Rescan Report
Share Report
Copy Report Link
Rescan Report
Share Report
Copy Report Link
Export Report
48/100

OVERALL SCORE

Level 2, Agent-Limited

Priority improvements needed for AI agents
AIDiscoverability52%Agent Easeof Use10%Security& Trust60%GEO, AIO, AEO81%SEO100%Performance& Accessibility45%
  • AI Discoverability 52 out of 100
  • Agent Ease of Use 10 out of 100
  • Security & Trust 60 out of 100
  • GEO, AIO and AEO 81 out of 100
  • SEO 100 out of 100
  • Performance and Accessibility 45 out of 100

CAPTURED SCREENSHOT

Captured website desktop screenshot

What AI sees of your website

Conversational AI and APIs for SMS, Email, Voice | Twilio favicon

Conversational AI and APIs for SMS, Email, Voice | Twilio

Build amazing customer experiences on the Twilio platform with APIs for SMS, RCS, voice, and email, plus conversational AI for smarter engagement, and identity verification for trust.

Next step

Turn this report into a fix workflow

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

Detailed report scores grouped by capability area
MetricScoreStatusPassedFailedWarningEvidence
AI Discoverability
52
Needs work10131View details
Discoverability
83
Mostly ready630View details
Content Readiness
60
Needs work461View details
Bot Access Control
0
Priority fix040View details
Agent Ease of Use
10
Priority fix5262View details
API
17
Priority fix180View details
Auth
Not Applicable
Not Applicable040View details
MCP
13
Priority fix062View details
Skill Discovery
0
Priority fix080View details
Agent Commerce
Not Applicable
Not Applicable400
GEO, AIO and AEO
81
Mostly ready1009
GEO Readiness
Not Applicable
Not Applicable500
AIO Readiness
82
Mostly ready304
AEO Readiness
69
Needs work205
SEO
100
Strong1100
SEO
100
Strong1100
Security & Trust
60
Needs work720View details
Security & Trust
60
Needs work320View details
AI Training Exposure
Not Applicable
Not Applicable400
Performance and Accessibility
45
Priority fix2052View details
Performance
25
Priority fix1032View details
Accessibility
82
Mostly ready1020View details

Prioritized recommendations

Issues ranked by score impact

41 items need attention

AI DiscoverabilityDiscoverabilityEstablished

Link headers

Link headers failed at "Find useful Link headers".

100 Fail

Needs attention

Link headers

Failed check
01

Issue

No useful agent discovery Link headers were found.

02

Why it matters

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

Check name

Link headers

Score

0/100

Status

fail

Category

Discoverability

Maturity

Established

Goal

Include Link response headers for agent discovery using RFC 8288.

Result

Link headers failed at "Find useful Link headers".

Validation steps

  1. Find useful Link headers

    No useful agent discovery Link headers were found.

  2. Fetch same-origin Link header targets

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

Evidence
{
  "failedStep": "presence",
  "steps": [
    {
      "id": "presence",
      "title": "Find useful Link headers",
      "status": "fail",
      "evidence": {
        "links": []
      },
      "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."
    }
  ]
}

Security & TrustSecurity & TrustEstablished

Content-Security-Policy

Content-Security-Policy is missing or incomplete.

50 Fail

Needs attention

Content-Security-Policy

Failed check
01

Issue

Content-Security-Policy is missing or incomplete.

02

Why it matters

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

Check name

Content-Security-Policy

Score

0/100

Status

fail

Category

Security & Trust

Maturity

Established

Goal

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

Result

Content-Security-Policy is missing or incomplete.

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

Security & TrustSecurity & TrustEstablished

Referrer-Policy

Referrer-Policy is missing or incomplete.

50 Fail

Needs attention

Referrer-Policy

Failed check
01

Issue

Referrer-Policy is missing or incomplete.

02

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 ControlEstablished

AI bot rules in robots.txt

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

33 Fail

Needs attention

AI bot rules in robots.txt

Failed check
01

Issue

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

02

Why it matters

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

Check name

AI bot rules in robots.txt

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Established

Goal

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

Result

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

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

Agent Ease of UseAPIEstablished

API Catalog

API Catalog failed at "Fetch API catalog".

33 Fail

Needs attention

API Catalog

Failed check
01

Issue

The API catalog endpoint did not return HTTP 2xx.

02

Why it matters

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

Check name

API Catalog

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

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

Result

API Catalog failed at "Fetch API catalog".

Validation steps

  1. Fetch API catalog

    The API catalog endpoint did not return HTTP 2xx.

  2. Validate RFC 9727 linkset

    Response is not valid JSON.

  3. Fetch advertised API catalog targets

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

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch API catalog",
      "status": "fail",
      "evidence": {
        "statusCode": 404,
        "contentType": "text/html; 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 lang=\"en\" class=\"full-width-dark\">\n<head>\n    <meta charset=\"UTF-8\"/>\n    <title>Page not found | Twilio</title>\n    \n    \n    <meta name=\"template\" content=\"base-page\"/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/>\n    <meta name=\"robots\" content=\"index\"/>\n    <meta property=\"og:url\" content=\"https://www.twilio.com/en-us/errors/404\"/>\n    <meta name=\"twitter:url\" content=\"https://www.twilio.com/en-us/errors/404\"/>\n    <meta name=\"brand\" content=\"twilio\"/>\n\n    <script defer=\"defer\" type=\"text/javascript\" src=\"https://rum.hlx.page/.rum/@adobe/helix-rum-js@%5E2/dist/micro.js\" data-routing=\"program=62254,environment=555373,tier=publish\" data-status=\"404\"></script>\n<link rel=\"canonical\" href=\"https://www.twilio.com/en-us/errors/404\"/>\n    \n  "
      },
      "issue": "Response is not valid JSON.",
      "howToFix": "Use application/linkset+json with service-desc, service-doc, and status relations that each include href."
    },
    {
      "id": "target-validation",
      "title": "Fetch advertised API catalog targets",
      "status": "fail",
      "evidence": {
        "checked": [],
        "failures": [
          {
            "reason": "No same-origin API catalog hrefs were available to fetch."
          }
        ]
      },
      "issue": "API Catalog did not expose any same-origin hrefs to validate.",
      "howToFix": "Make each same-origin API catalog href reachable and serve the advertised media type."
    }
  ]
}

AI DiscoverabilityBot Access ControlInformational

Content Signal

Content Signal is missing or incomplete.

33 Fail

Needs attention

Content Signal

Failed check
01

Issue

No Content Signal found in robots.txt

02

Why it matters

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

Check name

Content Signal

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

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

Result

Content Signal is missing or incomplete.

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

Agent Ease of UseAPIEstablished

OpenAPI discovery

OpenAPI discovery failed at "Find valid OpenAPI document".

33 Fail

Needs attention

OpenAPI discovery

Failed check
01

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.

