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https://www.vivodyne.com/

SCANNED

Jun 9, 2026, 7:39 AM

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https://www.vivodyne.com/

SCANNED

Jun 9, 2026, 7:39:02 AMJun 9, 2026, 7:39 AM

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50/100

OVERALL SCORE

Level 3, Bot-Aware

Moderate readiness for AI agents

CAPTURED SCREENSHOT

What AI sees of your website

Vivodyne - Human Data Before The Clinic

We create predictive human data before clinical trials to accelerate the discovery of new targets and better therapeutics.

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
Metric	Score	Status	Passed	Failed	Warning	Evidence
AI Discoverability	19	Priority fix	3	19	1	View details
Discoverability	14	Priority fix	1	8	0	View details
Content Readiness	38	Priority fix	2	7	1	View details
Bot Access Control	0	Priority fix	0	4	0	View details
Agent Ease of Use	10	Priority fix	17	22	1	View details
API	0	Priority fix	0	6	0	View details
Auth	Not Applicable	Not Applicable	11	0	0
MCP	25	Priority fix	2	6	0	View details
Skill Discovery	5	Priority fix	0	10	1	View details
Agent Commerce	Not Applicable	Not Applicable	4	0	0
GEO, AIO and AEO	69	Needs work	5	3	12	View details
GEO Readiness	79	Mostly ready	2	0	4
AIO Readiness	60	Needs work	2	2	3	View details
AEO Readiness	67	Needs work	1	1	5	View details
SEO	92	Strong	10	1	0	View details
SEO	92	Strong	10	1	0	View details
Security & Trust	40	Priority fix	6	3	0	View details
Security & Trust	40	Priority fix	2	3	0	View details
AI Training Exposure	Not Applicable	Not Applicable	4	0	0
Performance and Accessibility	84	Mostly ready	19	5	4	View details
Performance	79	Mostly ready	11	4	4	View details
Accessibility	92	Strong	8	1	0	View details

Prioritized recommendations

Issues ranked by score impact

51 items need attention

Agent Ease of UseAPIEstablished

API Catalog

API Catalog failed at "Fetch API catalog".

50 Fail

Needs attention

API Catalog

Failed check

Issue

The API catalog endpoint did not return HTTP 2xx.

Why it matters

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

Check name

API Catalog

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

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

Result

API Catalog failed at "Fetch API catalog".

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch API catalog",
      "status": "fail",
      "evidence": {
        "statusCode": 404,
        "contentType": "text/html; charset=utf-8"
      },
      "issue": "The API catalog endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/api-catalog."
    },
    {
      "id": "validate",
      "title": "Validate RFC 9727 linkset",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Response is not valid JSON.",
        "rawExcerpt": "<!DOCTYPE html>\n<html>\n  <body>\n    <p>Invalid .well-known request</p>\n  </body>\n</html>"
      },
      "issue": "Response is not valid JSON.",
      "howToFix": "Use application/linkset+json with service-desc, service-doc, and status relations that each include href."
    },
    {
      "id": "target-validation",
      "title": "Fetch advertised API catalog targets",
      "status": "fail",
      "evidence": {
        "checked": [],
        "failures": [
          {
            "reason": "No same-origin API catalog hrefs were available to fetch."
          }
        ]
      },
      "issue": "API Catalog did not expose any same-origin hrefs to validate.",
      "howToFix": "Make each same-origin API catalog href reachable and serve the advertised media type."
    }
  ]
}

Agent Ease of UseAPIEstablished

OpenAPI discovery

OpenAPI discovery failed at "Find valid OpenAPI document".

50 Fail

Needs attention

OpenAPI discovery

Failed check

Issue

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

Why it matters

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

Check name

OpenAPI discovery

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

Publish a valid OpenAPI or Swagger document for API discovery.

Result

OpenAPI discovery failed at "Find valid OpenAPI document".

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Find valid OpenAPI document",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/openapi.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><!-- Last Published: Mon Oct 27 2025 20:04:52 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www.vivodyne.com\" data-wf-page=\"657c6fab442fa004e195da3f\" data-wf-site=\"63ecc3195e0269612b3c70c2\"><head><meta charset=\"utf-8\"/><title>Page Not Found</title><meta content=\"Page Not Found\" property=\"og:title\"/><meta content=\"Page Not Found\" property=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><meta content=\"HEFXSuylQNkQUUc3GEkyBZEp7S8nN7cEWhN91vxKLFM\" name=\"google-site-verification\"/><meta content=\"noindex\" name=\"robots\"/><link href=\"https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/css/vivodyne.webflow.shared.763c28289.min.css\" rel=\"stylesheet\" type=\"text/css\"/><style>@media (min-width:992px) {html.w-mod-js:not(.w-mod"
          },
          {
            "path": "/openapi.yaml",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><!-- Last Published: Mon Oct 27 2025 20:04:52 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www.vivodyne.com\" data-wf-page=\"657c6fab442fa004e195da3f\" data-wf-site=\"63ecc3195e0269612b3c70c2\"><head><meta charset=\"utf-8\"/><title>Page Not Found</title><meta content=\"Page Not Found\" property=\"og:title\"/><meta content=\"Page Not Found\" property=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><meta content=\"HEFXSuylQNkQUUc3GEkyBZEp7S8nN7cEWhN91vxKLFM\" name=\"google-site-verification\"/><meta content=\"noindex\" name=\"robots\"/><link href=\"https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/css/vivodyne.webflow.shared.763c28289.min.css\" rel=\"stylesheet\" type=\"text/css\"/><style>@media (min-width:992px) {html.w-mod-js:not(.w-mod"
          },
          {
            "path": "/swagger.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><!-- Last Published: Mon Oct 27 2025 20:04:52 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www.vivodyne.com\" data-wf-page=\"657c6fab442fa004e195da3f\" data-wf-site=\"63ecc3195e0269612b3c70c2\"><head><meta charset=\"utf-8\"/><title>Page Not Found</title><meta content=\"Page Not Found\" property=\"og:title\"/><meta content=\"Page Not Found\" property=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><meta content=\"HEFXSuylQNkQUUc3GEkyBZEp7S8nN7cEWhN91vxKLFM\" name=\"google-site-verification\"/><meta content=\"noindex\" name=\"robots\"/><link href=\"https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/css/vivodyne.webflow.shared.763c28289.min.css\" rel=\"stylesheet\" type=\"text/css\"/><style>@media (min-width:992px) {html.w-mod-js:not(.w-mod"
          },
          {
            "path": "/swagger.yaml",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><!-- Last Published: Mon Oct 27 2025 20:04:52 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www.vivodyne.com\" data-wf-page=\"657c6fab442fa004e195da3f\" data-wf-site=\"63ecc3195e0269612b3c70c2\"><head><meta charset=\"utf-8\"/><title>Page Not Found</title><meta content=\"Page Not Found\" property=\"og:title\"/><meta content=\"Page Not Found\" property=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><meta content=\"HEFXSuylQNkQUUc3GEkyBZEp7S8nN7cEWhN91vxKLFM\" name=\"google-site-verification\"/><meta content=\"noindex\" name=\"robots\"/><link href=\"https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/css/vivodyne.webflow.shared.763c28289.min.css\" rel=\"stylesheet\" type=\"text/css\"/><style>@media (min-width:992px) {html.w-mod-js:not(.w-mod"
          },
          {
            "path": "/api/openapi.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><!-- Last Published: Mon Oct 27 2025 20:04:52 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www.vivodyne.com\" data-wf-page=\"657c6fab442fa004e195da3f\" data-wf-site=\"63ecc3195e0269612b3c70c2\"><head><meta charset=\"utf-8\"/><title>Page Not Found</title><meta content=\"Page Not Found\" property=\"og:title\"/><meta content=\"Page Not Found\" property=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><meta content=\"HEFXSuylQNkQUUc3GEkyBZEp7S8nN7cEWhN91vxKLFM\" name=\"google-site-verification\"/><meta content=\"noindex\" name=\"robots\"/><link href=\"https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/css/vivodyne.webflow.shared.763c28289.min.css\" rel=\"stylesheet\" type=\"text/css\"/><style>@media (min-width:992px) {html.w-mod-js:not(.w-mod"
          },
          {
            "path": "/api/swagger.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><!-- Last Published: Mon Oct 27 2025 20:04:52 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www.vivodyne.com\" data-wf-page=\"657c6fab442fa004e195da3f\" data-wf-site=\"63ecc3195e0269612b3c70c2\"><head><meta charset=\"utf-8\"/><title>Page Not Found</title><meta content=\"Page Not Found\" property=\"og:title\"/><meta content=\"Page Not Found\" property=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><meta content=\"HEFXSuylQNkQUUc3GEkyBZEp7S8nN7cEWhN91vxKLFM\" name=\"google-site-verification\"/><meta content=\"noindex\" name=\"robots\"/><link href=\"https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/css/vivodyne.webflow.shared.763c28289.min.css\" rel=\"stylesheet\" type=\"text/css\"/><style>@media (min-width:992px) {html.w-mod-js:not(.w-mod"
          },
          {
            "path": "/docs/openapi.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><!-- Last Published: Mon Oct 27 2025 20:04:52 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www.vivodyne.com\" data-wf-page=\"657c6fab442fa004e195da3f\" data-wf-site=\"63ecc3195e0269612b3c70c2\"><head><meta charset=\"utf-8\"/><title>Page Not Found</title><meta content=\"Page Not Found\" property=\"og:title\"/><meta content=\"Page Not Found\" property=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><meta content=\"HEFXSuylQNkQUUc3GEkyBZEp7S8nN7cEWhN91vxKLFM\" name=\"google-site-verification\"/><meta content=\"noindex\" name=\"robots\"/><link href=\"https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/css/vivodyne.webflow.shared.763c28289.min.css\" rel=\"stylesheet\" type=\"text/css\"/><style>@media (min-width:992px) {html.w-mod-js:not(.w-mod"
          }
        ]
      },
      "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
      "howToFix": "Publish a valid OpenAPI 3.x or Swagger 2.0 JSON/YAML document with info, paths, operations, and responses."
    }
  ]
}

