar",
      "html": "<a id=\"help-scout-webinar_logo-carousel\" href=\"https://www.leapfin.com/webinars/budget-for-2025-with-help-scout-cfo\" tabindex=\"-1\"> <img src=\"https://www.leapfin.com/hubfs/logo_help-scout.svg\" alt=\"logo_help-scout\" loading=\"lazy\" width=\"170\" height=\"32\"> <span>Watch the Webinar</span> </a>"
    },
    {
      "href": "https://www.leapfin.com/webinars/budget-for-2025-with-help-scout-cfo",
      "text": "Watch the Webinar",
      "html": "<a id=\"help-scout-webinar_logo-carousel\" href=\"https://www.leapfin.com/webinars/budget-for-2025-with-help-scout-cfo\"> <img src=\"https://www.leapfin.com/hubfs/logo_help-scout.svg\" alt=\"logo_help-scout\" loading=\"lazy\" width=\"170\" height=\"32\"> <span>Watch the Webinar</span> </a>"
    },
    {
      "href": "https://www.leapfin.com/webinars/budget-for-2025-with-help-scout-cfo",
      "text": "Watch the Webinar",
      "html": "<a id=\"help-scout-webinar_logo-carousel\" href=\"https://www.leapfin.com/webinars/budget-for-2025-with-help-scout-cfo\" tabindex=\"-1\"> <img src=\"https://www.leapfin.com/hubfs/logo_help-scout.svg\" alt=\"logo_help-scout\" loading=\"lazy\" width=\"170\" height=\"32\"> <span>Watch the Webinar</span> </a>"
    },
    {
      "href": "https://www.g2.com/products/leapfin/reviews",
      "text": "Travis Millard VP Finance Best in class revenue recognition software, and fantastic customer support.",
      "html": "<a id class=\"quote odd\" href=\"https://www.g2.com/products/leapfin/reviews\" tabindex=\"-1\"> <div class=\"col-text-inner quote-inner\"> <div class=\"quote-speaker\"> <div class=\"speaker-photo\"> <div class=\"speaker-photo-inner\"> <img src=\"https://www.leapfin.com/hs-fs/hubfs/headshot_travis-millard_med.png?width=400&amp;height=400&amp;name=headshot_travis-millard_med.png\" alt=\"headshot_travis-millard_med\" loading=\"lazy\" width=\"400\" height=\"400\" style=\"max-width: 100%; height: auto;\" srcset=\"https://ww..."
    },
    {
      "href": "https://www.g2.com/products/leapfin/reviews",
      "text": "Katsu Matsuyama, CPA, MST Financial Controller Excellent support. And their new AI feature has truly been a game-changer, saving us a significant amount of time. Highly recommended.",
      "html": "<a id class=\"quote odd\" href=\"https://www.g2.com/products/leapfin/reviews\" tabindex=\"-1\"> <div class=\"col-text-inner quote-inner\"> <div class=\"quote-speaker\"> <div class=\"speaker-photo\"> <div class=\"speaker-photo-inner\"> <img src=\"https://www.leapfin.com/hs-fs/hubfs/headshot_katsu-matsuyama_med.png?width=400&amp;height=400&amp;name=headshot_katsu-matsuyama_med.png\" alt=\"headshot_katsu-matsuyama_med\" loading=\"lazy\" width=\"400\" height=\"400\" style=\"max-width: 100%; height: auto;\" srcset=\"https:/..."
    },
    {
      "href": "https://www.g2.com/products/leapfin/reviews",
      "text": "Travis Millard VP Finance Best in class revenue recognition software, and fantastic customer support.",
      "html": "<a id class=\"quote odd\" href=\"https://www.g2.com/products/leapfin/reviews\" tabindex=\"-1\"> <div class=\"col-text-inner quote-inner\"> <div class=\"quote-speaker\"> <div class=\"speaker-photo\"> <div class=\"speaker-photo-inner\"> <img src=\"https://www.leapfin.com/hs-fs/hubfs/headshot_travis-millard_med.png?width=400&amp;height=400&amp;name=headshot_travis-millard_med.png\" alt=\"headshot_travis-millard_med\" loading=\"lazy\" width=\"400\" height=\"400\" style=\"max-width: 100%; height: auto;\" srcset=\"https://ww..."
    },
    {
      "href": "https://support.leapfin.com/",
      "text": "Help Center",
      "html": "<a href=\"https://support.leapfin.com/\" role=\"menuitem\">Help Center</a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "https://www.leapfin.com/privacy",
      "text": "Privacy Policy",
      "html": "<a href=\"https://www.leapfin.com/privacy\" role=\"menuitem\">Privacy Policy</a>"
    }
  ],
  "score": 40,
  "weight": 20
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer evidence and trust

AEO: Answer evidence and trust scored 40/100 and needs a fix.

5 Fail

Needs attention

AEO: Answer evidence and trust

Failed check
01

Issue

Missing AIO trust signals: author, publisher, freshnessDate.

Details

02

Why it matters

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

Check name

AEO: Answer evidence and trust

Score

40/100

Status

fail

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AEO: Answer evidence and trust scored 40/100 and needs a fix.