02

Why it matters

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

Check name

OpenAPI discovery

Score

0/100

Status

fail

Category

API

Maturity

Established

Goal

Publish a valid OpenAPI or Swagger document for API discovery.

Result

OpenAPI discovery failed at "Find valid OpenAPI document".

Validation steps

  1. Find valid OpenAPI document

    OpenAPI YAML document did not match the expected shape. Content-Type "text/html;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 PUBLIC \"-//W3C//DTD HTML 4.01//EN\" \"http://www.w3.org/TR/html4/strict.dtd\">\n<html><head>\n<title>404 Not Found</title>\n</head><body>\n<h1>Not Found</h1>\n<p>The requested URL was not found on this server.</p>\n</body></html>\n"
          },
          {
            "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>\n<html lang=\"en\" class=\"full-width-dark\">\n<head>\n    <meta charset=\"UTF-8\"/>\n    <title>Page not found | Twilio</title>\n    \n    \n    <meta name=\"template\" content=\"base-page\"/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/>\n    <meta name=\"robots\" content=\"index\"/>\n    <meta property=\"og:url\" content=\"https://www.twilio.com/en-us/errors/404\"/>\n    <meta name=\"twitter:url\" content=\"https://www.twilio.com/en-us/errors/404\"/>\n    <meta name=\"brand\" content=\"twilio\"/>\n\n    <script defer=\"defer\" type=\"text/javascript\" src=\"https://rum.hlx.page/.rum/@adobe/helix-rum-js@%5E2/dist/micro.js\" data-routing=\"program=62254,environment=555373,tier=publish\" data-status=\"404\"></script>\n<link rel=\"canonical\" href=\"https://www.twilio.com/en-us/errors/404\"/>\n    \n  "
          },
          {
            "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 PUBLIC \"-//W3C//DTD HTML 4.01//EN\" \"http://www.w3.org/TR/html4/strict.dtd\">\n<html><head>\n<title>404 Not Found</title>\n</head><body>\n<h1>Not Found</h1>\n<p>The requested URL was not found on this server.</p>\n</body></html>\n"
          },
          {
            "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>\n<html lang=\"en\" class=\"full-width-dark\">\n<head>\n    <meta charset=\"UTF-8\"/>\n    <title>Page not found | Twilio</title>\n    \n    \n    <meta name=\"template\" content=\"base-page\"/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/>\n    <meta name=\"robots\" content=\"index\"/>\n    <meta property=\"og:url\" content=\"https://www.twilio.com/en-us/errors/404\"/>\n    <meta name=\"twitter:url\" content=\"https://www.twilio.com/en-us/errors/404\"/>\n    <meta name=\"brand\" content=\"twilio\"/>\n\n    <script defer=\"defer\" type=\"text/javascript\" src=\"https://rum.hlx.page/.rum/@adobe/helix-rum-js@%5E2/dist/micro.js\" data-routing=\"program=62254,environment=555373,tier=publish\" data-status=\"404\"></script>\n<link rel=\"canonical\" href=\"https://www.twilio.com/en-us/errors/404\"/>\n    \n  "
          },
          {
            "path": "/api/openapi.json",
            "statusCode": 200,
            "contentType": "text/html;charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html;charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "\n<!DOCTYPE HTML>\n<html lang=\"en\">\n<head>\n    <meta charset=\"UTF-8\"/>\n    <title>Product, services, features | Twilio</title>\n    \n    <meta name=\"description\" content=\"Everything you need to build intelligent and engaging customer experiences. Reach customers in 180+ countries with personalized messages across SMS, voice, email, chat, WhatsApp, RCS, and more.\"/>\n    <meta name=\"template\" content=\"base-page\"/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/>\n    <meta name=\"robots\" content=\"index\"/>\n    <meta property=\"og:url\" content=\"https://www.twilio.com/en-us/products\"/>\n    <meta name=\"twitter:url\" content=\"https://www.twilio.com/en-us/products\"/>\n    <meta name=\"brand\" content=\"twilio\"/>\n\n    <meta name=\"content-page-ref\" content=\"6SkxcrgzKlWWr8hKD4v8OhnBMrcC"
          },
          {
            "path": "/api/swagger.json",
            "statusCode": 200,
            "contentType": "text/html;charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html;charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "\n<!DOCTYPE HTML>\n<html lang=\"en\">\n<head>\n    <meta charset=\"UTF-8\"/>\n    <title>Product, services, features | Twilio</title>\n    \n    <meta name=\"description\" content=\"Everything you need to build intelligent and engaging customer experiences. Reach customers in 180+ countries with personalized messages across SMS, voice, email, chat, WhatsApp, RCS, and more.\"/>\n    <meta name=\"template\" content=\"base-page\"/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/>\n    <meta name=\"robots\" content=\"index\"/>\n    <meta property=\"og:url\" content=\"https://www.twilio.com/en-us/products\"/>\n    <meta name=\"twitter:url\" content=\"https://www.twilio.com/en-us/products\"/>\n    <meta name=\"brand\" content=\"twilio\"/>\n\n    <meta name=\"content-page-ref\" content=\"6SkxcrgzKlWWr8hKD4v8OhnBMrcC"
          },
          {
            "path": "/docs/openapi.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "valid": false,
            "issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
            "compatibleContentType": false,
            "format": "yaml",
            "version": "",
            "pathCount": 0,
            "operationCount": 0,
            "rawExcerpt": "<!DOCTYPE html><html lang=\"en\"><head><meta charSet=\"utf-8\" data-next-head=\"\"/><meta name=\"viewport\" content=\"width=device-width\" data-next-head=\"\"/><script async=\"\" defer=\"\" src=\"https://consent.trustarc.com/notice?domain=twilio.com&amp;c=teconsent&amp;gtm=1&amp;js=nj&amp;noticeType=bb\"></script><title data-next-head=\"\">Docs: API Reference, Tutorials, and Integration | Twilio</title><meta name=\"description\" content=\"Reference documentation for all Twilio products. Code snippets, tutorials, and sample apps for common use cases and communications solutions.\" data-next-head=\"\"/><link rel=\"canonical\" href=\"https://www.twilio.com/404\" data-next-head=\"\"/><link rel=\"alternate\" type=\"text/markdown\" title=\"Docs: API Reference, Tutorials, and Integration Markdown version\" href=\"https://www.twilio.co"
          }
        ]
      },
      "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 ControlInformational

Web Bot Auth request signing

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

33 Fail

Needs attention

Web Bot Auth request signing

Failed check
01

Issue

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

02

Why it matters

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

Check name

Web Bot Auth request signing

Score

0/100

Status

fail

Category

Bot Access Control

Maturity

Informational

Goal

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

Result

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

Validation steps

  1. Fetch to find resource

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

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/http-message-signatures-directory",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 612454
          }
        ]
      },
      "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 UseSkill DiscoveryEmerging recommendation

A2A Agent Card

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

25 Fail

Needs attention

A2A Agent Card

Failed check
01

Issue

A2A Agent Card was not found at the expected path.