AI DiscoverabilityBot Access ControlEstablished

AI bot rules in robots.txt

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

33 Fail

Needs attention

AI bot rules in robots.txt

Failed check

Issue

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

Why it matters

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

Check name

AI bot rules in robots.txt

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Established

Goal

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

Result

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

Evidence

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

AI DiscoverabilityBot Access ControlInformational

Content Signal

Content Signal is missing or incomplete.

33 Fail

Needs attention

Content Signal

Failed check

Issue

No Content Signal found in robots.txt

Why it matters

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

Check name

Content Signal

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

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

Result

Content Signal is missing or incomplete.

Evidence

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

Security & TrustSecurity & TrustEstablished

Content-Security-Policy

Content-Security-Policy is missing or incomplete.

33 Fail

Needs attention

Content-Security-Policy

Failed check

Issue

Content-Security-Policy is missing or incomplete.

Why it matters

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

Check name

Content-Security-Policy

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

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

Result

Content-Security-Policy is missing or incomplete.

Evidence

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

Agent Ease of UseMCPEmerging recommendation

MCP Server Card

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

33 Fail

Needs attention

MCP Server Card

Failed check

Issue

MCP Server Card was not found at the expected path.

Why it matters

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

Check name

MCP Server Card

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

Publish an MCP Server Card for agent discovery.

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          },
          {
            "path": "/.well-known/mcp/server-cards.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          }
        ]
      },
      "issue": "MCP Server Card was not found at the expected path.",
      "howToFix": "Publish an MCP server card with valid transports and make each advertised local endpoint answer an MCP initialize request."
    }
  ]
}

Agent Ease of UseMCPEmerging recommendation

mcp.json

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

33 Fail

Needs attention

mcp.json

Failed check

Issue

mcp.json was not found at the expected path.

Why it matters

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

Check name

mcp.json

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 28380
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          },
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          }
        ]
      },
      "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."
    }
  ]
}

Security & TrustSecurity & TrustEstablished

Referrer-Policy

Referrer-Policy is missing or incomplete.

33 Fail

Needs attention

Referrer-Policy

Failed check

Issue

Referrer-Policy is missing or incomplete.

Why it matters

Referrer-Policy controls how much URL context is sent to other origins, limiting accidental leakage of paths, queries, and identifiers.

Check name

Referrer-Policy

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

Limit how much referrer data leaves the site.

Result

Referrer-Policy is missing or incomplete.

Evidence

{
  "header": "referrer-policy",
  "value": null
}

AI DiscoverabilityBot Access ControlInformational

Web Bot Auth request signing

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

33 Fail

Needs attention

Web Bot Auth request signing

Failed check

Issue

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

Why it matters

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

Check name

Web Bot Auth request signing

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/http-message-signatures-directory",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          }
        ]
      },
      "issue": "Web Bot Auth request signing was not found at the expected path.",
      "howToFix": "If publishing Web Bot Auth keys, return a JSON key directory with a non-empty keys array and the draft media type."
    }
  ]
}

Agent Ease of UseMCPInformational

WebMCP manifest

WebMCP manifest failed at "Fetch to find resource".

33 Fail

Needs attention

WebMCP manifest

Failed check

Issue

WebMCP manifest was not found at the expected path.

Why it matters

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

Check name

WebMCP manifest

Score

0/100

Status

fail

Category

MCP

Maturity

Informational

Goal

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

Result

WebMCP manifest failed at "Fetch to find resource".

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          },
          {
            "path": "/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 28380
          },
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 28380
          }
        ]
      },
      "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

Issue

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

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 DiscoverabilityContent ReadinessEmerging recommendation

llms.txt

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

25 Fail

Needs attention

llms.txt

Failed check

Issue

llms.txt was not found at the expected path.

Why it matters

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

Check name

llms.txt

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/llms.txt",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 28380
          },
          {
            "path": "/llms-full.txt",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 28380
          }
        ]
      },
      "issue": "llms.txt was not found at the expected path.",
      "howToFix": "Publish /llms.txt as Markdown with a clear title, concise site summary, and useful links for agents."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Markdown negotiation

Markdown negotiation failed at "Markdown content type".

25 Fail

Needs attention

Markdown negotiation

Failed check

Issue

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

Why it matters

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

Check name

Markdown negotiation

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Return HTML responses as markdown when agents request it.

Result

Markdown negotiation failed at "Markdown content type".

Validation steps

Markdown content type
Content-Type "text/html; charset=utf-8" does not indicate Markdown when requested with Accept: text/markdown.
Vary: Accept header
Markdown negotiation is missing Vary: Accept; current Vary header is "accept-encoding".
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": 9160,
        "excerpt": "<!DOCTYPE html><!-- Last Published: Mon Oct 27 2025 20:04:52 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www.vivodyne.com\" data-wf-page=\"657c6fab442fa004e195da37\" data-wf-site=\"63ecc3195e0269612b3c70c2\"><head><meta charse",
        "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 DiscoverabilityContent ReadinessEstablished

Semantic HTML

Semantic HTML is missing or incomplete.

25 Fail

Needs attention

Semantic HTML

Failed check

Issue

Semantic HTML is incomplete: missing <main> landmark; missing <footer> landmark; 35 links missing accessible names.

Details

Why it matters

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

Check name

Semantic HTML

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Expose readable page structure through semantic HTML and accessible controls.

Result

Semantic HTML is missing or incomplete.