Evidence
{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": false,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "author",
    "publisher",
    "freshnessDate"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "https://www.leapfin.com/about-us",
      "text": "About",
      "html": "<a id=\"menu-item-about\" href=\"https://www.leapfin.com/about-us\" class=\"navbar-item\" title=\"About\"> <div class=\"navbar-item-icon-container\"> <img class=\"navbar-item-icon\" src=\"https://www.leapfin.com/hubfs/icons/icon_info.svg\" alt=\"icon_info\" loading=\"lazy\" width=\"100\" height=\"100\" style=\"max-width: 100%; height: auto;\"> </div> <div class=\"navbar-item-text\"> <span>About</span> </div> </a>"
    },
    {
      "href": "https://www.leapfin.com/story/reddit",
      "text": "Lindsay Remigio Sr. Manager, Revenue Accounting Read story The feed from Leapfin to NetSuite works seamlessly. It’s something that we don’t have to worry about anymore.",
      "html": "<a id class=\"quote odd\" href=\"https://www.leapfin.com/story/reddit\" tabindex=\"-1\"> <div class=\"col-text-inner quote-inner\"> <div class=\"quote-speaker\"> <div class=\"speaker-photo\"> <div class=\"speaker-photo-inner\"> <img src=\"https://www.leapfin.com/hs-fs/hubfs/headshot_lindsay-remigio_med.png?width=400&amp;height=400&amp;name=headshot_lindsay-remigio_med.png\" alt=\"headshot_lindsay-remigio_med\" loading=\"lazy\" width=\"400\" height=\"400\" srcset=\"https://www.leapfin.com/hs-fs/hubfs/headshot_lindsay-..."
    },
    {
      "href": "https://www.linkedin.com/company/leapfin/",
      "text": "",
      "html": "<a href=\"https://www.linkedin.com/company/leapfin/\" title=\"icon_LI\" target=\"_blank\" rel=\"nofollow noopener\"> <img src=\"https://www.leapfin.com/hubfs/logos%20-%20external/icon_LI.svg\" alt=\"icon_LI\" loading=\"lazy\" width=\"21\" height=\"20\"> </a>"
    },
    {
      "href": "javascript:;",
      "text": "Company",
      "html": "<a href=\"javascript:;\" aria-haspopup=\"true\" aria-expanded=\"false\" role=\"menuitem\">Company</a>"
    },
    {
      "href": "https://www.leapfin.com/about-us",
      "text": "About",
      "html": "<a href=\"https://www.leapfin.com/about-us\" role=\"menuitem\">About</a>"
    }
  ],
  "contactLinks": [
    {
      "href": "https://help.leapfin.com/",
      "text": "Help Center",
      "html": "<a id=\"menu-item-help-center\" href=\"https://help.leapfin.com/\" class=\"navbar-item\" title=\"Help Center\"> <div class=\"navbar-item-icon-container\"> <img class=\"navbar-item-icon\" src=\"https://www.leapfin.com/hubfs/icon_life-ring.svg\" alt=\"icon_life-ring\" loading=\"lazy\" width=\"150\" height=\"150\" style=\"max-width: 100%; height: auto;\"> </div> <div class=\"navbar-item-text\"> <span>Help Center</span> </div> </a>"
    },
    {
      "href": "https://www.leapfin.com/videos/product-intro",
      "text": "Leapfin Overview Video Learn how Leapfin helps finance account for and report on revenue at scale.",
      "html": "<a id=\"menu-ft-item_leapfin-overview-video\" class=\"featured-item\" href=\"https://www.leapfin.com/videos/product-intro\"> <span class=\"featured-head\">Leapfin Overview Video</span> <div class=\"featured-thumb\"> <img src=\"https://www.leapfin.com/hs-fs/hubfs/nav-merch-thumbnail_company_14NOV25.png?width=432&amp;height=244&amp;name=nav-merch-thumbnail_company_14NOV25.png\" alt=\"nav-merch-thumbnail_company_14NOV25\" loading=\"lazy\" width=\"432\" height=\"244\" style=\"max-width: 100%; height: auto;\" srcset=\"h..."
    },
    {
      "href": "https://www.leapfin.com/webinars/budget-for-2025-with-help-scout-cfo",
      "text": "Watch the Webinar",
      "html": "<a id=\"help-scout-webinar_logo-carousel\" href=\"https://www.leapfin.com/webinars/budget-for-2025-with-help-scout-cfo\" tabindex=\"-1\"> <img src=\"https://www.leapfin.com/hubfs/logo_help-scout.svg\" alt=\"logo_help-scout\" loading=\"lazy\" width=\"170\" height=\"32\"> <span>Watch the Webinar</span> </a>"
    },
    {
      "href": "https://www.leapfin.com/webinars/budget-for-2025-with-help-scout-cfo",
      "text": "Watch the Webinar",
      "html": "<a id=\"help-scout-webinar_logo-carousel\" href=\"https://www.leapfin.com/webinars/budget-for-2025-with-help-scout-cfo\"> <img src=\"https://www.leapfin.com/hubfs/logo_help-scout.svg\" alt=\"logo_help-scout\" loading=\"lazy\" width=\"170\" height=\"32\"> <span>Watch the Webinar</span> </a>"
    },
    {
      "href": "https://www.leapfin.com/webinars/budget-for-2025-with-help-scout-cfo",
      "text": "Watch the Webinar",
      "html": "<a id=\"help-scout-webinar_logo-carousel\" href=\"https://www.leapfin.com/webinars/budget-for-2025-with-help-scout-cfo\" tabindex=\"-1\"> <img src=\"https://www.leapfin.com/hubfs/logo_help-scout.svg\" alt=\"logo_help-scout\" loading=\"lazy\" width=\"170\" height=\"32\"> <span>Watch the Webinar</span> </a>"
    },
    {
      "href": "https://www.g2.com/products/leapfin/reviews",
      "text": "Travis Millard VP Finance Best in class revenue recognition software, and fantastic customer support.",
      "html": "<a id class=\"quote odd\" href=\"https://www.g2.com/products/leapfin/reviews\" tabindex=\"-1\"> <div class=\"col-text-inner quote-inner\"> <div class=\"quote-speaker\"> <div class=\"speaker-photo\"> <div class=\"speaker-photo-inner\"> <img src=\"https://www.leapfin.com/hs-fs/hubfs/headshot_travis-millard_med.png?width=400&amp;height=400&amp;name=headshot_travis-millard_med.png\" alt=\"headshot_travis-millard_med\" loading=\"lazy\" width=\"400\" height=\"400\" style=\"max-width: 100%; height: auto;\" srcset=\"https://ww..."
    },
    {
      "href": "https://www.g2.com/products/leapfin/reviews",
      "text": "Katsu Matsuyama, CPA, MST Financial Controller Excellent support. And their new AI feature has truly been a game-changer, saving us a significant amount of time. Highly recommended.",
      "html": "<a id class=\"quote odd\" href=\"https://www.g2.com/products/leapfin/reviews\" tabindex=\"-1\"> <div class=\"col-text-inner quote-inner\"> <div class=\"quote-speaker\"> <div class=\"speaker-photo\"> <div class=\"speaker-photo-inner\"> <img src=\"https://www.leapfin.com/hs-fs/hubfs/headshot_katsu-matsuyama_med.png?width=400&amp;height=400&amp;name=headshot_katsu-matsuyama_med.png\" alt=\"headshot_katsu-matsuyama_med\" loading=\"lazy\" width=\"400\" height=\"400\" style=\"max-width: 100%; height: auto;\" srcset=\"https:/..."
    },
    {
      "href": "https://www.g2.com/products/leapfin/reviews",
      "text": "Travis Millard VP Finance Best in class revenue recognition software, and fantastic customer support.",
      "html": "<a id class=\"quote odd\" href=\"https://www.g2.com/products/leapfin/reviews\" tabindex=\"-1\"> <div class=\"col-text-inner quote-inner\"> <div class=\"quote-speaker\"> <div class=\"speaker-photo\"> <div class=\"speaker-photo-inner\"> <img src=\"https://www.leapfin.com/hs-fs/hubfs/headshot_travis-millard_med.png?width=400&amp;height=400&amp;name=headshot_travis-millard_med.png\" alt=\"headshot_travis-millard_med\" loading=\"lazy\" width=\"400\" height=\"400\" style=\"max-width: 100%; height: auto;\" srcset=\"https://ww..."
    },
    {
      "href": "https://support.leapfin.com/",
      "text": "Help Center",
      "html": "<a href=\"https://support.leapfin.com/\" role=\"menuitem\">Help Center</a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "https://www.leapfin.com/privacy",
      "text": "Privacy Policy",
      "html": "<a href=\"https://www.leapfin.com/privacy\" role=\"menuitem\">Privacy Policy</a>"
    }
  ],
  "score": 40,
  "weight": 22
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Extraction-friendly structure

GEO: Extraction-friendly structure scored 60/100 and needs improvement.

5 Warning

Needs attention

GEO: Extraction-friendly structure

Warning
01

Issue

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

Details

02

Why it matters

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

Check name

GEO: Extraction-friendly structure

Score

60/100

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 60/100 and needs improvement.

Evidence
{
  "hasSummary": false,
  "tableCount": 0,
  "tablesWithHead": 0,
  "tablesMissingThead": [],
  "orderedLists": 0,
  "hasFaq": false,
  "definitionPatterns": 13,
  "schemaBlocks": 0,
  "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",
    "JSON-LD structured data"
  ],
  "score": 60,
  "weight": 24
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer-first sections