02

Why it matters

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

Check name

A2A Agent Card

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

  1. Fetch to find resource

    A2A Agent Card was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 236
          },
          {
            "path": "/.well-known/a2a/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 236
          },
          {
            "path": "/agent-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 236
          }
        ]
      },
      "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".

25 Fail

Needs attention

Agent Skills index

Failed check
01

Issue

Agent Skills index was not found at the expected path.

02

Why it matters

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

Check name

Agent Skills index

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

Publish an agent skills discovery index.

Result

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

Validation steps

  1. Fetch to find resource

    Agent Skills index was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent-skills/index.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 236
          },
          {
            "path": "/.well-known/skills/index.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 236
          }
        ]
      },
      "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".

25 Fail

Needs attention

agent.json

Failed check
01

Issue

agent.json was not found at the expected path.

02

Why it matters

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

Check name

agent.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

  1. Fetch to find resource

    agent.json was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agent.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 236
          },
          {
            "path": "/agent.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 236
          }
        ]
      },
      "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".

25 Fail

Needs attention

agents.json

Failed check
01

Issue

agents.json was not found at the expected path.

02

Why it matters

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

Check name

agents.json

Score

0/100

Status

fail

Category

Skill Discovery

Maturity

Informational

Goal

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

Result

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

Validation steps

  1. Fetch to find resource

    agents.json was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/agents.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 236
          },
          {
            "path": "/agents.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 236
          }
        ]
      },
      "issue": "agents.json was not found at the expected path.",
      "howToFix": "If this site uses agents.json, publish JSON with an agents array containing name and url for each agent."
    }
  ]
}

Agent Ease of UseMCPEmerging recommendation

MCP Server Card

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

25 Fail

Needs attention

MCP Server Card

Failed check
01

Issue

MCP Server Card was not found at the expected path.

02

Why it matters

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

Check name

MCP Server Card

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

Publish an MCP Server Card for agent discovery.

Result

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

Validation steps

  1. Fetch to find resource

    MCP Server Card was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 236
          },
          {
            "path": "/.well-known/mcp/server-cards.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 236
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 236
          }
        ]
      },
      "issue": "MCP Server Card was not found at the expected path.",
      "howToFix": "Publish an MCP server card with valid transports and make each advertised local endpoint answer an MCP initialize request."
    }
  ]
}

Agent Ease of UseMCPEmerging recommendation

mcp.json

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

25 Fail

Needs attention

mcp.json

Failed check
01

Issue

mcp.json was not found at the expected path.

02

Why it matters

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

Check name

mcp.json

Score

0/100

Status

fail

Category

MCP

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

  1. Fetch to find resource

    mcp.json was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 236
          },
          {
            "path": "/.well-known/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 236
          },
          {
            "path": "/.well-known/mcp/server-card.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 236
          }
        ]
      },
      "issue": "mcp.json was not found at the expected path.",
      "howToFix": "Publish mcp.json or an MCP server card with serverInfo, protocolVersion, transport endpoint, and capabilities."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Semantic HTML

Semantic HTML is missing or incomplete.

25 Fail

Needs attention

Semantic HTML

Failed check
01

Issue

Semantic HTML is incomplete: invalid h1 (found 2); skipped heading levels.

Details

02

Why it matters

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

Check name

Semantic HTML

Score

0/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Expose readable page structure through semantic HTML and accessible controls.

Result

Semantic HTML is missing or incomplete.

Evidence
{
  "main": true,
  "nav": true,
  "footer": true,
  "meaningfulH1": false,
  "headingOrder": false,
  "accessibleLinks": true,
  "accessibleButtons": true,
  "imageAltCoverage": true,
  "formAutocompleteCoverage": true,
  "details": {
    "inaccessibleLinks": [],
    "inaccessibleButtons": [],
    "missingAutocompleteInputs": [],
    "imagesMissingAlt": [
      "<img height=\"1\" width=\"1\" style=\"display:none\" src=\"https://www.facebook.com/tr?id=1040773425961662&amp;ev=PageView&amp;noscript=1\">",
      "<img src=\"https://www.googleadservices.com/pagead/conversion/923239173/?label=2ud3CKnBgcYDEIWGnrgD&amp;guid=ON&amp;script=0\" height=\"1\" width=\"1\" style=\"border-style: none; display: none;\">"
    ],
    "skippedHeadingLevels": [
      "h1: The platform for conversations in the AI era",
      "h1: The infrastructure behind every magical customer moment",
      "h2: Intelligent self-service",
      "h2: Contextual hand-off",
      "h2: Cross-channel continuity",
      "h2: Persistent memory",
      "h2: Remember every customer, reach them on any channel",
      "h2: Building blocks for every conversation",
      "h4: Conversations New",
      "h4: Messaging",
      "h4: Email",
      "h4: Voice",
      "h4: User authentication",
      "h4: Customer data",
      "h2: Build. Without limits.",
      "h2: Different teams, different stacks. Same trusted platform.",
      "h2: We think our track record speaks for itself",
      "h2: TL;DR: Don’t wait for the future. Build it.",
      "h3: Sources"
    ]
  },
  "counts": {
    "h1": 2,
    "headings": 19,
    "links": 371,
    "inaccessibleLinks": 0,
    "buttons": 76,
    "inaccessibleButtons": 0,
    "images": 70,
    "imagesWithAlt": 68,
    "autocompleteInputs": 2,
    "inputsWithAutocomplete": 2,
    "missingAutocompleteInputs": 0
  }
}

Agent Ease of UseMCPInformational

WebMCP manifest

WebMCP manifest failed at "Fetch to find resource".

25 Fail

Needs attention

WebMCP manifest

Failed check
01

Issue

WebMCP manifest was not found at the expected path.

02

Why it matters

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

Check name

WebMCP manifest

Score

0/100

Status

fail

Category

MCP

Maturity

Informational

Goal

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

Result

WebMCP manifest failed at "Fetch to find resource".

Validation steps

  1. Fetch to find resource

    WebMCP manifest was not found at the expected path.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 236
          },
          {
            "path": "/webmcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 236
          },
          {
            "path": "/mcp.json",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 236
          }
        ]
      },
      "issue": "WebMCP manifest was not found at the expected path.",
      "howToFix": "Keep declarative WebMCP manifest discovery informational until the manifest shape stabilizes; validate tools if you publish one."
    }
  ]
}

AI DiscoverabilityContent ReadinessEstablished

Markdown negotiation

Markdown negotiation failed at "Markdown content type".

17 Fail

Needs attention

Markdown negotiation

Failed check
01

Issue

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

02

Why it matters

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

Check name

Markdown negotiation

Score

33/100

Status

fail

Category

Content Readiness

Maturity

Established

Goal

Return HTML responses as markdown when agents request it.

Result

Markdown negotiation failed at "Markdown content type".