Evidence

{
  "main": false,
  "nav": true,
  "footer": false,
  "meaningfulH1": true,
  "headingOrder": true,
  "accessibleLinks": false,
  "accessibleButtons": true,
  "imageAltCoverage": true,
  "formAutocompleteCoverage": true,
  "details": {
    "inaccessibleLinks": [
      "<a id=\"left-button-2\" href=\"#\" class=\"left-arrow-swiper w-inline-block\"><img src=\"https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/65985319297bc903c92f732e_65379fe605332db9602b73f8_Group%201171274393%20(1).svg\" loading=\"lazy\" alt class=\"image-hide-mob\"><img src=\"https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/659853be5691689fe0dea898_653bbbbd0b0fda8c19c5cbbe_Group%201171274393%20(1)%20(1).svg\" loading=\"lazy\" alt class=\"image-only-mob\"></a>",
      "<a id=\"right-button-2\" href=\"#\" class=\"right-arrow-swiper w-inline-block\"><img src=\"https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/65985319c51fed23d4710ecc_65379fe6c909d831dc236484_Group%201171274392%20(1).svg\" loading=\"lazy\" alt class=\"image-hide-mob\"><img src=\"https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/659853be9cd03fa0977da60f_653bbbbd4e0b3ca4e8283f21_Group%201171274392%20(1).svg\" loading=\"lazy\" alt class=\"image-only-mob\"></a>",
      "<a href=\"https://www.statnews.com/2025/05/29/animal-testing-alternatives-biotech-vivodyne-raises-40-million-for-organoid-research/\" target=\"_blank\" class=\"external-link w-inline-block\"></a>",
      "<a href=\"https://www.axios.com/pro/biotech-deals/2025/05/29/vivodyne-raises-40m-drug-testing-human-tissue\" target=\"_blank\" class=\"external-link w-inline-block\"></a>",
      "<a href=\"https://www.businesswire.com/news/home/20250528498236/en/Vivodyne-to-Replace-Animal-Testing-With-%2440-Million-Funding-to-Reverse-95-Clinical-Trial-Failure-Rate\" target=\"_blank\" class=\"external-link w-inline-block\"></a>",
      "<a href=\"#\" class=\"external-link w-inline-block w-condition-invisible\"></a>",
      "<a href=\"https://www.contractpharma.com/exclusives/advantages-and-impact-of-fdas-plan-to-phase-out-animal-testing-for-mabs-and-other-drugs/\" target=\"_blank\" class=\"external-link w-inline-block\"></a>",
      "<a href=\"https://www.fiercebiotech.com/biotech/fierce-biotech-fundraising-tracker-23\" target=\"_blank\" class=\"external-link w-inline-block\"></a>",
      "<a href=\"https://www.bioworld.com/articles/719265-fda-wants-a-shift-away-from-animal-testing?v=preview\" target=\"_blank\" class=\"external-link w-inline-block\"></a>",
      "<a href=\"https://firstwordpharma.com/story/5949134\" target=\"_blank\" class=\"external-link w-inline-block\"></a>",
      "<a href=\"https://www.forbes.com/video/6f2ab81c-fda5-4261-9ae9-bc33584dc26b/2024-forbes-healthcare-summit--the-new-era-of-drug-discovery/\" target=\"_blank\" class=\"external-link w-inline-block\"></a>",
      "<a href=\"#\" class=\"external-link w-inline-block w-condition-invisible\"></a>",
      "<a href=\"https://www.genengnews.com/topics/artificial-intelligence/vivodynes-lab-grown-human-tissue-platform-gets-real-with-38-million-seed-financing/\" target=\"_blank\" class=\"external-link w-inline-block\"></a>",
      "<a href=\"https://www.statnews.com/2025/05/29/animal-testing-alternatives-biotech-vivodyne-raises-40-million-for-organoid-research/\" target=\"_blank\" class=\"external-link w-inline-block\"></a>",
      "<a href=\"https://www.axios.com/pro/biotech-deals/2025/05/29/vivodyne-raises-40m-drug-testing-human-tissue\" target=\"_blank\" class=\"external-link w-inline-block\"></a>",
      "<a href=\"https://www.businesswire.com/news/home/20250528498236/en/Vivodyne-to-Replace-Animal-Testing-With-%2440-Million-Funding-to-Reverse-95-Clinical-Trial-Failure-Rate\" target=\"_blank\" class=\"external-link w-inline-block\"></a>",
      "<a href=\"#\" class=\"external-link w-inline-block w-condition-invisible\"></a>",
      "<a href=\"https://www.contractpharma.com/exclusives/advantages-and-impact-of-fdas-plan-to-phase-out-animal-testing-for-mabs-and-other-drugs/\" target=\"_blank\" class=\"external-link w-inline-block\"></a>",
      "<a href=\"https://www.fiercebiotech.com/biotech/fierce-biotech-fundraising-tracker-23\" target=\"_blank\" class=\"external-link w-inline-block\"></a>",
      "<a href=\"https://www.bioworld.com/articles/719265-fda-wants-a-shift-away-from-animal-testing?v=preview\" target=\"_blank\" class=\"external-link w-inline-block\"></a>",
      "<a href=\"https://firstwordpharma.com/story/5949134\" target=\"_blank\" class=\"external-link w-inline-block\"></a>",
      "<a href=\"https://www.forbes.com/video/6f2ab81c-fda5-4261-9ae9-bc33584dc26b/2024-forbes-healthcare-summit--the-new-era-of-drug-discovery/\" target=\"_blank\" class=\"external-link w-inline-block\"></a>",
      "<a href=\"#\" class=\"external-link w-inline-block w-condition-invisible\"></a>",
      "<a href=\"https://www.genengnews.com/topics/artificial-intelligence/vivodynes-lab-grown-human-tissue-platform-gets-real-with-38-million-seed-financing/\" target=\"_blank\" class=\"external-link w-inline-block\"></a>",
      "<a href=\"https://www.statnews.com/2025/05/29/animal-testing-alternatives-biotech-vivodyne-raises-40-million-for-organoid-research/\" target=\"_blank\" class=\"external-link w-inline-block\"></a>",
      "<a href=\"https://www.axios.com/pro/biotech-deals/2025/05/29/vivodyne-raises-40m-drug-testing-human-tissue\" target=\"_blank\" class=\"external-link w-inline-block\"></a>",
      "<a href=\"https://www.businesswire.com/news/home/20250528498236/en/Vivodyne-to-Replace-Animal-Testing-With-%2440-Million-Funding-to-Reverse-95-Clinical-Trial-Failure-Rate\" target=\"_blank\" class=\"external-link w-inline-block\"></a>",
      "<a href=\"#\" class=\"external-link w-inline-block w-condition-invisible\"></a>",
      "<a href=\"https://www.contractpharma.com/exclusives/advantages-and-impact-of-fdas-plan-to-phase-out-animal-testing-for-mabs-and-other-drugs/\" target=\"_blank\" class=\"external-link w-inline-block\"></a>",
      "<a href=\"https://www.fiercebiotech.com/biotech/fierce-biotech-fundraising-tracker-23\" target=\"_blank\" class=\"external-link w-inline-block\"></a>",
      "<a href=\"https://www.bioworld.com/articles/719265-fda-wants-a-shift-away-from-animal-testing?v=preview\" target=\"_blank\" class=\"external-link w-inline-block\"></a>",
      "<a href=\"https://firstwordpharma.com/story/5949134\" target=\"_blank\" class=\"external-link w-inline-block\"></a>",
      "<a href=\"https://www.forbes.com/video/6f2ab81c-fda5-4261-9ae9-bc33584dc26b/2024-forbes-healthcare-summit--the-new-era-of-drug-discovery/\" target=\"_blank\" class=\"external-link w-inline-block\"></a>",
      "<a href=\"#\" class=\"external-link w-inline-block w-condition-invisible\"></a>",
      "<a href=\"https://www.genengnews.com/topics/artificial-intelligence/vivodynes-lab-grown-human-tissue-platform-gets-real-with-38-million-seed-financing/\" target=\"_blank\" class=\"external-link w-inline-block\"></a>"
    ],
    "inaccessibleButtons": [],
    "missingAutocompleteInputs": [],
    "imagesMissingAlt": [],
    "skippedHeadingLevels": []
  },
  "counts": {
    "h1": 1,
    "headings": 13,
    "links": 108,
    "inaccessibleLinks": 35,
    "buttons": 0,
    "inaccessibleButtons": 0,
    "images": 102,
    "imagesWithAlt": 102,
    "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

Issue

A2A Agent Card was not found at the expected path.

Why it matters

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

Check name

A2A Agent Card

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          },
          {
            "path": "/.well-known/a2a/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          },
          {
            "path": "/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 28380
          }
        ]
      },
      "issue": "A2A Agent Card was not found at the expected path.",
      "howToFix": "Publish an A2A Agent Card with required skill details and make the advertised url answer A2A JSON-RPC requests."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

Agent Skills index

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

20 Fail

Needs attention

Agent Skills index

Failed check

Issue

Agent Skills index was not found at the expected path.

Why it matters

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

Check name

Agent Skills index

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish an agent skills discovery index.

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-skills/index.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          },
          {
            "path": "/.well-known/skills/index.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          }
        ]
      },
      "issue": "Agent Skills index was not found at the expected path.",
      "howToFix": "Publish an index with a non-empty skills array and reachable SKILL.md URLs."
    }
  ]
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

agent.json

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

20 Fail

Needs attention

agent.json

Failed check

Issue

agent.json was not found at the expected path.