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

4 Warning

Needs attention

AEO: Answer-first sections

Warning
01

Issue

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

Details

02

Why it matters

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

Check name

AEO: Answer-first sections

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "sectionCount": 11,
  "passing": 4,
  "failing": [
    {
      "heading": "Autonomous finance operations with atomic details of every transaction. Fix revenue leakage, automate reconciliation, and close the books without compromising on the truth.",
      "headingHtml": "<h2> Autonomous finance operations with atomic details of every transaction. Fix <span style=\"white-space: nowrap; font-family: inherit; font-weight: inherit\"><b>revenue leakage</b>,</span> automate <span style=\"white-space: nowrap; font-family: inherit; font-weight: inherit\"><b>reconciliation</b>,</span> and <b>close the books</b> without compromising on the <span style=\"white-space: nowrap; font-family: inherit; font-weight: inherit\"><b>truth</b></span>. </h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Introducing AI-Powered Workflows. Build any scenario in minutes.",
      "headingHtml": "<h3>Introducing <b>AI-Powered Workflows.</b> <br>Build any scenario in <b>minutes</b>.</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Helping growing businesses scale finance operations",
      "headingHtml": "<h2> Helping growing businesses <b>scale finance operations</b> </h2>",
      "firstParagraph": "Leapfin combines purpose-built architecture, automation, and AI to empower Finance and Accounting teams with more control over their revenue data.",
      "paragraphHtml": "<p>Leapfin combines purpose-built architecture, automation, and AI to empower Finance and Accounting teams with more control over their revenue data.&#xa0;</p>",
      "words": 20,
      "direct": false,
      "issue": "First paragraph is 20 words and does not look like a concise direct answer."
    },
    {
      "heading": "Empowering Finance teams with more control over revenue data",
      "headingHtml": "<h2>Empowering Finance teams with <b>more control over revenue data</b></h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Luca: AI that earns your trust",
      "headingHtml": "<h2> Luca: AI that earns your trust </h2>",
      "firstParagraph": "No more waiting on Engineer or BI. Explore, analyze, and report on your financial data using natural language AI prompts.",
      "paragraphHtml": "<p>No more waiting on Engineer or BI. Explore, analyze, and report on your financial data using natural language AI prompts.</p>",
      "words": 20,
      "direct": false,
      "issue": "First paragraph is 20 words and does not look like a concise direct answer."
    },
    {
      "heading": "2-minute overview",
      "headingHtml": "<h2> 2-minute overview </h2>",
      "firstParagraph": "See how Leapfin simplifies reconciliation, speeds up month-end close, and adds confidence to your reporting, audits, and more.",
      "paragraphHtml": "<p>See how Leapfin simplifies reconciliation, speeds up month-end close, and adds confidence to your&#xa0;reporting, audits, and more.</p>",
      "words": 18,
      "direct": false,
      "issue": "First paragraph is 18 words and does not look like a concise direct answer."
    },
    {
      "heading": "Leapfin is purpose-built to empower Accounting teams with data they can trust",
      "headingHtml": "<h2> Leapfin is purpose-built to <b>empower</b> Accounting teams with <b>data they can trust</b> </h2>",
      "firstParagraph": "I can’t imagine going back, and I don’t want to. We now have a future-proof system that scales with us.",
      "paragraphHtml": "<p>I can&#x2019;t imagine going back, and I don&#x2019;t want to. We now have a future-proof system that scales with us.</p>",
      "words": 22,
      "direct": false,
      "issue": "First paragraph is 22 words and does not look like a concise direct answer."
    }
  ],
  "score": 65,
  "weight": 28
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Question-led structure

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

3 Warning

Needs attention

AEO: Question-led structure

Warning
01

Issue

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

Details

02

Why it matters

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

Check name

AEO: Question-led structure

Score

50/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

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

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Entity clarity

GEO: Entity clarity scored 77/100 and needs improvement.

3 Warning

Needs attention

GEO: Entity clarity

Warning
01

Issue

Title/H1 terms missing from description: infrastructure, record, leapfin, intelligence, layer, operations.

Details

02

Why it matters

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

Check name

GEO: Entity clarity

Score

77/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

GEO: Entity clarity scored 77/100 and needs improvement.

Evidence
{
  "title": "The AI Infrastructure for Record to Report | Leapfin",
  "h1": "The Intelligence Layer for Finance Operations",
  "description": "Modern finance software that helps growing companies accurately account for & report at scale by turning operational data into usable financials",
  "topicOverlap": 0.25,
  "topicTerms": [
    "infrastructure",
    "record",
    "report",
    "leapfin",
    "intelligence",
    "layer",
    "finance",
    "operations"
  ],
  "descriptionTerms": [
    "modern",
    "finance",
    "software",
    "helps",
    "growing",
    "companies",
    "accurately",
    "account",
    "report",
    "scale",
    "turning",
    "operational",
    "data",
    "into",
    "usable",
    "financials"
  ],
  "missingFromDescription": [
    "infrastructure",
    "record",
    "leapfin",
    "intelligence",
    "layer",
    "operations"
  ],
  "score": 77,
  "weight": 28
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Explanatory content depth

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

2 Warning

Needs attention

GEO: Explanatory content depth

Warning
01

Issue

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

Details

02

Why it matters

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

Check name

GEO: Explanatory content depth

Score

75/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "candidatePassages": 1,
  "citablePassages": 0,
  "failingCandidateParagraphs": [
    {
      "index": 33,
      "heading": "H3: The future of your accounting process starts now",
      "text": "Leapfin is the trusted AI infrastructure that powers your entire record-to-report process at scale. Leapfin helps companies accurately account for and report on revenue by standardizing large volumes of siloed, inconsistent operational data into usable, GAAP-ready financials and automating manual accounting tasks.",
      "words": 42,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (42 words; target 80-220)."
      ],
      "html": "<p>Leapfin is t<span>he trusted AI infrastructure that powers your entire record-to-report process&#xa0;at scale.</span> Leapfin helps companies accurately account for and report on revenue by standardizing large volumes of siloed, inconsistent operational data into usable, GAAP-ready financials and automating manual accounting tasks.&#xa0;</p>"
    }
  ],
  "citableParagraphs": [],
  "score": 75,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Page experience for AIO

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

2 Warning

Needs attention

AIO: Page experience for AIO

Warning
01

Issue

27 image(s) are missing width/height attributes. 2 possible modal/interstitial element(s) detected.