Validation steps

  1. Markdown content type

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

  2. Vary: Accept header

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

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": "pass",
      "evidence": {
        "valid": true,
        "hasHeading": true,
        "wordCount": 67503,
        "excerpt": "<!DOCTYPE HTML>\n<html lang=\"en\" class=\"full-width-dark\">\n<head>\n    <meta charset=\"UTF-8\"/>\n    <title>Conversational AI and APIs for SMS, Email, Voice | Twilio</title>\n    \n    <meta name=\"description\" content=\"Build amazing customer exper"
      },
      "howToFix": "Return Markdown with at least one heading and substantive page content, including useful links or instructions for agents."
    }
  ]
}

Agent Ease of UseAPIEmerging recommendation

AI context endpoint

AI context endpoint failed at "Validate resource body".

17 Fail

Needs attention

AI context endpoint

Failed check
01

Issue

Content-Type "text/html;charset=utf-8" is not JSON, Markdown, or text/plain.

02

Why it matters

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

Check name

AI context endpoint

Score

50/100

Status

fail

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 failed at "Validate resource body".

Validation steps

  1. Validate resource body

    Content-Type "text/html;charset=utf-8" is not JSON, Markdown, or text/plain.

Evidence
{
  "failedStep": "validate",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch discovery resource",
      "status": "pass",
      "evidence": {
        "path": "/api/ai/context",
        "statusCode": 200,
        "contentType": "text/html;charset=utf-8"
      }
    },
    {
      "id": "validate",
      "title": "Validate resource body",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Content-Type \"text/html;charset=utf-8\" is not JSON, Markdown, or text/plain.",
        "rawExcerpt": "\n<!DOCTYPE HTML>\n<html lang=\"en\">\n<head>\n    <meta charset=\"UTF-8\"/>\n    <title>Product, services, features | Twilio</title>\n    \n    <meta name=\"description\" content=\"Everything you need to build intelligent and engaging customer experiences. Reach customers in 180+ countries with personalized messages across SMS, voice, email, chat, WhatsApp, RCS, and more.\"/>\n    <meta name=\"template\" content=\"base-page\"/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/>\n    <meta name=\"robots\" content=\"index\"/>\n    <meta property=\"og:url\" content=\"https://www.twilio.com/en-us/products\"/>\n    <meta name=\"twitter:url\" content=\"https://www.twilio.com/en-us/products\"/>\n    <meta name=\"brand\" content=\"twilio\"/>\n\n    <meta name=\"content-page-ref\" content=\"6SkxcrgzKlWWr8hKD4v8OhnBMrcC"
      },
      "issue": "Content-Type \"text/html;charset=utf-8\" is not JSON, Markdown, or text/plain.",
      "howToFix": "Publish a concise JSON or Markdown AI context endpoint describing the product, public actions, and machine-readable resources."
    }
  ]
}

AI DiscoverabilityContent ReadinessEmerging recommendation

llms.txt

llms.txt failed at "Validate resource body".

13 Fail

Needs attention

llms.txt

Failed check
01

Issue

llms.txt response did not match the expected shape. missing h1 title (e.g. # Site Name).

02

Why it matters

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

Check name

llms.txt

Score

50/100

Status

fail

Category

Content Readiness

Maturity

Emerging recommendation

Goal

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

Result

llms.txt failed at "Validate resource body".

Validation steps

  1. Validate resource body

    llms.txt response did not match the expected shape. missing h1 title (e.g. # Site Name).

Evidence
{
  "failedStep": "validate",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch discovery resource",
      "status": "pass",
      "evidence": {
        "path": "/llms.txt",
        "statusCode": 200,
        "contentType": "text/markdown; charset=utf-8"
      }
    },
    {
      "id": "validate",
      "title": "Validate resource body",
      "status": "fail",
      "evidence": {
        "valid": false,
        "issue": "llms.txt response did not match the expected shape. missing h1 title (e.g. # Site Name).",
        "compatibleContentType": true,
        "hasTitle": false,
        "contentLength": 2196781,
        "linkCount": 10182,
        "links": [
          "https://www.twilio.com/en-us.md",
          "https://www.twilio.com/en-us/ai.md",
          "https://www.twilio.com/en-us/ai-strategy-search-retail-experiences.md",
          "https://www.twilio.com/en-us/blog.md",
          "/en-us/blog",
          "https://www.twilio.com/en-us/blog/interconnect-is-now-global-new-exchanges-in-europe-and-asia-html.md",
          "https://www.twilio.com/en-us/blog/introducing-the-pricing-api-html.md",
          "https://www.twilio.com/en-us/blog/jsconf-2012-bull-rides-bacon-in-scottsdale-html.md",
          "https://www.twilio.com/en-us/blog/new-webhooks-and-reporting-for-twilio-authy-2fa-and-verify-phone-verification-apis-html.md",
          "https://www.twilio.com/en-us/blog/pcaps-html.md"
        ],
        "rawExcerpt": "## [Communications APIs with AI and data for SMS, Voice, Email | Twilio]\n\n* [Communications APIs with AI and data for SMS, Voice, Email | Twilio](https://www.twilio.com/en-us.md): Create amazing customer experiences with our Customer Engagement Platform (CEP) that combines communication APIs with AI. Build solutions for SMS, WhatsApp, voice, and email.\n\n## [AI for personalized customer engagement | Twilio]\n\n* [AI for personalized customer engagement | Twilio](https://www.twilio.com/en-us/ai.md): Twilio joins artificial intelligence (AI) with contextual data and trusted communications to drive personalized customer engagement at scale.\n\n## [AI Alchemy: In Search of an AI Strategy to Reshape Retail Experiences]\n\n* [AI Alchemy: In Search of an AI Strategy to Reshape Retail Experiences](https:"
      },
      "issue": "llms.txt response did not match the expected shape. missing h1 title (e.g. # Site Name).",
      "howToFix": "Publish /llms.txt as Markdown with a clear title, concise site summary, and useful links for agents."
    }
  ]
}

Agent Ease of UseMCPInformational

WebMCP

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

13 Warning

Needs attention

WebMCP

Warning
01

Issue

WebMCP declarative annotations need fixes.

Details

02

Why it matters

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

Check name

WebMCP

Score

50/100

Status

warning

Category

MCP

Maturity

Informational

Goal

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

Result

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

Validation steps

  1. Detect data-mcp-tool annotations

    No data-mcp-tool attributes were found on interactive elements.

  2. Detect WebMCP declarative tags

    No elements found with tool-name or tool-description attributes.

  3. Validate WebMCP declarative annotation quality

    WebMCP declarative annotations need fixes.

    WebMCP declarative annotation issues
    • <input> is missing a name attribute.
    • <input> is missing tool-param-description.
    • <input> is missing a name attribute.
    • <input> is missing tool-param-description.
  4. Detect WebMCP imperative API usage

    navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.

  5. Detect WebMCP browser navigator injection

    navigator.modelContext was not detected in the rendered browser page.