Why it matters

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

Check name

agent.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          },
          {
            "path": "/agent.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 28380
          }
        ]
      },
      "issue": "agent.json was not found at the expected path.",
      "howToFix": "Publish agent.json with awp_version, domain, intent, and typed actions that point to real same-origin API or protocol endpoints."
    }
  ]
}

Agent Ease of UseSkill DiscoveryInformational

agents.json

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

20 Fail

Needs attention

agents.json

Failed check

Issue

agents.json was not found at the expected path.

Why it matters

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

Check name

agents.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Informational

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agents.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 88
          },
          {
            "path": "/agents.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 28380
          }
        ]
      },
      "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

Issue

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

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 20:37:24 GMT",
  "schemaDates": [],
  "metaDateCount": 0,
  "timeDateCount": 0
}

AI DiscoverabilityDiscoverabilityEstablished

FAQPage schema

FAQPage schema is missing or incomplete.

17 Fail

Needs attention

FAQPage schema

Failed check

Issue

FAQ content was detected but no FAQPage schema was found.

Why it matters

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

Check name

FAQPage schema

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

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

Result

FAQPage schema is missing or incomplete.

Evidence

{
  "found": false,
  "visibleFaq": true,
  "allTypes": []
}

AI DiscoverabilityDiscoverabilityEstablished

High-value schema types

High-value schema types is missing or incomplete.

17 Fail

Needs attention

High-value schema types

Failed check

Issue

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

Why it matters

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

Check name

High-value schema types

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

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

Result

High-value schema types is missing or incomplete.

Evidence

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

AI DiscoverabilityDiscoverabilityEstablished

JSON-LD present

JSON-LD present is missing or incomplete.

17 Fail

Needs attention

JSON-LD present

Failed check

Issue

No JSON-LD blocks found.

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".

17 Fail

Needs attention

Link headers

Failed check

Issue

No useful agent discovery Link headers were found.

Why it matters

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

Check name

Link headers

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Include Link response headers for agent discovery using RFC 8288.

Result

Link headers failed at "Find useful Link headers".

Validation steps

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

Evidence

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

AI DiscoverabilityDiscoverabilityEstablished

Organization / WebSite schema

Organization / WebSite schema is missing or incomplete.

17 Fail

Needs attention

Organization / WebSite schema

Failed check

Issue

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

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 DiscoverabilityDiscoverabilityEstablished

robots.txt

robots.txt is missing or incomplete.

17 Fail

Needs attention

robots.txt

Failed check

Issue

robots.txt was found but could not be parsed as valid.

Why it matters

robots.txt gives crawlers and agents a standard place to read crawl permissions, disallowed paths, and sitemap locations before requesting site content.

Check name

robots.txt

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Publish /robots.txt with clear crawl rules.

Result

robots.txt is missing or incomplete.

Evidence

{
  "statusCode": 200,
  "contentType": "text/plain; charset=utf-8",
  "parsedUserAgents": [],
  "sitemapDirectives": [
    "https://www.vivodyne.com/sitemap.xml"
  ],
  "rawExcerpt": "Sitemap: https://www.vivodyne.com/sitemap.xml"
}

Agent Ease of UseSkill DiscoveryEmerging recommendation

DNS-AID Agent Discovery

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

15 Fail

Needs attention

DNS-AID Agent Discovery

Failed check

Issue

No DNS-AID entrypoint records were found under _agents.

Why it matters

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

Check name

DNS-AID Agent Discovery

Score

25/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

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

Evidence

{
  "failedStep": "svcb-https-records",
  "steps": [
    {
      "id": "svcb-https-records",
      "title": "Resolve DNS-AID SVCB/HTTPS records",
      "status": "fail",
      "evidence": {
        "hostname": "www.vivodyne.com",
        "probes": [
          {
            "name": "_index._agents.www.vivodyne.com",
            "found": false,
            "recordCount": 1,
            "records": [],
            "hasAlpn": false,
            "hasEndpoint": false
          },
          {
            "name": "_a2a._agents.www.vivodyne.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.vivodyne.com",
            "dnssecTypes": [],
            "dnssecRecordCount": 0
          },
          {
            "name": "vivodyne.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."
    }
  ]
}

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

Issue

No JSON-LD structured data was detected.

Details

Why it matters

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

Check name

AIO: 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

Issue

Missing AIO trust signals: author, publisher, freshnessDate.

Details

Why it matters

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

Check name

AIO: Source and trust signals

Score

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": "/about-us",
      "text": "AboutWe revolutionize modern therapeutics development.",
      "html": "<a data-w-id=\"f008d399-a32b-6a08-fb86-04d09b4c962b\" href=\"/about-us\" class=\"box-nav w-inline-block\"><div class=\"holder-heading-img-nav\"><img src=\"https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/6546b61f96ddaf911f094278_Group%201171275000%20(1).svg\" loading=\"eager\" alt><div class=\"heading-nav\">About</div><img src=\"https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/63ee16fe46d79ddb8f5f0642_Vector%20892%20(1).svg\" loading=\"eager\" alt class=\"box-nav-arrow\"></div><div class=\"h..."
    },
    {
      "href": "/platform",
      "text": "Learn About Our Automation",
      "html": "<a href=\"/platform\" class=\"button w-inline-block\"><div class=\"button-text\">Learn About Our Automation</div><img src=\"https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/65540a239b9807aad35e2c31_arrow%20long.svg\" loading=\"lazy\" alt class=\"button-arrow\"><div class=\"abs-btn-side-border\"></div></a>"
    },
    {
      "href": "/predictive-ai",
      "text": "Learn About Our AI-First Approach",
      "html": "<a href=\"/predictive-ai\" class=\"button w-inline-block\"><div class=\"button-text\">Learn About Our AI-First Approach</div><div class=\"abs-btn-side-border\"></div><img src=\"https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/65540a239b9807aad35e2c31_arrow%20long.svg\" loading=\"lazy\" alt class=\"button-arrow\"></a>"
    },
    {
      "href": "/about-us",
      "text": "About Us",
      "html": "<a href=\"/about-us\" class=\"button button-white w-inline-block\"><div class=\"button-text\">About Us</div><img src=\"https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/65540a239b9807aad35e2c31_arrow%20long.svg\" loading=\"lazy\" alt class=\"button-arrow\"><div class=\"abs-btn-side-border\"></div></a>"
    },
    {
      "href": "/about-us",
      "text": "About",
      "html": "<a href=\"/about-us\" class=\"link-footer\">About</a>"
    },
    {
      "href": "https://www.linkedin.com/company/vivodyne/",
      "text": "",
      "html": "<a href=\"https://www.linkedin.com/company/vivodyne/\" target=\"_blank\" class=\"socials-link w-inline-block\"><img src=\"https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/6597e4e41da4f681c12de746_63ed0bf76e2b5e74ad3e4f3a_LinkedIn%20(4).svg\" loading=\"eager\" alt=\"linkedin\" class=\"sm-hover-icon\"><img src=\"https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/63ed0bf76e2b5e74ad3e4f3a_LinkedIn%20(4).svg\" loading=\"eager\" alt=\"linkedin\"></a>"
    }
  ],
  "contactLinks": [
    {
      "href": "/contact-us",
      "text": "Contact UsHave questions? Let us know how we can help.",
      "html": "<a data-w-id=\"f008d399-a32b-6a08-fb86-04d09b4c963d\" href=\"/contact-us\" class=\"box-nav w-inline-block\"><div class=\"holder-heading-img-nav\"><img src=\"https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/640a50ff08059c612baae670_Group%201171275000%20(7).svg\" loading=\"eager\" alt><div class=\"heading-nav\">Contact Us</div><img src=\"https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/63ee16fe46d79ddb8f5f0642_Vector%20892%20(1).svg\" loading=\"eager\" alt class=\"box-nav-arrow\"></div><div c..."
    },
    {
      "href": "/contact-us",
      "text": "Contact Us",
      "html": "<a href=\"/contact-us\" class=\"link-footer link-footer-last\">Contact Us</a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "/privacy-policy",
      "text": "Privacy",
      "html": "<a href=\"/privacy-policy\" class=\"link-footer\">Privacy</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

Issue

Missing AIO trust signals: author, publisher, freshnessDate.