Details

02

Why it matters

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

Check name

AIO: Page experience for AIO

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
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  "visibleWords": 1824,
  "htmlBytes": 364398,
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      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"hp-prompt-icon\" src=\"https://www.leapfin.com/hubfs/app-icon_ai-query.svg\">"
    },
    {
      "src": "https://www.leapfin.com/hubfs/app-icon_ai-query.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"hp-prompt-icon\" src=\"https://www.leapfin.com/hubfs/app-icon_ai-query.svg\">"
    },
    {
      "src": "https://www.leapfin.com/hubfs/app-icon_ai-query.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"hp-prompt-icon\" src=\"https://www.leapfin.com/hubfs/app-icon_ai-query.svg\">"
    },
    {
      "src": "https://www.leapfin.com/hubfs/app-icon_ai-query.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"hp-prompt-icon\" src=\"https://www.leapfin.com/hubfs/app-icon_ai-query.svg\">"
    },
    {
      "src": "https://www.leapfin.com/hubfs/app-icon_ai-query.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"hp-prompt-icon\" src=\"https://www.leapfin.com/hubfs/app-icon_ai-query.svg\">"
    },
    {
      "src": "https://www.leapfin.com/hubfs/app-icon_ai-query.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"hp-prompt-icon\" src=\"https://www.leapfin.com/hubfs/app-icon_ai-query.svg\">"
    },
    {
      "src": "https://www.leapfin.com/hubfs/app-icon_ai-query.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"hp-prompt-icon\" src=\"https://www.leapfin.com/hubfs/app-icon_ai-query.svg\">"
    },
    {
      "src": "https://www.leapfin.com/hubfs/app-icon_ai-query.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"hp-prompt-icon\" src=\"https://www.leapfin.com/hubfs/app-icon_ai-query.svg\">"
    },
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      "height": "",
      "loading": "lazy",
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      "width": "2000",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://www.leapfin.com/hs-fs/hubfs/ui-screen_rules_30JUL25.png?width=2000&amp;name=ui-screen_rules_30JUL25.png\" alt=\"ui-screen_rules_30JUL25\" loading=\"lazy\" width=\"2000\" style=\"max-width: 100%; height: auto;\" srcset=\"https://www.leapfin.com/hs-fs/hubfs/ui-screen_rules_30JUL25.png?width=1000&amp;name=ui-screen_rules_30JUL25.png 1000w, https://www.leapfin.com/hs-fs/hubfs/ui-screen_rules_30JUL25.png?width=2000&amp;name=ui-screen_rules_30JUL25.png 2000w, https://www.leapfin.com/hs-fs/h..."
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      "width": "2000",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://www.leapfin.com/hs-fs/hubfs/ui-screen_luca_30JUL25.png?width=2000&amp;name=ui-screen_luca_30JUL25.png\" alt=\"ui-screen_luca_30JUL25\" loading=\"lazy\" width=\"2000\" style=\"max-width: 100%; height: auto;\" srcset=\"https://www.leapfin.com/hs-fs/hubfs/ui-screen_luca_30JUL25.png?width=1000&amp;name=ui-screen_luca_30JUL25.png 1000w, https://www.leapfin.com/hs-fs/hubfs/ui-screen_luca_30JUL25.png?width=2000&amp;name=ui-screen_luca_30JUL25.png 2000w, https://www.leapfin.com/hs-fs/hubfs/ui..."
    },
    {
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      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"stars-bg\" src=\"https://www.leapfin.com/hubfs/accents/rating-stars_idle.svg\">"
    },
    {
      "src": "https://www.leapfin.com/hubfs/accents/rating-stars_idle.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"stars-bg\" src=\"https://www.leapfin.com/hubfs/accents/rating-stars_idle.svg\">"
    },
    {
      "src": "https://www.leapfin.com/hubfs/accents/rating-stars_idle.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"stars-bg\" src=\"https://www.leapfin.com/hubfs/accents/rating-stars_idle.svg\">"
    },
    {
      "src": "https://www.leapfin.com/hubfs/accents/rating-stars_idle.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"stars-bg\" src=\"https://www.leapfin.com/hubfs/accents/rating-stars_idle.svg\">"
    },
    {
      "src": "https://www.leapfin.com/hubfs/accents/rating-stars_idle.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"stars-bg\" src=\"https://www.leapfin.com/hubfs/accents/rating-stars_idle.svg\">"
    },
    {
      "src": "https://www.leapfin.com/hubfs/accents/rating-stars_idle.svg",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img class=\"stars-bg\" src=\"https://www.leapfin.com/hubfs/accents/rating-stars_idle.svg\">"
    },
    {
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      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://8117914.fs1.hubspotusercontent-na1.net/hubfs/8117914/logo_poshmark.svg\" alt=\"logo_poshmark\" style=\"width: 123px\" loading=\"lazy\">"
    },
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      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://8117914.fs1.hubspotusercontent-na1.net/hubfs/8117914/logo_top-hat.svg\" alt=\"logo_top-hat\" style=\"width: 97px\" loading=\"lazy\">"
    },
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      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://8117914.fs1.hubspotusercontent-na1.net/hubfs/8117914/logo_beautiful-ai.svg\" alt=\"logo_beautiful-ai\" style=\"width: 100px\" loading=\"lazy\">"
    },
    {
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      "width": "",
      "height": "",
      "loading": "lazy",
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    },
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      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://8117914.fs1.hubspotusercontent-na1.net/hubfs/8117914/logo_eightsleep-1.svg\" alt=\"logo_eightsleep-1\" style=\"width: 65px\" loading=\"lazy\">"
    },
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      "width": "",
      "height": "",
      "loading": "lazy",
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    },
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      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://8117914.fs1.hubspotusercontent-na1.net/hubfs/8117914/logo_jotform.svg\" alt=\"logo_jotform\" style=\"width: 100px\" loading=\"lazy\">"
    },
    {
      "src": "https://8117914.fs1.hubspotusercontent-na1.net/hubfs/8117914/logo_goodrx.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
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    },
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      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://8117914.fs1.hubspotusercontent-na1.net/hubfs/8117914/logo_guideline.svg\" alt=\"logo_guideline\" style=\"width: 80px\" loading=\"lazy\">"
    },
    {
      "src": "https://8117914.fs1.hubspotusercontent-na1.net/hubfs/8117914/logo_seat-geek.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://8117914.fs1.hubspotusercontent-na1.net/hubfs/8117914/logo_seat-geek.svg\" alt=\"logo_seat-geek\" style=\"width: 40px\" loading=\"lazy\">"
    }
  ],
  "possibleDialogs": [
    "<div id=\"hs-eu-cookie-confirmation\" class data-nosnippet=\"true\" role=\"dialog\" aria-describedby=\"hs-eu-policy-wording\" aria-label=\"Cookie banner\" tabindex=\"-1\"><div id=\"hs-eu-cookie-confirmation-inner\"><div id=\"hs-eu-header-container\"><button id=\"hs-eu-close-button\" class=\"hs-close-button\" aria-label=\"Dismiss cookie banner\" tabindex=\"0\"><svg version=\"1.1\" id=\"Layer_1\" xmlns=\"http://www.w3.org/2000/svg\" x=\"0px\" y=\"0px\" viewBox=\"0 0 32 32\"><path fill=\"currentColor\" d=\"M4.3,27.7c0.2,0.2,0.6,0.5,1...",
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  ],
  "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
01

Issue

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

Details

02

Why it matters

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

Check name

AIO: Answer block readiness

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "sectionCount": 11,
  "passing": 4,
  "failing": [
    {
      "heading": "Autonomous finance operations with atomic details of every transaction. Fix revenue leakage, automate reconciliation, and close the books without compromising on the truth.",
      "headingHtml": "<h2> Autonomous finance operations with atomic details of every transaction. Fix <span style=\"white-space: nowrap; font-family: inherit; font-weight: inherit\"><b>revenue leakage</b>,</span> automate <span style=\"white-space: nowrap; font-family: inherit; font-weight: inherit\"><b>reconciliation</b>,</span> and <b>close the books</b> without compromising on the <span style=\"white-space: nowrap; font-family: inherit; font-weight: inherit\"><b>truth</b></span>. </h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Introducing AI-Powered Workflows. Build any scenario in minutes.",
      "headingHtml": "<h3>Introducing <b>AI-Powered Workflows.</b> <br>Build any scenario in <b>minutes</b>.</h3>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Helping growing businesses scale finance operations",
      "headingHtml": "<h2> Helping growing businesses <b>scale finance operations</b> </h2>",
      "firstParagraph": "Leapfin combines purpose-built architecture, automation, and AI to empower Finance and Accounting teams with more control over their revenue data.",
      "paragraphHtml": "<p>Leapfin combines purpose-built architecture, automation, and AI to empower Finance and Accounting teams with more control over their revenue data.&#xa0;</p>",
      "words": 20,
      "direct": false,
      "issue": "First paragraph is 20 words and does not look like a concise direct answer."
    },
    {
      "heading": "Empowering Finance teams with more control over revenue data",
      "headingHtml": "<h2>Empowering Finance teams with <b>more control over revenue data</b></h2>",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Luca: AI that earns your trust",
      "headingHtml": "<h2> Luca: AI that earns your trust </h2>",
      "firstParagraph": "No more waiting on Engineer or BI. Explore, analyze, and report on your financial data using natural language AI prompts.",
      "paragraphHtml": "<p>No more waiting on Engineer or BI. Explore, analyze, and report on your financial data using natural language AI prompts.</p>",
      "words": 20,
      "direct": false,
      "issue": "First paragraph is 20 words and does not look like a concise direct answer."
    },
    {
      "heading": "2-minute overview",
      "headingHtml": "<h2> 2-minute overview </h2>",
      "firstParagraph": "See how Leapfin simplifies reconciliation, speeds up month-end close, and adds confidence to your reporting, audits, and more.",
      "paragraphHtml": "<p>See how Leapfin simplifies reconciliation, speeds up month-end close, and adds confidence to your&#xa0;reporting, audits, and more.</p>",
      "words": 18,
      "direct": false,
      "issue": "First paragraph is 18 words and does not look like a concise direct answer."
    },
    {
      "heading": "Leapfin is purpose-built to empower Accounting teams with data they can trust",
      "headingHtml": "<h2> Leapfin is purpose-built to <b>empower</b> Accounting teams with <b>data they can trust</b> </h2>",
      "firstParagraph": "I can’t imagine going back, and I don’t want to. We now have a future-proof system that scales with us.",
      "paragraphHtml": "<p>I can&#x2019;t imagine going back, and I don&#x2019;t want to. We now have a future-proof system that scales with us.</p>",
      "words": 22,
      "direct": false,
      "issue": "First paragraph is 22 words and does not look like a concise direct answer."
    }
  ],
  "score": 65,
  "weight": 8
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Entity and definition clarity

AEO: Entity and definition clarity scored 81/100 and needs improvement.