  6. Interactive surface coverage

    Only 0% of interactive surfaces are annotated.

Evidence
{
  "failedStep": "declarative-annotation-quality",
  "steps": [
    {
      "id": "data-mcp-tool-attributes",
      "title": "Detect data-mcp-tool annotations",
      "status": "informational",
      "evidence": {
        "dataMcpToolCount": 0,
        "dataMcpTools": []
      },
      "issue": "No data-mcp-tool attributes were found on interactive elements.",
      "howToFix": "Add data-mcp-tool attributes to high-value forms, buttons, and links so generic MCP-aware tooling can identify intended actions."
    },
    {
      "id": "declarative-tags",
      "title": "Detect WebMCP declarative tags",
      "status": "informational",
      "evidence": {
        "totalForms": 2,
        "formsWithTags": 0,
        "totalInteractive": 448,
        "interactiveWithTags": 0,
        "totalCount": 450,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description."
        ]
      },
      "issue": "No elements found with tool-name or tool-description attributes.",
      "howToFix": "Add tool-name and tool-description attributes to forms and interactive elements."
    },
    {
      "id": "declarative-annotation-quality",
      "title": "Validate WebMCP declarative annotation quality",
      "status": "warning",
      "evidence": {
        "issueCount": 4,
        "issues": [
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description."
        ]
      },
      "issue": "WebMCP declarative annotations need fixes.",
      "issueDetails": [
        {
          "title": "WebMCP declarative annotation issues",
          "items": [
            {
              "type": "code",
              "value": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> is missing tool-param-description."
            },
            {
              "type": "code",
              "value": "<input> is missing a name attribute."
            },
            {
              "type": "code",
              "value": "<input> is missing tool-param-description."
            }
          ]
        }
      ],
      "howToFix": "Use snake_case tool-name values, descriptive tool-description values, named and labeled fields, and tool-param-description on inputs."
    },
    {
      "id": "imperative-api",
      "title": "Detect WebMCP imperative API usage",
      "status": "informational",
      "evidence": {
        "staticSignals": {
          "detected": false,
          "matched": []
        },
        "browser": {
          "checked": true,
          "detected": false,
          "hasNavigatorModelContext": false,
          "modelContextType": "undefined",
          "hasProvideContext": false,
          "hasRegisterTool": false
        }
      },
      "issue": "navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.",
      "howToFix": "Use navigator.modelContext.provideContext() to register tools programmatically."
    },
    {
      "id": "browser-navigator-injection",
      "title": "Detect WebMCP browser navigator injection",
      "status": "informational",
      "evidence": {
        "browser": {
          "checked": true,
          "detected": false,
          "hasNavigatorModelContext": false,
          "modelContextType": "undefined",
          "hasProvideContext": false,
          "hasRegisterTool": false
        }
      },
      "issue": "navigator.modelContext was not detected in the rendered browser page.",
      "howToFix": "Expose WebMCP through navigator.modelContext in the browser runtime when the page is intended to provide in-page tools."
    },
    {
      "id": "surface-coverage",
      "title": "Interactive surface coverage",
      "status": "informational",
      "evidence": {
        "totalForms": 2,
        "formsWithTags": 0,
        "totalInteractive": 448,
        "interactiveWithTags": 0,
        "totalCount": 450,
        "taggedCount": 0,
        "dataMcpToolCount": 0,
        "dataMcpTools": [],
        "coverage": 0,
        "annotationIssues": [
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description.",
          "<input> is missing a name attribute.",
          "<input> is missing tool-param-description."
        ]
      },
      "issue": "Only 0% of interactive surfaces are annotated.",
      "howToFix": "Add WebMCP annotations to all forms and interactive elements to increase agent coverage."
    }
  ],
  "staticSignals": {
    "detected": false,
    "matched": []
  },
  "coverage": {
    "totalForms": 2,
    "formsWithTags": 0,
    "totalInteractive": 448,
    "interactiveWithTags": 0,
    "totalCount": 450,
    "taggedCount": 0,
    "dataMcpToolCount": 0,
    "dataMcpTools": [],
    "coverage": 0,
    "annotationIssues": [
      "<input> is missing a name attribute.",
      "<input> is missing tool-param-description.",
      "<input> is missing a name attribute.",
      "<input> is missing tool-param-description."
    ]
  },
  "browserWebMcp": {
    "checked": true,
    "detected": false,
    "hasNavigatorModelContext": false,
    "modelContextType": "undefined",
    "hasProvideContext": false,
    "hasRegisterTool": false
  }
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Source and trust signals

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

6 Warning

Needs attention

AIO: Source and trust signals

Warning
01

Issue

Missing AIO trust signals: author, publisher.