Details

Why it matters

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

Check name

AEO: Answer evidence and trust

Score

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": "/about-us",
      "text": "AboutWe revolutionize modern therapeutics development.",
      "html": "<a data-w-id=\"f008d399-a32b-6a08-fb86-04d09b4c962b\" href=\"/about-us\" class=\"box-nav w-inline-block\"><div class=\"holder-heading-img-nav\"><img src=\"https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/6546b61f96ddaf911f094278_Group%201171275000%20(1).svg\" loading=\"eager\" alt><div class=\"heading-nav\">About</div><img src=\"https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/63ee16fe46d79ddb8f5f0642_Vector%20892%20(1).svg\" loading=\"eager\" alt class=\"box-nav-arrow\"></div><div class=\"h..."
    },
    {
      "href": "/platform",
      "text": "Learn About Our Automation",
      "html": "<a href=\"/platform\" class=\"button w-inline-block\"><div class=\"button-text\">Learn About Our Automation</div><img src=\"https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/65540a239b9807aad35e2c31_arrow%20long.svg\" loading=\"lazy\" alt class=\"button-arrow\"><div class=\"abs-btn-side-border\"></div></a>"
    },
    {
      "href": "/predictive-ai",
      "text": "Learn About Our AI-First Approach",
      "html": "<a href=\"/predictive-ai\" class=\"button w-inline-block\"><div class=\"button-text\">Learn About Our AI-First Approach</div><div class=\"abs-btn-side-border\"></div><img src=\"https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/65540a239b9807aad35e2c31_arrow%20long.svg\" loading=\"lazy\" alt class=\"button-arrow\"></a>"
    },
    {
      "href": "/about-us",
      "text": "About Us",
      "html": "<a href=\"/about-us\" class=\"button button-white w-inline-block\"><div class=\"button-text\">About Us</div><img src=\"https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/65540a239b9807aad35e2c31_arrow%20long.svg\" loading=\"lazy\" alt class=\"button-arrow\"><div class=\"abs-btn-side-border\"></div></a>"
    },
    {
      "href": "/about-us",
      "text": "About",
      "html": "<a href=\"/about-us\" class=\"link-footer\">About</a>"
    },
    {
      "href": "https://www.linkedin.com/company/vivodyne/",
      "text": "",
      "html": "<a href=\"https://www.linkedin.com/company/vivodyne/\" target=\"_blank\" class=\"socials-link w-inline-block\"><img src=\"https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/6597e4e41da4f681c12de746_63ed0bf76e2b5e74ad3e4f3a_LinkedIn%20(4).svg\" loading=\"eager\" alt=\"linkedin\" class=\"sm-hover-icon\"><img src=\"https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/63ed0bf76e2b5e74ad3e4f3a_LinkedIn%20(4).svg\" loading=\"eager\" alt=\"linkedin\"></a>"
    }
  ],
  "contactLinks": [
    {
      "href": "/contact-us",
      "text": "Contact UsHave questions? Let us know how we can help.",
      "html": "<a data-w-id=\"f008d399-a32b-6a08-fb86-04d09b4c963d\" href=\"/contact-us\" class=\"box-nav w-inline-block\"><div class=\"holder-heading-img-nav\"><img src=\"https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/640a50ff08059c612baae670_Group%201171275000%20(7).svg\" loading=\"eager\" alt><div class=\"heading-nav\">Contact Us</div><img src=\"https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/63ee16fe46d79ddb8f5f0642_Vector%20892%20(1).svg\" loading=\"eager\" alt class=\"box-nav-arrow\"></div><div c..."
    },
    {
      "href": "/contact-us",
      "text": "Contact Us",
      "html": "<a href=\"/contact-us\" class=\"link-footer link-footer-last\">Contact Us</a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "/privacy-policy",
      "text": "Privacy",
      "html": "<a href=\"/privacy-policy\" class=\"link-footer\">Privacy</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

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

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": 4,
  "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

Issue

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

Details

Why it matters

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

Check name

AEO: Answer-first sections

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "sectionCount": 12,
  "passing": 1,
  "failing": [
    {
      "heading": "Our discovery pipeline is human. ‍From start to finish.",
      "headingHtml": "<h2 data-w-id=\"2ec9e31e-7734-fa09-0606-b29fc9986cc7\" style=\"-webkit-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-moz-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-ms-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);opacity:0\" class=\"heading-small heading-...",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Our platform enables human testing before clinical trials.",
      "headingHtml": "<h2 style=\"-webkit-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-moz-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-ms-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);opacity:0\" class=\"heading-small heading-small-white\">Our platform enables human testing b...",
      "firstParagraph": "Lab-Grown Human Organs",
      "paragraphHtml": "<p class=\"paragraph-large paragraph-large-bold\">Lab-Grown Human Organs</p>",
      "words": 3,
      "direct": false,
      "issue": "First paragraph is 3 words and does not look like a concise direct answer."
    },
    {
      "heading": "We discover new targets & therapies with AI‑scale testing on lab-grown human organs.",
      "headingHtml": "<h2 data-w-id=\"8551de03-af3c-da50-8dfe-015773f20141\" style=\"-webkit-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-moz-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-ms-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);opacity:0\" class=\"heading-new\"><span cla...",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Complex human responsesfrom lab-grown human organs.",
      "headingHtml": "<h3 class=\"heading-small-new\"><strong>Complex human responses<br></strong>from lab-grown human organs.</h3>",
      "firstParagraph": "With over 20 human organ models of health and disease that span the major organ systems, our models mimic native human functions & phenotypes to accurately capture the effects of new therapeutics and predict clinical outcomes.",
      "paragraphHtml": "<p class=\"paragraph paragraph-bot-marg-32\">With over 20 human organ models of health and disease that span the major organ systems, our models mimic native human functions &amp; phenotypes to accurately capture the effects of new therapeutics and predict clinical outcomes.</p>",
      "words": 35,
      "direct": false,
      "issue": "First paragraph is 35 words and does not look like a concise direct answer."
    },
    {
      "heading": "Massive human studiesexecuted with robotic precision.",
      "headingHtml": "<h3 class=\"heading-small-new\"><strong>Massive human studies<br></strong>executed with robotic precision.</h3>",
      "firstParagraph": "We test different drug modalities, combination therapies, and multiphase regimens on 10,000+ independent human tissues at a time. Our robotic Data Engine platforms run studies with millisecond precision for incredibly high reproducibility.",
      "paragraphHtml": "<p class=\"paragraph paragraph-bot-marg-32\">We test different drug modalities, combination therapies, and multiphase regimens on 10,000+ independent human tissues at a time. Our robotic Data Engine platforms run studies with millisecond precision for incredibly high reproducibility.</p>",
      "words": 33,
      "direct": false,
      "issue": "First paragraph is 33 words and does not look like a concise direct answer."
    },
    {
      "heading": "Our partners enter clinical trials with human data. Do you?",
      "headingHtml": "<h2 style=\"-webkit-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-moz-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-ms-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);opacity:0\" class=\"heading-large heading-large-white\"><span class=\"light-text-span\"><stron...",
      "firstParagraph": "From target to cure, we partner with leading biopharma companies to advance new targets and bring better therapeutics to patients in need.",
      "paragraphHtml": "<p style=\"-webkit-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-moz-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-ms-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);opacity:0\" class=\"paragraph paragraph-white\">From target to cure, we partner with leading...",
      "words": 22,
      "direct": false,
      "issue": "First paragraph is 22 words and does not look like a concise direct answer."
    },
    {
      "heading": "Reduce, refine, and replace.",
      "headingHtml": "<h2 style=\"-webkit-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-moz-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-ms-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);opacity:0\" class=\"heading-large heading-large-white\">Reduce, refine, and&#xa0;replace.</h2>",
      "firstParagraph": "A vivarium consumes more power and water than a small town.",
      "paragraphHtml": "<p class=\"paragraph paragraph-white\"><strong>A vivarium consumes more power and water than a small town.&#x2028;</strong></p>",
      "words": 11,
      "direct": false,
      "issue": "First paragraph is 11 words and does not look like a concise direct answer."
    },
    {
      "heading": "News, insights, innovation.",
      "headingHtml": "<h2 data-w-id=\"0bff8b89-6cf0-1eee-b8a6-520e8d53e25c\" style=\"-webkit-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-moz-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-ms-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);opacity:0\" class=\"heading-medium-new hea...",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Continue your discovery.",
      "headingHtml": "<h2 data-w-id=\"68a943bd-a22a-f3f9-15e9-633002c33adb\" style=\"-webkit-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-moz-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-ms-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);opacity:0\" class=\"heading-small heading-...",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Connect With Us",
      "headingHtml": "<h2 class=\"job-title\">Connect With Us</h2>",
      "firstParagraph": "Interested to learn more? Click below to request outreach from our scientific & business leadership.",
      "paragraphHtml": "<p class=\"paragraph-small\">Interested to learn more? Click below to request outreach from our scientific &amp; business leadership.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Explore Our Human Organs",
      "headingHtml": "<h2 class=\"job-title\">Explore Our Human Organs</h2>",
      "firstParagraph": "We are changing the way the pharmaceutical industry discovers new targets and develops therapeutics.",
      "paragraphHtml": "<p class=\"paragraph-small\">We are changing the way the pharmaceutical industry discovers new targets and develops therapeutics.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    }
  ],
  "score": 65,
  "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