1 Warning

Needs attention

AEO: Entity and definition clarity

Warning
01

Issue

Entity or definition gaps: infrastructure, record, leapfin, intelligence, layer, operations.

Details

02

Why it matters

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

Check name

AEO: Entity and definition clarity

Score

81/100

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 81/100 and needs improvement.

Evidence
{
  "title": "The AI Infrastructure for Record to Report | Leapfin",
  "h1": "The Intelligence Layer for Finance Operations",
  "description": "Modern finance software that helps growing companies accurately account for & report at scale by turning operational data into usable financials",
  "topicOverlap": 0.25,
  "definitionCount": 13,
  "topicTerms": [
    "infrastructure",
    "record",
    "report",
    "leapfin",
    "intelligence",
    "layer",
    "finance",
    "operations"
  ],
  "descriptionTerms": [
    "modern",
    "finance",
    "software",
    "helps",
    "growing",
    "companies",
    "accurately",
    "account",
    "report",
    "scale",
    "turning",
    "operational",
    "data",
    "into",
    "usable",
    "financials"
  ],
  "missingFromDescription": [
    "infrastructure",
    "record",
    "leapfin",
    "intelligence",
    "layer",
    "operations"
  ],
  "score": 81,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer intent coverage

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

1 Warning

Needs attention

AEO: Answer intent coverage

Warning
01

Issue

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

Details

02

Why it matters

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

Check name

AEO: Answer intent coverage

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "headings": [
    {
      "text": "Autonomous finance operations with atomic details of every transaction. Fix revenue leakage, automate reconciliation, and close the books without compromising on the truth.",
      "html": "<h2> Autonomous finance operations with atomic details of every transaction. Fix <span style=\"white-space: nowrap; font-family: inherit; font-weight: inherit\"><b>revenue leakage</b>,</span> automate <span style=\"white-space: nowrap; font-family: inherit; font-weight: inherit\"><b>reconciliation</b>,</span> and <b>close the books</b> without compromising on the <span style=\"white-space: nowrap; font-family: inherit; font-weight: inherit\"><b>truth</b></span>. </h2>"
    },
    {
      "text": "Helping growing businesses scale finance operations",
      "html": "<h2> Helping growing businesses <b>scale finance operations</b> </h2>"
    },
    {
      "text": "Built for massive scale – and speed",
      "html": "<h2>Built for <b>massive scale</b> &#x2013; and speed</h2>"
    },
    {
      "text": "Empowering Finance teams with more control over revenue data",
      "html": "<h2>Empowering Finance teams with <b>more control over revenue data</b></h2>"
    },
    {
      "text": "Luca: AI that earns your trust",
      "html": "<h2> Luca: AI that earns your trust </h2>"
    },
    {
      "text": "2-minute overview",
      "html": "<h2> 2-minute overview </h2>"
    },
    {
      "text": "Leapfin is purpose-built to empower Accounting teams with data they can trust",
      "html": "<h2> Leapfin is purpose-built to <b>empower</b> Accounting teams with <b>data they can trust</b> </h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is The AI Infrastructure for Record to Report?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does The AI Infrastructure for Record to Report work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use The AI Infrastructure for Record to Report?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is The AI Infrastructure for Record to Report free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does The AI Infrastructure for Record to Report compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "how",
      "label": "How does The AI Infrastructure for Record to Report work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use The AI Infrastructure for Record to Report?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is The AI Infrastructure for Record to Report free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does The AI Infrastructure for Record to Report compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 8
}

Agent Ease of UseAPIEmerging recommendation

AI context endpoint

AI context endpoint is informational for this page.

Informational

Needs attention

AI context endpoint

Informational
01

Issue

AI context endpoint is informational for this page.

02

Why it matters

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

Check name

AI context endpoint

Score

100/100

Status

informational

Category

API

Maturity

Emerging recommendation

Goal

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

Result

AI context endpoint is informational for this page.

Validation steps

  1. Fetch to find resource

    AI context endpoint was not found at the expected path.

Evidence
{
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "informational",
      "evidence": {
        "checked": [
          {
            "path": "/api/ai/context",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 63562
          },
          {
            "path": "/api/context",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 63562
          },
          {
            "path": "/context",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 63562
          }
        ]
      },
      "issue": "AI context endpoint was not found at the expected path.",
      "howToFix": "Publish a concise JSON or Markdown AI context endpoint describing the product, public actions, and machine-readable resources."
    }
  ]
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Query intent coverage

AIO: Query intent coverage is informational for this page.

Informational

Needs attention

AIO: Query intent coverage

Informational
01

Issue

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

Details

02

Why it matters

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

Check name

AIO: Query intent coverage

Score

70/100

Status

informational

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AIO: Query intent coverage is informational for this page.

Evidence
{
  "headings": [
    {
      "text": "Autonomous finance operations with atomic details of every transaction. Fix revenue leakage, automate reconciliation, and close the books without compromising on the truth.",
      "html": "<h2> Autonomous finance operations with atomic details of every transaction. Fix <span style=\"white-space: nowrap; font-family: inherit; font-weight: inherit\"><b>revenue leakage</b>,</span> automate <span style=\"white-space: nowrap; font-family: inherit; font-weight: inherit\"><b>reconciliation</b>,</span> and <b>close the books</b> without compromising on the <span style=\"white-space: nowrap; font-family: inherit; font-weight: inherit\"><b>truth</b></span>. </h2>"
    },
    {
      "text": "Helping growing businesses scale finance operations",
      "html": "<h2> Helping growing businesses <b>scale finance operations</b> </h2>"
    },
    {
      "text": "Built for massive scale – and speed",
      "html": "<h2>Built for <b>massive scale</b> &#x2013; and speed</h2>"
    },
    {
      "text": "Empowering Finance teams with more control over revenue data",
      "html": "<h2>Empowering Finance teams with <b>more control over revenue data</b></h2>"
    },
    {
      "text": "Luca: AI that earns your trust",
      "html": "<h2> Luca: AI that earns your trust </h2>"
    },
    {
      "text": "2-minute overview",
      "html": "<h2> 2-minute overview </h2>"
    },
    {
      "text": "Leapfin is purpose-built to empower Accounting teams with data they can trust",
      "html": "<h2> Leapfin is purpose-built to <b>empower</b> Accounting teams with <b>data they can trust</b> </h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is The AI Infrastructure for Record to Report?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does The AI Infrastructure for Record to Report work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use The AI Infrastructure for Record to Report?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is The AI Infrastructure for Record to Report free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does The AI Infrastructure for Record to Report compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "how",
      "label": "How does The AI Infrastructure for Record to Report work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use The AI Infrastructure for Record to Report?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is The AI Infrastructure for Record to Report free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does The AI Infrastructure for Record to Report compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 4
}

Agent Ease of UseAuthEmerging recommendation

Auth.md Agent Registration

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

Informational

Needs attention

Auth.md Agent Registration

Informational
01

Issue

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

02

Why it matters

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

Check name

Auth.md Agent Registration

Score

0/100

Status

informational

Category

Auth

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

  1. Fetch and validate /auth.md

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

  2. Publish protected resource metadata

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

  3. Validate agent_auth authorization metadata

    OAuth authorization server metadata could not be fetched.