Details

02

Why it matters

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

Check name

AIO: Source and trust signals

Score

60/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": true,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "author",
    "publisher"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [
    "2026-05-01T23:13:48.000Z",
    "2026-05-01T23:13:48Z"
  ],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "/en-us/company",
      "text": "About us An icon of a right chevron",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--subheading paragraph-small-semibold\" href=\"/en-us/company\" data-uuid=\"e0b0442e-27c9-380b-a05b-2a4f257b3240\" target=\"_self\"> <span>About us</span> <span class=\"right-caret twilio-icon \" role=\"figure\"> <svg viewBox=\"0 0 41 79\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\" class=\"icon--decorative\" role=\"presentation\"> <title>An icon of a right chevron</title> <path class=\"icon-stroke\" d=\"M3.24347 75.4482L37.3..."
    },
    {
      "href": "/en-us/company/values",
      "text": "Values An icon of a right chevron",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--subheading paragraph-small-semibold\" href=\"/en-us/company/values\" data-uuid=\"c60cd14e-3bf7-3f9f-a648-a30d7b8787d8\" target=\"_self\"> <span>Values</span> <span class=\"right-caret twilio-icon \" role=\"figure\"> <svg viewBox=\"0 0 41 79\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\" class=\"icon--decorative\" role=\"presentation\"> <title>An icon of a right chevron</title> <path class=\"icon-stroke\" d=\"M3.24347 75.4482..."
    },
    {
      "href": "/en-us/company/diversity",
      "text": "Diversity An icon of a right chevron",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--subheading paragraph-small-semibold\" href=\"/en-us/company/diversity\" data-uuid=\"79e911f7-2a3e-3ec2-b4cb-b7c282094b90\" target=\"_self\"> <span>Diversity</span> <span class=\"right-caret twilio-icon \" role=\"figure\"> <svg viewBox=\"0 0 41 79\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\" class=\"icon--decorative\" role=\"presentation\"> <title>An icon of a right chevron</title> <path class=\"icon-stroke\" d=\"M3.24347 7..."
    },
    {
      "href": "/en-us/company",
      "text": "About us An icon of a right chevron",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--subheading paragraph-small-semibold\" href=\"/en-us/company\" data-uuid=\"e0b0442e-27c9-380b-a05b-2a4f257b3240\" target=\"_self\"> <span>About us</span> <span class=\"right-caret twilio-icon \" role=\"figure\"> <svg viewBox=\"0 0 41 79\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\" class=\"icon--decorative\" role=\"presentation\"> <title>An icon of a right chevron</title> <path class=\"icon-stroke\" d=\"M3.24347 75.4482L37.3..."
    },
    {
      "href": "/en-us/company/values",
      "text": "Values An icon of a right chevron",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--subheading paragraph-small-semibold\" href=\"/en-us/company/values\" data-uuid=\"c60cd14e-3bf7-3f9f-a648-a30d7b8787d8\" target=\"_self\"> <span>Values</span> <span class=\"right-caret twilio-icon \" role=\"figure\"> <svg viewBox=\"0 0 41 79\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\" class=\"icon--decorative\" role=\"presentation\"> <title>An icon of a right chevron</title> <path class=\"icon-stroke\" d=\"M3.24347 75.4482..."
    },
    {
      "href": "/en-us/company/diversity",
      "text": "Diversity An icon of a right chevron",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--subheading paragraph-small-semibold\" href=\"/en-us/company/diversity\" data-uuid=\"79e911f7-2a3e-3ec2-b4cb-b7c282094b90\" target=\"_self\"> <span>Diversity</span> <span class=\"right-caret twilio-icon \" role=\"figure\"> <svg viewBox=\"0 0 41 79\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\" class=\"icon--decorative\" role=\"presentation\"> <title>An icon of a right chevron</title> <path class=\"icon-stroke\" d=\"M3.24347 7..."
    },
    {
      "href": "https://www.linkedin.com/company/twilio-inc-",
      "text": "LinkedIn logo",
      "html": "<a href=\"https://www.linkedin.com/company/twilio-inc-\" target=\"_blank\" title=\"Twilio on LinkedIn\" aria-label=\"Twilio on LinkedIn\" class=\"m-share-button js-share-linkedin\"> <span class=\"name twilio-icon \"> <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 72 72\" class=\"icon--decorative\" role=\"presentation\"> <title>LinkedIn logo</title> <g class=\"social_linkedin-alt\"> <path d=\"M17.436 68.5V24.645H2.86V68.5h14.576ZM10.15 18.653c5.083 0 8.247-3.367 8.247-7.575-.095-4.304-3...."
    },
    {
      "href": "/en-us/company",
      "text": "About Twilio",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--link paragraph-small\" href=\"/en-us/company\" data-uuid=\"bd9560a2-8d46-3576-a0ad-7f6fd032de60\" target=\"_self\"> <span>About Twilio</span> </a>"
    }
  ],
  "contactLinks": [
    {
      "href": "https://help.twilio.com/",
      "text": "Help Center",
      "html": "<a href=\"https://help.twilio.com/\" class=\"utility-nav__link utility-nav__link--dropdown paragraph-small-medium\" aria-label=\"Help Center\" target=\"_self\">Help Center</a>"
    },
    {
      "href": "https://www.twilio.com/en-us/support-plans",
      "text": "Support Plans",
      "html": "<a href=\"https://www.twilio.com/en-us/support-plans\" class=\"utility-nav__link utility-nav__link--dropdown paragraph-small-medium\" aria-label=\"Support Plans\" target=\"_self\">Support Plans</a>"
    },
    {
      "href": "/en-us/use-cases/support-and-sales",
      "text": "Support and sales An icon of a right chevron",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--subheading paragraph-small-semibold\" href=\"/en-us/use-cases/support-and-sales\" data-uuid=\"88659bf0-b439-3e7f-9d14-f72ee1cb281c\" target=\"_self\"> <span>Support and sales</span> <span class=\"right-caret twilio-icon \" role=\"figure\"> <svg viewBox=\"0 0 41 79\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\" class=\"icon--decorative\" role=\"presentation\"> <title>An icon of a right chevron</title> <path class=\"icon-str..."
    },
    {
      "href": "/en-us/flex/use-cases/contact-center",
      "text": "Contact center",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--link paragraph-small\" href=\"/en-us/flex/use-cases/contact-center\" data-uuid=\"1fd1152e-607e-3a29-9a81-2ec0b69900fc\" target=\"_self\"> <span>Contact center</span> </a>"
    },
    {
      "href": "https://help.twilio.com/",