Issue

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

Details

Why it matters

Check name

GEO: Explanatory content depth

Score

75/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "candidatePassages": 1,
  "citablePassages": 0,
  "failingCandidateParagraphs": [
    {
      "index": 15,
      "heading": "H3: Multimodal AI for clinical prediction trained on massive human datasets.",
      "text": "Our AI platform is powered by an active learning system that can identify and produce the most useful human training data on-demand to refine its accuracy. We integrate data from 3D phenomics, single-cell sequencing, and proteomics to deeply understand and map human complexity.",
      "words": 43,
      "hasEvidence": true,
      "reasons": [
        "Too short for a citation-ready passage (43 words; target 80-220)."
      ],
      "html": "<p class=\"paragraph paragraph-bot-marg-32\">Our AI&#xa0;platform is powered by an active learning system that can identify and produce the most useful human training data on-demand to refine its accuracy. We integrate data from 3D phenomics, single-cell sequencing, and proteomics to deeply understand and map human complexity.</p>"
    }
  ],
  "citableParagraphs": [],
  "score": 75,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

GEO: Entity clarity

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

2 Warning

Needs attention

GEO: Entity clarity

Warning

Issue

Title/H1 terms missing from description: vivodyne, clinic, era, fully, development.

Details

Why it matters

Check name

GEO: Entity clarity

Score

85/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "title": "Vivodyne - Human Data Before The Clinic",
  "h1": "The new era of fully human therapeutics development.",
  "description": "We create predictive human data before clinical trials to accelerate the discovery of new targets and better therapeutics.",
  "topicOverlap": 0.5,
  "topicTerms": [
    "vivodyne",
    "human",
    "data",
    "before",
    "clinic",
    "new",
    "era",
    "fully",
    "therapeutics",
    "development"
  ],
  "descriptionTerms": [
    "create",
    "predictive",
    "human",
    "data",
    "before",
    "clinical",
    "trials",
    "accelerate",
    "discovery",
    "new",
    "targets",
    "better",
    "therapeutics"
  ],
  "missingFromDescription": [
    "vivodyne",
    "clinic",
    "era",
    "fully",
    "development"
  ],
  "score": 85,
  "weight": 28
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Question-led structure

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

2 Warning

Needs attention

AEO: Question-led structure

Warning

Issue

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

Why it matters

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

Check name

AEO: Question-led structure

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "h2Count": 9,
  "questionH2s": [
    {
      "index": 4,
      "text": "Our partners enter clinical trials with human data. Do you?",
      "isQuestion": true,
      "html": "<h2 style=\"-webkit-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-moz-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-ms-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);opacity:0\" class=\"heading-large heading-large-white\"><span class=\"light-text-span\"><stron..."
    }
  ],
  "hasFaq": false,
  "score": 70,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Answer block readiness

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

2 Warning

Needs attention

AIO: Answer block readiness

Warning

Issue

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

Details

Why it matters

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

Check name

AIO: Answer block readiness

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "sectionCount": 12,
  "passing": 1,
  "failing": [
    {
      "heading": "Our discovery pipeline is human. ‍From start to finish.",
      "headingHtml": "<h2 data-w-id=\"2ec9e31e-7734-fa09-0606-b29fc9986cc7\" style=\"-webkit-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-moz-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-ms-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);opacity:0\" class=\"heading-small heading-...",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Our platform enables human testing before clinical trials.",
      "headingHtml": "<h2 style=\"-webkit-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-moz-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-ms-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);opacity:0\" class=\"heading-small heading-small-white\">Our platform enables human testing b...",
      "firstParagraph": "Lab-Grown Human Organs",
      "paragraphHtml": "<p class=\"paragraph-large paragraph-large-bold\">Lab-Grown Human Organs</p>",
      "words": 3,
      "direct": false,
      "issue": "First paragraph is 3 words and does not look like a concise direct answer."
    },
    {
      "heading": "We discover new targets & therapies with AI‑scale testing on lab-grown human organs.",
      "headingHtml": "<h2 data-w-id=\"8551de03-af3c-da50-8dfe-015773f20141\" style=\"-webkit-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-moz-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-ms-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);opacity:0\" class=\"heading-new\"><span cla...",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Complex human responsesfrom lab-grown human organs.",
      "headingHtml": "<h3 class=\"heading-small-new\"><strong>Complex human responses<br></strong>from lab-grown human organs.</h3>",
      "firstParagraph": "With over 20 human organ models of health and disease that span the major organ systems, our models mimic native human functions & phenotypes to accurately capture the effects of new therapeutics and predict clinical outcomes.",
      "paragraphHtml": "<p class=\"paragraph paragraph-bot-marg-32\">With over 20 human organ models of health and disease that span the major organ systems, our models mimic native human functions &amp; phenotypes to accurately capture the effects of new therapeutics and predict clinical outcomes.</p>",
      "words": 35,
      "direct": false,
      "issue": "First paragraph is 35 words and does not look like a concise direct answer."
    },
    {
      "heading": "Massive human studiesexecuted with robotic precision.",
      "headingHtml": "<h3 class=\"heading-small-new\"><strong>Massive human studies<br></strong>executed with robotic precision.</h3>",
      "firstParagraph": "We test different drug modalities, combination therapies, and multiphase regimens on 10,000+ independent human tissues at a time. Our robotic Data Engine platforms run studies with millisecond precision for incredibly high reproducibility.",
      "paragraphHtml": "<p class=\"paragraph paragraph-bot-marg-32\">We test different drug modalities, combination therapies, and multiphase regimens on 10,000+ independent human tissues at a time. Our robotic Data Engine platforms run studies with millisecond precision for incredibly high reproducibility.</p>",
      "words": 33,
      "direct": false,
      "issue": "First paragraph is 33 words and does not look like a concise direct answer."
    },
    {
      "heading": "Our partners enter clinical trials with human data. Do you?",
      "headingHtml": "<h2 style=\"-webkit-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-moz-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-ms-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);opacity:0\" class=\"heading-large heading-large-white\"><span class=\"light-text-span\"><stron...",
      "firstParagraph": "From target to cure, we partner with leading biopharma companies to advance new targets and bring better therapeutics to patients in need.",
      "paragraphHtml": "<p style=\"-webkit-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-moz-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-ms-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);opacity:0\" class=\"paragraph paragraph-white\">From target to cure, we partner with leading...",
      "words": 22,
      "direct": false,
      "issue": "First paragraph is 22 words and does not look like a concise direct answer."
    },
    {
      "heading": "Reduce, refine, and replace.",
      "headingHtml": "<h2 style=\"-webkit-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-moz-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-ms-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);opacity:0\" class=\"heading-large heading-large-white\">Reduce, refine, and&#xa0;replace.</h2>",
      "firstParagraph": "A vivarium consumes more power and water than a small town.",
      "paragraphHtml": "<p class=\"paragraph paragraph-white\"><strong>A vivarium consumes more power and water than a small town.&#x2028;</strong></p>",
      "words": 11,
      "direct": false,
      "issue": "First paragraph is 11 words and does not look like a concise direct answer."
    },
    {
      "heading": "News, insights, innovation.",
      "headingHtml": "<h2 data-w-id=\"0bff8b89-6cf0-1eee-b8a6-520e8d53e25c\" style=\"-webkit-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-moz-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-ms-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);opacity:0\" class=\"heading-medium-new hea...",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Continue your discovery.",
      "headingHtml": "<h2 data-w-id=\"68a943bd-a22a-f3f9-15e9-633002c33adb\" style=\"-webkit-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-moz-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-ms-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);opacity:0\" class=\"heading-small heading-...",
      "firstParagraph": "",
      "paragraphHtml": "",
      "words": 0,
      "direct": false,
      "issue": "No paragraph follows this heading."
    },
    {
      "heading": "Connect With Us",
      "headingHtml": "<h2 class=\"job-title\">Connect With Us</h2>",
      "firstParagraph": "Interested to learn more? Click below to request outreach from our scientific & business leadership.",
      "paragraphHtml": "<p class=\"paragraph-small\">Interested to learn more? Click below to request outreach from our scientific &amp; business leadership.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Explore Our Human Organs",
      "headingHtml": "<h2 class=\"job-title\">Explore Our Human Organs</h2>",
      "firstParagraph": "We are changing the way the pharmaceutical industry discovers new targets and develops therapeutics.",
      "paragraphHtml": "<p class=\"paragraph-small\">We are changing the way the pharmaceutical industry discovers new targets and develops therapeutics.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    }
  ],
  "score": 65,
  "weight": 8
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Page experience for AIO