Evidence
{
  "failedStep": "auth-md",
  "steps": [
    {
      "id": "auth-md",
      "title": "Fetch and validate /auth.md",
      "status": "fail",
      "evidence": {
        "path": "/auth.md",
        "ok": false,
        "statusCode": 404,
        "contentType": "text/html",
        "length": 63562,
        "validation": {
          "valid": false,
          "issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html\" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing credential type language.",
          "compatibleContentType": false,
          "contentLength": 46170,
          "hasRegisterInstructions": false,
          "hasProtectedResourceLink": false,
          "hasAuthorizationServerLink": false,
          "mentionsIdentity": true,
          "mentionsCredential": false,
          "links": [
            "/title",
            "https://www.leapfin.com/hubfs/preview-card-22FEB2024.png\">",
            "https://www.leapfin.com/hubfs/preview-card-22FEB2024.png\">",
            "https://www.leapfin.com/hubfs/favicon_21MAR2024-1.png\">",
            "https://www.leapfin.com/hubfs/fonts/poppins/woff2/Poppins-Bold.woff2\"",
            "/woff2",
            "https://www.leapfin.com/hubfs/fonts/roboto/woff2/Roboto-Regular.woff2\"",
            "/woff2",
            "/style",
            "https://www.leapfin.com/hubfs/hub_generated/template_assets/1/153260554142/1779743701582/template_main.css\">"
          ],
          "rawExcerpt": "<!doctype html><html lang=\"en\"><head>\n    <meta charset=\"utf-8\">\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n    <title></title>\n    <meta name=\"description\" content=\"\">\n    \n      <meta property=\"og:type\" content=\"website\">\n    \n    \n      <meta property=\"twitter:image\" content=\"https://www.leapfin.com/hubfs/preview-card-22FEB2024.png\">\n      <meta property=\"og:image\" content=\"https://www.leapfin.com/hubfs/preview-card-22FEB2024.png\">\n    \n    \n      <link rel=\"shortcut icon\" href=\"https://www.leapfin.com/hubfs/favicon_21MAR2024-1.png\">\n    \n    <link rel=\"preload\" href=\"https://www.leapfin.com/hubfs/fonts/poppins/woff2/Poppins-Bold.woff2\" as=\"font\" crossorigin=\"anonymous\" type=\"font/woff2\">\n    <link rel=\"preload\" href=\"https://www.leapfin.com/hubfs/fonts/rob"
        }
      },
      "issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html\" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing credential type language.",
      "howToFix": "Serve /auth.md at the site root as Markdown with agent registration instructions and links to OAuth metadata."
    },
    {
      "id": "oauth-protected-resource",
      "title": "Publish protected resource metadata",
      "status": "fail",
      "evidence": {
        "path": "/.well-known/oauth-protected-resource",
        "ok": false,
        "statusCode": 404,
        "contentType": "text/html",
        "length": 63562,
        "text": "<!doctype html><html lang=\"en\"><head>\n    <meta charset=\"utf-8\">\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n    <title></title>\n    <meta name=\"description\" content=\"\">\n    \n      <meta property=\"og:type\" content=\"website\">\n    \n    \n      <meta property=\"twitter:image\" content=\"https://www.leapfin.com/hubfs/preview-card-22FEB2024.png\">\n      <meta property=\"og:image\" content=\"https://www.leapfin.com/hubfs/preview-card-22FEB2024.png\">\n    \n    \n      <link rel=\"shortcut icon\" href=\"https://www.leapfin.com/hubfs/favicon_21MAR2024-1.png\">\n    \n    <link rel=\"preload\" href=\"https://www.leapfin.com/hubfs/fonts/poppins/woff2/Poppins-Bold.woff2\" as=\"font\" crossorigin=\"anonymous\" type=\"font/woff2\">\n    <link rel=\"preload\" href=\"https://www.leapfin.com/hubfs/fonts/roboto/woff2/Roboto-Regular.woff2\" as=\"font\" crossorigin=\"anonymous\" type=\"font/woff2\">\n    <meta name=\"google-site-verification\" content=\"gbQSXdH6-5G31YkPc4z-N665tm-7qQCOvl85fjYX2mk\">\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n\n    \n    <meta property=\"og:description\" content=\"\">\n    <meta property=\"og:title\" content=\"\">\n    <meta name=\"twitter:description\" content=\"\">\n    <meta name=\"twitter:title\" content=\"\">\n\n    \n\n    \n    <style>\na.cta_button{-moz-box-sizing:content-box !important;-webkit-box-sizing:content-box !important;box-sizing:content-box !important;vertical-align:middle}.hs-breadcrumb-menu{list-style-type:none;margin:0px 0px 0px 0px;padding:0px 0px 0px 0px}.hs-breadcrumb-menu-item{float:left;padding:10px 0px 10px 10px}.hs-breadcrumb-menu-divider:before{content:'›';padding-left:10px}.hs-featured-image-link{border:0}.hs-featured-image{float:right;margin:0 0 20px 20px;max-width:50%}@media (max-width: 568px){.hs-featured-image{float:none;margin:0;width:100%;max-width:100%}}.hs-screen-reader-text{clip:rect(1px, 1px, 1px, 1px);height:1px;overflow:hidden;position:absolute !important;width:1px}\n</style>\n\n<link rel=\"stylesheet\" href=\"https://www.leapfin.com/hubfs/hub_generated/template_assets/1/153260554142/1779743701582/template_main.css\">\n<link class=\"hs-async-css\" rel=\"preload\" href=\"https://www.leapfin.com/hubfs/hub_generated/module_assets/1/185724487265/1763146787799/module_nav_header-global_03FEB24.min.css\" as=\"style\" onload=\"this.onload=null;this.rel='stylesheet'\">\n<noscript><link rel=\"stylesheet\" href=\"https://www.leapfin.com/hubfs/hub_generated/module_assets/1/185724487265/1763146787799/module_nav_header-global_03FEB24.min.css\"></noscript>\n\n          <style>\n            #top-bar .ribbon {\n              display: none !important;\n            }\n          </style>\n        \n\n      <style>\n        .ribbon {\n          transition: all 0.2s ease;\n          height: 40px;\n          width: 100%;\n          color: var(--white-off);\n          font-size: 0.75rem;\n          background: linear-gradient(270deg, #DAD8FD, #ffd1ff);\n          background-size: 400% 400%;\n          -webkit-animation: gradientGlow 4s ease infinite;\n          -moz-animation: gradientGlow 4s ease infinite;\n          -o-animation: gradientGlow 4s ease infinite;\n          animation: gradientGlow 4s ease infinite;\n          display: flex;\n          justify-content: center;\n          align-items: center;\n          overflow: hidden;\n          position: relative;\n          gap: 1rem;\n        }\n        .ribbon:after {\n          -moz-transform: scale(-1, -1);\n          -o-transform: scale(-1, -1);\n          -webkit-transform: scale(-1, -1);\n          transform: scale(-1, -1);\n        }\n        html.has-navbar-fixed-top .ribbon {\n          height: 0;\n        }\n        .ribbon-content {\n          display: flex;\n          align-items: center;\n          justify-content: center;\n          flex: none;\n          gap: 1rem;\n          height: 100%;\n        }\n        .ribbon-text {\n          display: flex;\n          gap: 1rem;\n          align-items: center;\n        }\n        .ribbon-header {\n          font-family: var(--header);\n          color: var(--white);\n    "
      },
      "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",
          "length": 63562,
          "text": "<!doctype html><html lang=\"en\"><head>\n    <meta charset=\"utf-8\">\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n    <title></title>\n    <meta name=\"description\" content=\"\">\n    \n      <meta property=\"og:type\" content=\"website\">\n    \n    \n      <meta property=\"twitter:image\" content=\"https://www.leapfin.com/hubfs/preview-card-22FEB2024.png\">\n      <meta property=\"og:image\" content=\"https://www.leapfin.com/hubfs/preview-card-22FEB2024.png\">\n    \n    \n      <link rel=\"shortcut icon\" href=\"https://www.leapfin.com/hubfs/favicon_21MAR2024-1.png\">\n    \n    <link rel=\"preload\" href=\"https://www.leapfin.com/hubfs/fonts/poppins/woff2/Poppins-Bold.woff2\" as=\"font\" crossorigin=\"anonymous\" type=\"font/woff2\">\n    <link rel=\"preload\" href=\"https://www.leapfin.com/hubfs/fonts/roboto/woff2/Roboto-Regular.woff2\" as=\"font\" crossorigin=\"anonymous\" type=\"font/woff2\">\n    <meta name=\"google-site-verification\" content=\"gbQSXdH6-5G31YkPc4z-N665tm-7qQCOvl85fjYX2mk\">\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n\n    \n    <meta property=\"og:description\" content=\"\">\n    <meta property=\"og:title\" content=\"\">\n    <meta name=\"twitter:description\" content=\"\">\n    <meta name=\"twitter:title\" content=\"\">\n\n    \n\n    \n    <style>\na.cta_button{-moz-box-sizing:content-box !important;-webkit-box-sizing:content-box !important;box-sizing:content-box !important;vertical-align:middle}.hs-breadcrumb-menu{list-style-type:none;margin:0px 0px 0px 0px;padding:0px 0px 0px 0px}.hs-breadcrumb-menu-item{float:left;padding:10px 0px 10px 10px}.hs-breadcrumb-menu-divider:before{content:'›';padding-left:10px}.hs-featured-image-link{border:0}.hs-featured-image{float:right;margin:0 0 20px 20px;max-width:50%}@media (max-width: 568px){.hs-featured-image{float:none;margin:0;width:100%;max-width:100%}}.hs-screen-reader-text{clip:rect(1px, 1px, 1px, 1px);height:1px;overflow:hidden;position:absolute !important;width:1px}\n</style>\n\n<link rel=\"stylesheet\" href=\"https://www.leapfin.com/hubfs/hub_generated/template_assets/1/153260554142/1779743701582/template_main.css\">\n<link class=\"hs-async-css\" rel=\"preload\" href=\"https://www.leapfin.com/hubfs/hub_generated/module_assets/1/185724487265/1763146787799/module_nav_header-global_03FEB24.min.css\" as=\"style\" onload=\"this.onload=null;this.rel='stylesheet'\">\n<noscript><link rel=\"stylesheet\" href=\"https://www.leapfin.com/hubfs/hub_generated/module_assets/1/185724487265/1763146787799/module_nav_header-global_03FEB24.min.css\"></noscript>\n\n          <style>\n            #top-bar .ribbon {\n              display: none !important;\n            }\n          </style>\n        \n\n      <style>\n        .ribbon {\n          transition: all 0.2s ease;\n          height: 40px;\n          width: 100%;\n          color: var(--white-off);\n          font-size: 0.75rem;\n          background: linear-gradient(270deg, #DAD8FD, #ffd1ff);\n          background-size: 400% 400%;\n          -webkit-animation: gradientGlow 4s ease infinite;\n          -moz-animation: gradientGlow 4s ease infinite;\n          -o-animation: gradientGlow 4s ease infinite;\n          animation: gradientGlow 4s ease infinite;\n          display: flex;\n          justify-content: center;\n          align-items: center;\n          overflow: hidden;\n          position: relative;\n          gap: 1rem;\n        }\n        .ribbon:after {\n          -moz-transform: scale(-1, -1);\n          -o-transform: scale(-1, -1);\n          -webkit-transform: scale(-1, -1);\n          transform: scale(-1, -1);\n        }\n        html.has-navbar-fixed-top .ribbon {\n          height: 0;\n        }\n        .ribbon-content {\n          display: flex;\n          align-items: center;\n          justify-content: center;\n          flex: none;\n          gap: 1rem;\n          height: 100%;\n        }\n        .ribbon-text {\n          display: flex;\n          gap: 1rem;\n          align-items: center;\n        }\n        .ribbon-header {\n          font-family: var(--header);\n          color: var(--white);\n    "
        }
      },
      "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": 6,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "log in"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Q&A and FAQ opportunities