      "text": "Help Center An icon of a right chevron",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--subheading paragraph-small-semibold\" href=\"https://help.twilio.com/\" data-uuid=\"fc411f3c-566e-3c6b-a21c-fad67e85bf54\" target=\"_self\"> <span>Help Center</span> <span class=\"right-caret twilio-icon \" role=\"figure\"> <svg viewBox=\"0 0 41 79\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\" class=\"icon--decorative\" role=\"presentation\"> <title>An icon of a right chevron</title> <path class=\"icon-stroke\" d=\"M3.24347..."
    },
    {
      "href": "/en-us/support-plans",
      "text": "Support plans An icon of a right chevron",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--subheading paragraph-small-semibold\" href=\"/en-us/support-plans\" data-uuid=\"d1da1c07-7d89-3524-a622-f91d249d6de7\" target=\"_self\"> <span>Support plans</span> <span class=\"right-caret twilio-icon \" role=\"figure\"> <svg viewBox=\"0 0 41 79\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\" class=\"icon--decorative\" role=\"presentation\"> <title>An icon of a right chevron</title> <path class=\"icon-stroke\" d=\"M3.24347 7..."
    },
    {
      "href": "https://www.twilio.com/en-us/help/sales",
      "text": "Contact sales",
      "html": "<a class=\"button button-secondary right\" href=\"https://www.twilio.com/en-us/help/sales\" target=\"_self\" data-uuid=\"f90e4f77-db0b-36c3-8a69-c98a2cb579b1\" aria-label=\"Contact sales\"> <span class=\"button-text\"> Contact sales </span> </a>"
    },
    {
      "href": "/en-us/use-cases/support-and-sales",
      "text": "Support and sales An icon of a right chevron",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--subheading paragraph-small-semibold\" href=\"/en-us/use-cases/support-and-sales\" data-uuid=\"88659bf0-b439-3e7f-9d14-f72ee1cb281c\" target=\"_self\"> <span>Support and sales</span> <span class=\"right-caret twilio-icon \" role=\"figure\"> <svg viewBox=\"0 0 41 79\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\" class=\"icon--decorative\" role=\"presentation\"> <title>An icon of a right chevron</title> <path class=\"icon-str..."
    },
    {
      "href": "/en-us/flex/use-cases/contact-center",
      "text": "Contact center",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--link paragraph-small\" href=\"/en-us/flex/use-cases/contact-center\" data-uuid=\"1fd1152e-607e-3a29-9a81-2ec0b69900fc\" target=\"_self\"> <span>Contact center</span> </a>"
    },
    {
      "href": "https://help.twilio.com/",
      "text": "Help Center An icon of a right chevron",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--subheading paragraph-small-semibold\" href=\"https://help.twilio.com/\" data-uuid=\"fc411f3c-566e-3c6b-a21c-fad67e85bf54\" target=\"_self\"> <span>Help Center</span> <span class=\"right-caret twilio-icon \" role=\"figure\"> <svg viewBox=\"0 0 41 79\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\" class=\"icon--decorative\" role=\"presentation\"> <title>An icon of a right chevron</title> <path class=\"icon-stroke\" d=\"M3.24347..."
    },
    {
      "href": "/en-us/support-plans",
      "text": "Support plans An icon of a right chevron",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--subheading paragraph-small-semibold\" href=\"/en-us/support-plans\" data-uuid=\"d1da1c07-7d89-3524-a622-f91d249d6de7\" target=\"_self\"> <span>Support plans</span> <span class=\"right-caret twilio-icon \" role=\"figure\"> <svg viewBox=\"0 0 41 79\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\" class=\"icon--decorative\" role=\"presentation\"> <title>An icon of a right chevron</title> <path class=\"icon-stroke\" d=\"M3.24347 7..."
    },
    {
      "href": "https://www.twilio.com/en-us/help/sales",
      "text": "Contact sales",
      "html": "<a class=\"button button-secondary right\" href=\"https://www.twilio.com/en-us/help/sales\" target=\"_self\" data-uuid=\"f90e4f77-db0b-36c3-8a69-c98a2cb579b1\" aria-label=\"Contact sales\"> <span class=\"button-text\"> Contact sales </span> </a>"
    },
    {
      "href": "/en-us/help/sales",
      "text": "Contact sales",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--link paragraph-small\" href=\"/en-us/help/sales\" data-uuid=\"0bcd96f3-a4b2-3300-a894-a9c4d8a91382\" target=\"_self\"> <span>Contact sales</span> </a>"
    },
    {
      "href": "/en-us/support-plans",
      "text": "Support plans",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--link paragraph-small\" href=\"/en-us/support-plans\" data-uuid=\"58133ac5-52c8-33dd-879a-6c59cef0729e\" target=\"_self\"> <span>Support plans</span> </a>"
    },
    {
      "href": "/en-us/flex/use-cases/contact-center",
      "text": "Contact center",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--link paragraph-small\" href=\"/en-us/flex/use-cases/contact-center\" data-uuid=\"f7680993-4f5d-34bc-b494-5263749dfa2f\" target=\"_self\"> <span>Contact center</span> </a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "/en-us/trust-center",
      "text": "Privacy and security An icon of a right chevron",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--subheading paragraph-small-semibold\" href=\"/en-us/trust-center\" data-uuid=\"136acc73-1d36-34bf-a3ba-0b5a56fa795c\" target=\"_self\"> <span>Privacy and security</span> <span class=\"right-caret twilio-icon \" role=\"figure\"> <svg viewBox=\"0 0 41 79\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\" class=\"icon--decorative\" role=\"presentation\"> <title>An icon of a right chevron</title> <path class=\"icon-stroke\" d=\"M3.2..."
    },
    {
      "href": "https://www.twilio.com/en-us/legal/privacy",
      "text": "Privacy Policy",
      "html": "<a href=\"https://www.twilio.com/en-us/legal/privacy\">Privacy Policy</a>"
    },
    {
      "href": "https://www.twilio.com/en-us/legal/privacy",
      "text": "Privacy Policy",
      "html": "<a href=\"https://www.twilio.com/en-us/legal/privacy\">Privacy Policy</a>"
    },
    {
      "href": "/en-us/trust-center",
      "text": "Privacy and security An icon of a right chevron",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--subheading paragraph-small-semibold\" href=\"/en-us/trust-center\" data-uuid=\"136acc73-1d36-34bf-a3ba-0b5a56fa795c\" target=\"_self\"> <span>Privacy and security</span> <span class=\"right-caret twilio-icon \" role=\"figure\"> <svg viewBox=\"0 0 41 79\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\" class=\"icon--decorative\" role=\"presentation\"> <title>An icon of a right chevron</title> <path class=\"icon-stroke\" d=\"M3.2..."
    },
    {
      "href": "/en-us/legal/privacy",
      "text": "Privacy",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--link paragraph-small\" href=\"/en-us/legal/privacy\" data-uuid=\"4bc2df01-aa18-3156-b2e7-5c60e263a77c\" target=\"_self\"> <span>Privacy</span> </a>"
    }
  ],
  "score": 60,
  "weight": 20
}