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

1 Warning

Needs attention

AIO: Page experience for AIO

Warning

Issue

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

Details

Why it matters

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

Check name

AIO: Page experience for AIO

Score

80/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "viewportContent": "width=device-width, initial-scale=1",
  "visibleWords": 903,
  "htmlBytes": 112722,
  "imagesMissingDimensions": [
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      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/65540a239b9807aad35e2c31_arrow%20long.svg\" loading=\"lazy\" alt class=\"banner-arrow\">"
    },
    {
      "src": "https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/63ee2455eca2a841a1a1decd_Vivodyne%20Logo%20(2).svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/63ee2455eca2a841a1a1decd_Vivodyne%20Logo%20(2).svg\" loading=\"lazy\" alt=\"Vivodyne logo\" class=\"white-logo\">"
    },
    {
      "src": "https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/63f8c0e8523c5bf12be5ff79_Vivodyne%20Logo.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/63f8c0e8523c5bf12be5ff79_Vivodyne%20Logo.svg\" loading=\"lazy\" alt=\"Vivodyne logo\" class=\"dark-logo\">"
    },
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      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/63ee24848882ae0bee857fab_chevron_down.svg\" loading=\"lazy\" alt class=\"dd-arrow\">"
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      "loading": "lazy",
      "html": "<img src=\"https://cdn.prod.website-files.com/63ecc3195e0269612b3c70c2/63ee24848882ae0bee857fab_chevron_down.svg\" loading=\"lazy\" alt class=\"dd-arrow-white\">"
    },
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      "loading": "eager",
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      "loading": "eager",
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GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer intent coverage

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

1 Warning

Needs attention

AEO: Answer intent coverage

Warning

Issue

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

Details

Why it matters

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

Check name

AEO: Answer intent coverage

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

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      "text": "Our discovery pipeline is human. ‍From start to finish.",
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    },
    {
      "text": "Our platform enables human testing before clinical trials.",
      "html": "<h2 style=\"-webkit-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-moz-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-ms-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);opacity:0\" class=\"heading-small heading-small-white\">Our platform enables human testing b..."
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    {
      "text": "We discover new targets & therapies with AI‑scale testing on lab-grown human organs.",
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      "text": "Reduce, refine, and replace.",
      "html": "<h2 style=\"-webkit-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-moz-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-ms-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);opacity:0\" class=\"heading-large heading-large-white\">Reduce, refine, and&#xa0;replace.</h2>"
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      "text": "Explore Our Human Organs",
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      "label": "What is Vivodyne - Human Data Before The Clinic?",
      "pattern": {}
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    {
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      "label": "How does Vivodyne - Human Data Before The Clinic work?",
      "pattern": {}
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    {
      "id": "benefits",
      "label": "Why use Vivodyne - Human Data Before The Clinic?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Vivodyne - Human Data Before The Clinic free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Vivodyne - Human Data Before The Clinic compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is Vivodyne - Human Data Before The Clinic?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Vivodyne - Human Data Before The Clinic work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Vivodyne - Human Data Before The Clinic?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Vivodyne - Human Data Before The Clinic free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Vivodyne - Human Data Before The Clinic compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 8
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Entity and definition clarity

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

1 Warning

Needs attention

AEO: Entity and definition clarity

Warning

Issue

Entity or definition gaps: vivodyne, clinic, era, fully, development.

Details

Why it matters

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

Check name

AEO: Entity and definition clarity

Score

88/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence

{
  "title": "Vivodyne - Human Data Before The Clinic",
  "h1": "The new era of fully human therapeutics development.",
  "description": "We create predictive human data before clinical trials to accelerate the discovery of new targets and better therapeutics.",
  "topicOverlap": 0.5,
  "definitionCount": 4,
  "topicTerms": [
    "vivodyne",
    "human",
    "data",
    "before",
    "clinic",
    "new",
    "era",
    "fully",
    "therapeutics",
    "development"
  ],
  "descriptionTerms": [
    "create",
    "predictive",
    "human",
    "data",
    "before",
    "clinical",
    "trials",
    "accelerate",
    "discovery",
    "new",
    "targets",
    "better",
    "therapeutics"
  ],
  "missingFromDescription": [
    "vivodyne",
    "clinic",
    "era",
    "fully",
    "development"
  ],
  "score": 88,
  "weight": 18
}

Agent Ease of UseAPIEmerging recommendation

AI context endpoint

AI context endpoint is informational for this page.

Informational

Needs attention

AI context endpoint

Informational

Issue

AI context endpoint is informational for this page.

Why it matters

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

Check name

AI context endpoint

Score

100/100

Status

informational

Category

API

Maturity

Emerging recommendation

Goal

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

Result

AI context endpoint is informational for this page.

Validation steps

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

Evidence

{
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "informational",
      "evidence": {
        "checked": [
          {
            "path": "/api/ai/context",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 28380
          },
          {
            "path": "/api/context",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 28380
          },
          {
            "path": "/context",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 28380
          }
        ]
      },
      "issue": "AI context endpoint was not found at the expected path.",
      "howToFix": "Publish a concise JSON or Markdown AI context endpoint describing the product, public actions, and machine-readable resources."
    }
  ]
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Query intent coverage

AIO: Query intent coverage is informational for this page.

Informational

Needs attention

AIO: Query intent coverage

Informational

Issue

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

Details

Why it matters

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

Check name

AIO: Query intent coverage

Score

70/100

Status

informational

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AIO: Query intent coverage is informational for this page.

Evidence

{
  "headings": [
    {
      "text": "Our discovery pipeline is human. ‍From start to finish.",
      "html": "<h2 data-w-id=\"2ec9e31e-7734-fa09-0606-b29fc9986cc7\" style=\"-webkit-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-moz-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-ms-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);opacity:0\" class=\"heading-small heading-..."
    },
    {
      "text": "Our platform enables human testing before clinical trials.",
      "html": "<h2 style=\"-webkit-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-moz-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-ms-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);opacity:0\" class=\"heading-small heading-small-white\">Our platform enables human testing b..."
    },
    {
      "text": "We discover new targets & therapies with AI‑scale testing on lab-grown human organs.",
      "html": "<h2 data-w-id=\"8551de03-af3c-da50-8dfe-015773f20141\" style=\"-webkit-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-moz-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-ms-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);opacity:0\" class=\"heading-new\"><span cla..."
    },
    {
      "text": "Our partners enter clinical trials with human data. Do you?",
      "html": "<h2 style=\"-webkit-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-moz-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-ms-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);opacity:0\" class=\"heading-large heading-large-white\"><span class=\"light-text-span\"><stron..."
    },
    {
      "text": "Reduce, refine, and replace.",
      "html": "<h2 style=\"-webkit-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-moz-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-ms-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);opacity:0\" class=\"heading-large heading-large-white\">Reduce, refine, and&#xa0;replace.</h2>"
    },
    {
      "text": "News, insights, innovation.",
      "html": "<h2 data-w-id=\"0bff8b89-6cf0-1eee-b8a6-520e8d53e25c\" style=\"-webkit-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-moz-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-ms-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);opacity:0\" class=\"heading-medium-new hea..."
    },
    {
      "text": "Continue your discovery.",
      "html": "<h2 data-w-id=\"68a943bd-a22a-f3f9-15e9-633002c33adb\" style=\"-webkit-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-moz-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-ms-transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);transform:translate3d(0, 30px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);opacity:0\" class=\"heading-small heading-..."
    },
    {
      "text": "Connect With Us",
      "html": "<h2 class=\"job-title\">Connect With Us</h2>"
    },
    {
      "text": "Explore Our Human Organs",
      "html": "<h2 class=\"job-title\">Explore Our Human Organs</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Vivodyne - Human Data Before The Clinic?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Vivodyne - Human Data Before The Clinic work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Vivodyne - Human Data Before The Clinic?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Vivodyne - Human Data Before The Clinic free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Vivodyne - Human Data Before The Clinic compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is Vivodyne - Human Data Before The Clinic?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Vivodyne - Human Data Before The Clinic work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Vivodyne - Human Data Before The Clinic?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Vivodyne - Human Data Before The Clinic free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Vivodyne - Human Data Before The Clinic compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 4
}

AI DiscoverabilityDiscoverabilityEstablished

IndexNow key

IndexNow key is informational for this page.