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

Informational

Needs attention

GEO: Q&A and FAQ opportunities

Informational
01

Issue

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

Details

02

Why it matters

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

Check name

GEO: Q&A and FAQ opportunities

Score

75/100

Status

informational

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "h2Count": 7,
  "questionH2s": 0,
  "hasFaq": false,
  "nonQuestionH2s": [
    {
      "index": 1,
      "text": "Autonomous finance operations with atomic details of every transaction. Fix revenue leakage, automate reconciliation, and close the books without compromising on the truth.",
      "isQuestion": false,
      "html": "<h2> Autonomous finance operations with atomic details of every transaction. Fix <span style=\"white-space: nowrap; font-family: inherit; font-weight: inherit\"><b>revenue leakage</b>,</span> automate <span style=\"white-space: nowrap; font-family: inherit; font-weight: inherit\"><b>reconciliation</b>,</span> and <b>close the books</b> without compromising on the <span style=\"white-space: nowrap; font-family: inherit; font-weight: inherit\"><b>truth</b></span>. </h2>"
    },
    {
      "index": 2,
      "text": "Helping growing businesses scale finance operations",
      "isQuestion": false,
      "html": "<h2> Helping growing businesses <b>scale finance operations</b> </h2>"
    },
    {
      "index": 3,
      "text": "Built for massive scale – and speed",
      "isQuestion": false,
      "html": "<h2>Built for <b>massive scale</b> &#x2013; and speed</h2>"
    },
    {
      "index": 4,
      "text": "Empowering Finance teams with more control over revenue data",
      "isQuestion": false,
      "html": "<h2>Empowering Finance teams with <b>more control over revenue data</b></h2>"
    },
    {
      "index": 5,
      "text": "Luca: AI that earns your trust",
      "isQuestion": false,
      "html": "<h2> Luca: AI that earns your trust </h2>"
    },
    {
      "index": 6,
      "text": "2-minute overview",
      "isQuestion": false,
      "html": "<h2> 2-minute overview </h2>"
    },
    {
      "index": 7,
      "text": "Leapfin is purpose-built to empower Accounting teams with data they can trust",
      "isQuestion": false,
      "html": "<h2> Leapfin is purpose-built to <b>empower</b> Accounting teams with <b>data they can trust</b> </h2>"
    }
  ],
  "score": 75,
  "weight": 4
}

AI DiscoverabilityDiscoverabilityEstablished

IndexNow key

IndexNow key is informational for this page.

Informational

Needs attention

IndexNow key

Informational
01

Issue

IndexNow key is informational for this page.

02

Why it matters

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

Check name

IndexNow key

Score

100/100

Status

informational

Category

Discoverability

Maturity

Established

Goal

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

Result

IndexNow key is informational for this page.

Validation steps

  1. Find advertised IndexNow key location

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

  2. Fetch and validate IndexNow key file

    No discoverable IndexNow key file was found.