Informational

Needs attention

IndexNow key

Informational

Issue

IndexNow key is informational for this page.

Why it matters

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

Check name

IndexNow key

Score

100/100

Status

informational

Category

Discoverability

Maturity

Established

Goal

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

Result

IndexNow key is informational for this page.

Validation steps

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

Evidence

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

Performance and AccessibilityAccessibilityBrowser audit

`<html>` element does not have a `[lang]` attribute

100 Fail

Check name

`<html>` element does not have a `[lang]` attribute

Score

0/100

Status

fail

Device

desktop

Category

Accessibility

Fix guidance

If a page doesn't specify a `lang` attribute, a screen reader assumes that the page is in the default language that the user chose when setting up the screen reader. If the page isn't actually in the default language, then the screen reader might not announce the page's text correctly. [Learn more about the `lang` attribute](https://dequeuniversity.com/rules/axe/4.11/html-has-lang).

References

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

Evidence

{
  "description": "If a page doesn't specify a `lang` attribute, a screen reader assumes that the page is in the default language that the user chose when setting up the screen reader. If the page isn't actually in the default language, then the screen reader might not announce the page's text correctly. [Learn more about the `lang` attribute](https://dequeuniversity.com/rules/axe/4.11/html-has-lang)."
}

SEOSEOBrowser audit

Links do not have descriptive text

100 Fail

Check name

Links do not have descriptive text

Score

0/100

Status

fail

Device

desktop

Category

SEO

Estimated savings

2 links found

Fix guidance

Descriptive link text helps search engines understand your content. [Learn how to make links more accessible](https://developer.chrome.com/docs/lighthouse/seo/link-text/).

References

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

Evidence

{
  "displayValue": "2 links found",
  "description": "Descriptive link text helps search engines understand your content. [Learn how to make links more accessible](https://developer.chrome.com/docs/lighthouse/seo/link-text/)."
}

Performance and AccessibilityPerformanceBrowser audit

Links do not have a discernible name

13 Fail

Check name

Links do not have a discernible name

Score

0/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

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

References

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

Evidence

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

Performance and AccessibilityPerformanceBrowser audit

Reduce unused CSS

13 Fail

Check name

Reduce unused CSS

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

Est savings of 44 KiB

Fix guidance

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

References

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

Evidence

{
  "displayValue": "Est savings of 44 KiB",
  "description": "Reduce unused rules from stylesheets and defer CSS not used for above-the-fold content to decrease bytes consumed by network activity. [Learn how to reduce unused CSS](https://developer.chrome.com/docs/lighthouse/performance/unused-css-rules/).",
  "numericValue": 40
}

Performance and AccessibilityPerformanceBrowser audit

Reduce unused JavaScript

13 Fail

Check name

Reduce unused JavaScript

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

Est savings of 158 KiB

Fix guidance

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

References

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

Evidence

{
  "displayValue": "Est savings of 158 KiB",
  "description": "Reduce unused JavaScript and defer loading scripts until they are required to decrease bytes consumed by network activity. [Learn how to reduce unused JavaScript](https://developer.chrome.com/docs/lighthouse/performance/unused-javascript/).",
  "numericValue": 80
}

Performance and AccessibilityPerformanceBrowser audit

Avoid enormous network payloads

6 Warning

Check name

Avoid enormous network payloads

Score

50/100

Status

warning

Device

desktop

Category

Performance

Estimated savings

Total size was 4,781 KiB

Fix guidance

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

References

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

Evidence

{
  "displayValue": "Total size was 4,781 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": 4895943
}

Performance and AccessibilityPerformanceBrowser audit

Font display

6 Warning

Check name

Font display

Score

50/100

Status

warning

Device

desktop

Category

Performance

Estimated savings

Est savings of 20 ms

Fix guidance

Consider setting [font-display](https://developer.chrome.com/docs/performance/insights/font-display) to swap or optional to ensure text is consistently visible. swap can be further optimized to mitigate layout shifts with [font metric overrides](https://developer.chrome.com/blog/font-fallbacks).

References

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

Evidence

{
  "displayValue": "Est savings of 20 ms",
  "description": "Consider setting [font-display](https://developer.chrome.com/docs/performance/insights/font-display) to swap or optional to ensure text is consistently visible. swap can be further optimized to mitigate layout shifts with [font metric overrides](https://developer.chrome.com/blog/font-fallbacks)."
}

Performance and AccessibilityPerformanceBrowser audit

Image elements do not have explicit `width` and `height`

6 Warning

Check name

Image elements do not have explicit `width` and `height`

Score

50/100

Status

warning

Device

desktop

Category

Performance

Fix guidance

Set an explicit width and height on image elements to reduce layout shifts and improve CLS. [Learn how to set image dimensions](https://web.dev/articles/optimize-cls#images_without_dimensions)

References

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

Evidence

{
  "description": "Set an explicit width and height on image elements to reduce layout shifts and improve CLS. [Learn how to set image dimensions](https://web.dev/articles/optimize-cls#images_without_dimensions)"
}

Performance and AccessibilityPerformanceBrowser audit

Improve image delivery

6 Warning

Check name

Improve image delivery

Score

50/100

Status

warning

Device

desktop

Category

Performance

Estimated savings

Est savings of 128 KiB

Fix guidance

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

References

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

Evidence

{
  "displayValue": "Est savings of 128 KiB",
  "description": "Reducing the download time of images can improve the perceived load time of the page and LCP. [Learn more about optimizing image size](https://developer.chrome.com/docs/performance/insights/image-delivery)"
}

Performance and AccessibilityPerformanceBrowser audit

Loading performance

2 Fail

Check name

Loading performance

Score

81/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

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

References

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

Evidence

{
  "checks": [
    {
      "id": "total-blocking-time",
      "title": "Total Blocking Time",
      "score": 48,
      "displayValue": "360 ms",
      "numericValue": 357.49988274020745
    },
    {
      "id": "first-contentful-paint",
      "title": "First Contentful Paint",
      "score": 98,
      "displayValue": "0.7 s",
      "numericValue": 684.0260596011038
    },
    {
      "id": "speed-index",
      "title": "Speed Index",
      "score": 95,
      "displayValue": "1.1 s",
      "numericValue": 1087.3581058183438
    },
    {
      "id": "interactive",
      "title": "Time to Interactive",
      "score": 95,
      "displayValue": "2.1 s",
      "numericValue": 2060.8806444590086
    },
    {
      "id": "network-rtt",
      "title": "Network Round Trip Times",
      "score": 100,
      "displayValue": "0 ms",
      "numericValue": 2.0204999999999997
    },
    {
      "id": "max-potential-fid",
      "title": "Max Potential First Input Delay",
      "score": 31,
      "displayValue": "320 ms",
      "numericValue": 319.0000000000002
    },
    {
      "id": "largest-contentful-paint",
      "title": "Largest Contentful Paint",
      "score": 80,
      "displayValue": "1.5 s",
      "numericValue": 1499.5295773948926
    },
    {
      "id": "server-response-time",
      "title": "Initial server response time was short",
      "score": 100,
      "displayValue": "Root document took 0 ms",
      "numericValue": 3
    }
  ]
}

Fix with MCP or CLI

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

Score history

Public scan score over time

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

1 reports

Public score history report links
Scan date	Score	Readiness	Report
Jun 9, 2026	50/100	Level 3, Bot-Aware	Current report