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

Agent Ease of UseAuthEstablished

OAuth / OIDC discovery

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

Informational

Needs attention

OAuth / OIDC discovery

Informational
01

Issue

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

02

Why it matters

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

Check name

OAuth / OIDC discovery

Score

0/100

Status

informational

Category

Auth

Maturity

Established

Goal

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

Result

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

Validation steps

  1. Fetch to find resource

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

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/openid-configuration",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 63562
          },
          {
            "path": "/.well-known/oauth-authorization-server",
            "statusCode": 404,
            "contentType": "text/html",
            "length": 63562
          }
        ]
      },
      "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": 6,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "log in"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

Agent Ease of UseAuthEmerging recommendation

OAuth Protected Resource

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

Informational

Needs attention

OAuth Protected Resource

Informational
01

Issue

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

02

Why it matters

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

Check name

OAuth Protected Resource

Score

0/100

Status

informational

Category

Auth

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

  1. Fetch protected resource metadata

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

  2. Validate protected resource metadata

    Response is not valid JSON.

  3. Validate protected resource identity

    Protected resource metadata `resource` did not match the resource identifier used to retrieve it.

  4. 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"
      },
      "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>\n    <meta charset=\"utf-8\">\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n    <title></title>\n    <meta name=\"description\" content=\"\">\n    \n      <meta property=\"og:type\" content=\"website\">\n    \n    \n      <meta property=\"twitter:image\" content=\"https://www.leapfin.com/hubfs/preview-card-22FEB2024.png\">\n      <meta property=\"og:image\" content=\"https://www.leapfin.com/hubfs/preview-card-22FEB2024.png\">\n    \n    \n      <link rel=\"shortcut icon\" href=\"https://www.leapfin.com/hubfs/favicon_21MAR2024-1.png\">\n    \n    <link rel=\"preload\" href=\"https://www.leapfin.com/hubfs/fonts/poppins/woff2/Poppins-Bold.woff2\" as=\"font\" crossorigin=\"anonymous\" type=\"font/woff2\">\n    <link rel=\"preload\" href=\"https://www.leapfin.com/hubfs/fonts/rob"
      },
      "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.leapfin.com"
      },
      "issue": "Protected resource metadata `resource` did not match the resource identifier used to retrieve it.",
      "howToFix": "Set `resource` to the origin/resource identifier represented by /.well-known/oauth-protected-resource."
    },
    {
      "id": "protected-route-challenge",
      "title": "Probe protected API Bearer challenge",
      "status": "informational",
      "evidence": {
        "checked": [
          {
            "path": "/api/admin/scans",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://www.leapfin.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/admin/summary",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://www.leapfin.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/scans",
            "statusCode": 404,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://www.leapfin.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          }
        ]
      },
      "issue": "No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.",
      "howToFix": "When this site exposes bearer-protected APIs, return 401 with WWW-Authenticate: Bearer and link resource_metadata."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 6,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "log in"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

Performance and AccessibilityBest PracticesBrowser audit

Issues were logged in the `Issues` panel in Chrome Devtools

100 Fail

Check name

Issues were logged in the `Issues` panel in Chrome Devtools

Score

0/100

Status

fail

Device

desktop

Category

Best Practices

Fix guidance

Issues logged to the `Issues` panel in Chrome Devtools indicate unresolved problems. They can come from network request failures, insufficient security controls, and other browser concerns. Open up the Issues panel in Chrome DevTools for more details on each issue.

Evidence
{
  "description": "Issues logged to the `Issues` panel in Chrome Devtools indicate unresolved problems. They can come from network request failures, insufficient security controls, and other browser concerns. Open up the Issues panel in Chrome DevTools for more details on each issue."
}

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

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

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

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)

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

Avoid large layout shifts

20 Fail

Check name

Avoid large layout shifts

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

2 layout shifts found

Fix guidance

These are the largest layout shifts observed on the page. Each table item represents a single layout shift, and shows the element that shifted the most. Below each item are possible root causes that led to the layout shift. Some of these layout shifts may not be included in the CLS metric value due to [windowing](https://web.dev/articles/cls#what_is_cls). [Learn how to improve CLS](https://web.dev/articles/optimize-cls)

Evidence
{
  "displayValue": "2 layout shifts found",
  "description": "These are the largest layout shifts observed on the page. Each table item represents a single layout shift, and shows the element that shifted the most. Below each item are possible root causes that led to the layout shift. Some of these layout shifts may not be included in the CLS metric value due to [windowing](https://web.dev/articles/cls#what_is_cls). [Learn how to improve CLS](https://web.dev/articles/optimize-cls)"
}

Performance and AccessibilityPerformanceBrowser audit

Forced reflow

20 Fail

Check name

Forced reflow

Score

0/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

A forced reflow occurs when JavaScript queries geometric properties (such as offsetWidth) after styles have been invalidated by a change to the DOM state. This can result in poor performance. Learn more about [forced reflows](https://developer.chrome.com/docs/performance/insights/forced-reflow) and possible mitigations.

Evidence
{
  "description": "A forced reflow occurs when JavaScript queries geometric properties (such as offsetWidth) after styles have been invalidated by a change to the DOM state. This can result in poor performance. Learn more about [forced reflows](https://developer.chrome.com/docs/performance/insights/forced-reflow) and possible mitigations."
}

Performance and AccessibilityPerformanceBrowser audit

LCP request discovery

20 Fail

Check name

LCP request discovery

Score

0/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

[Optimize LCP](https://developer.chrome.com/docs/performance/insights/lcp-discovery) by making the LCP image discoverable from the HTML immediately, and avoiding lazy-loading

Evidence
{
  "description": "[Optimize LCP](https://developer.chrome.com/docs/performance/insights/lcp-discovery) by making the LCP image discoverable from the HTML immediately, and avoiding lazy-loading"
}

Performance and AccessibilityPerformanceBrowser audit

Avoid enormous network payloads

10 Warning

Check name

Avoid enormous network payloads

Score

50/100

Status

warning

Device

desktop

Category

Performance

Estimated savings

Total size was 12,342 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/).

Evidence
{
  "displayValue": "Total size was 12,342 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": 12638001
}

Performance and AccessibilityPerformanceBrowser audit

Loading performance

6 Fail

Check name

Loading performance

Score

70/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

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

Evidence
{
  "checks": [
    {
      "id": "interactive",
      "title": "Time to Interactive",
      "score": 39,
      "displayValue": "5.1 s",
      "numericValue": 5085.509313424403
    },
    {
      "id": "total-blocking-time",
      "title": "Total Blocking Time",
      "score": 63,
      "displayValue": "280 ms",
      "numericValue": 278.5000000000002
    },
    {
      "id": "speed-index",
      "title": "Speed Index",
      "score": 82,
      "displayValue": "1.5 s",
      "numericValue": 1517.885521430254
    },
    {
      "id": "first-contentful-paint",
      "title": "First Contentful Paint",
      "score": 100,
      "displayValue": "0.3 s",
      "numericValue": 321.0070540623401
    },
    {
      "id": "network-rtt",
      "title": "Network Round Trip Times",
      "score": 100,
      "displayValue": "10 ms",
      "numericValue": 13.016189999999995
    },
    {
      "id": "server-response-time",
      "title": "Initial server response time was short",
      "score": 100,
      "displayValue": "Root document took 10 ms",
      "numericValue": 6
    },
    {
      "id": "largest-contentful-paint",
      "title": "Largest Contentful Paint",
      "score": 15,
      "displayValue": "4.2 s",
      "numericValue": 4199.8868671911105
    },
    {
      "id": "max-potential-fid",
      "title": "Max Potential First Input Delay",
      "score": 62,
      "displayValue": "210 ms",
      "numericValue": 213
    }
  ]
}

Fix with MCP or CLI

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

Score history

Public scan score over time

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

1 reports
Public score history report links
Scan dateScoreReadinessReport
48/100Level 2, Agent-LimitedCurrent report
leapfin.com AI SEO Report: 48/100 (Level 2, Agent-Limited)