AI DiscoverabilityContent ReadinessEstablished

Content freshness signals

Content freshness signals is partially implemented.

6 Warning

Needs attention

Content freshness signals

Warning
01

Issue

Content freshness signals are incomplete: missing meta or <time> freshness tags.

02

Why it matters

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

Check name

Content freshness signals

Score

75/100

Status

warning

Category

Content Readiness

Maturity

Established

Goal

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

Result

Content freshness signals is partially implemented.

Evidence
{
  "lastModified": "Fri, 05 Jun 2026 08:00:06 GMT",
  "schemaDates": [
    "2026-05-01T23:13:48.000Z",
    "2026-05-01T23:13:48Z"
  ],
  "metaDateCount": 0,
  "timeDateCount": 0
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer-first sections

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

5 Warning

Needs attention

AEO: Answer-first sections

Warning
01

Issue

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

Details

02

Why it matters

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

Check name

AEO: Answer-first sections

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "sectionCount": 11,
  "passing": 2,
  "failing": [
    {
      "heading": "Intelligent self-service",
      "headingHtml": "<h2>Intelligent <span class=\"red-title\">self-service</span></h2>",
      "firstParagraph": "The Twilio platform turns every interaction — including first contact — into a personalized experience. AI agents draw from internal knowledge and real-time data so every conversation feels like a natural dialogue.",
      "paragraphHtml": "<p>The Twilio platform turns every interaction &#x2014; including first contact &#x2014; into a personalized experience. AI agents draw from internal knowledge and real-time data so every conversation feels like a natural dialogue.</p>",
      "words": 30,
      "direct": false,
      "issue": "First paragraph is 30 words and does not look like a concise direct answer."
    },
    {
      "heading": "Cross-channel continuity",
      "headingHtml": "<h2>Cross-channel <span class=\"red-title\">continuity</span></h2>",
      "firstParagraph": "Customers can easily switch between channels like chat, text, voice, and email without interruption.",
      "paragraphHtml": "<p>Customers can easily switch between channels like chat, text, voice, and email without interruption.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Persistent memory",
      "headingHtml": "<h2>Persistent <span class=\"red-title\">memory</span></h2>",
      "firstParagraph": "Twilio unifies customer data into a living memory, offering insight into a person's preferences, interests, and sentiment. This way, you can anticipate customer needs in the moment without them having to ask.",
      "paragraphHtml": "<p>Twilio unifies customer data into a living memory, offering insight into a person&apos;s preferences, interests, and sentiment. This way, you can anticipate customer needs in the moment without them having to ask.</p>",
      "words": 32,
      "direct": false,
      "issue": "First paragraph is 32 words and does not look like a concise direct answer."
    },
    {
      "heading": "Remember every customer, reach them on any channel",
      "headingHtml": "<h2>Remember every customer, <span class=\"red-title\">reach them on any channel</span></h2>",
      "firstParagraph": "The Twilio platform connects channels, customer data, and AI orchestration to ensure every interaction, whether it's between humans or AI agents, feels continuous, contextual, and personal.",
      "paragraphHtml": "<p>The Twilio platform connects channels, customer data, and AI orchestration to ensure every interaction, whether it&apos;s between humans or AI agents, feels continuous, contextual, and personal.</p>",
      "words": 26,
      "direct": false,
      "issue": "First paragraph is 26 words and does not look like a concise direct answer."
    },
    {
      "heading": "Build. Without limits.",
      "headingHtml": "<h2 class=\"h2 \"> Build. Without limits. </h2>",
      "firstParagraph": "Sign up for a free Twilio account and grab one of our official server-side SDKs to get started. Send your first text message, phone call, or email in minutes.",
      "paragraphHtml": "<p class=\"title__sub-text paragraph-extra-large\"> Sign up for a free Twilio account and grab one of our official server-side SDKs to get started. Send your first text message, phone call, or email in minutes. </p>",
      "words": 29,
      "direct": false,
      "issue": "First paragraph is 29 words and does not look like a concise direct answer."
    },
    {
      "heading": "Different teams, different stacks. Same trusted platform.",
      "headingHtml": "<h2 class=\"h2 \"> Different teams, different stacks. Same trusted platform. </h2>",
      "firstParagraph": "From scaling startups to global enterprises, companies are building standout customer experiences with Twilio.",
      "paragraphHtml": "<p class=\"title__sub-text paragraph-extra-large\"> From scaling startups to global enterprises, companies are building standout customer experiences with Twilio. </p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "We think our track record speaks for itself",
      "headingHtml": "<h2 class=\"h2 \"> We think our track record speaks for itself </h2>",
      "firstParagraph": "4x",
      "paragraphHtml": "<p><span class=\"h2-style text-white\" data-cmp-color=\"color-accessible-red\">4x</span></p>",
      "words": 1,
      "direct": false,
      "issue": "First paragraph is 1 words and does not look like a concise direct answer."
    },
    {
      "heading": "TL;DR: Don’t wait for the future. Build it.",
      "headingHtml": "<h2>TL;DR: Don&#x2019;t wait for the future. Build it.</h2>",
      "firstParagraph": "Twilio gives you the tools to connect digital experiences on any channel, full customer context, and AI to work efficiently. All on a single platform with flexible plans and pay-as-you-go pricing.",
      "paragraphHtml": "<p><span class=\"paragraph-extra-large\">Twilio gives you the tools to connect digital experiences on any channel, full customer context, and AI to work efficiently. All on a single platform with flexible plans and pay-as-you-go pricing.</span></p>",
      "words": 31,
      "direct": false,
      "issue": "First paragraph is 31 words and does not look like a concise direct answer."
    },
    {
      "heading": "Sources",
      "headingHtml": "<h3 class=\"accordion-v2__title paragraph-extra-large-semibold\"> Sources </h3>",
      "firstParagraph": "1Gartner:",
      "paragraphHtml": "<p><span class=\"paragraph-footnote\"><sup>1</sup>Gartner:<br> </span></p>",
      "words": 1,
      "direct": false,
      "issue": "First paragraph is 1 words and does not look like a concise direct answer."
    }
  ],
  "score": 65,
  "weight": 28
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Question-led structure

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

4 Warning

Needs attention

AEO: Question-led structure

Warning
01

Issue

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

02

Why it matters

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

Check name

AEO: Question-led structure

Score

50/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "h2Count": 10,
  "questionH2s": [],
  "hasFaq": true,
  "score": 50,
  "weight": 18
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer evidence and trust

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

4 Warning

Needs attention

AEO: Answer evidence and trust

Warning
01

Issue

Missing AIO trust signals: author, publisher.

Details

02

Why it matters

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

Check name

AEO: Answer evidence and trust

Score

60/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "signals": {
    "author": false,
    "publisher": false,
    "freshnessDate": true,
    "aboutOrContact": true,
    "policyLinks": true
  },
  "missing": [
    "author",
    "publisher"
  ],
  "authorMeta": "",
  "schemaAuthors": [],
  "schemaPublishers": [],
  "schemaDates": [
    "2026-05-01T23:13:48.000Z",
    "2026-05-01T23:13:48Z"
  ],
  "visibleDates": [],
  "aboutLinks": [
    {
      "href": "/en-us/company",
      "text": "About us An icon of a right chevron",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--subheading paragraph-small-semibold\" href=\"/en-us/company\" data-uuid=\"e0b0442e-27c9-380b-a05b-2a4f257b3240\" target=\"_self\"> <span>About us</span> <span class=\"right-caret twilio-icon \" role=\"figure\"> <svg viewBox=\"0 0 41 79\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\" class=\"icon--decorative\" role=\"presentation\"> <title>An icon of a right chevron</title> <path class=\"icon-stroke\" d=\"M3.24347 75.4482L37.3..."
    },
    {
      "href": "/en-us/company/values",
      "text": "Values An icon of a right chevron",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--subheading paragraph-small-semibold\" href=\"/en-us/company/values\" data-uuid=\"c60cd14e-3bf7-3f9f-a648-a30d7b8787d8\" target=\"_self\"> <span>Values</span> <span class=\"right-caret twilio-icon \" role=\"figure\"> <svg viewBox=\"0 0 41 79\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\" class=\"icon--decorative\" role=\"presentation\"> <title>An icon of a right chevron</title> <path class=\"icon-stroke\" d=\"M3.24347 75.4482..."
    },
    {
      "href": "/en-us/company/diversity",
      "text": "Diversity An icon of a right chevron",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--subheading paragraph-small-semibold\" href=\"/en-us/company/diversity\" data-uuid=\"79e911f7-2a3e-3ec2-b4cb-b7c282094b90\" target=\"_self\"> <span>Diversity</span> <span class=\"right-caret twilio-icon \" role=\"figure\"> <svg viewBox=\"0 0 41 79\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\" class=\"icon--decorative\" role=\"presentation\"> <title>An icon of a right chevron</title> <path class=\"icon-stroke\" d=\"M3.24347 7..."
    },
    {
      "href": "/en-us/company",
      "text": "About us An icon of a right chevron",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--subheading paragraph-small-semibold\" href=\"/en-us/company\" data-uuid=\"e0b0442e-27c9-380b-a05b-2a4f257b3240\" target=\"_self\"> <span>About us</span> <span class=\"right-caret twilio-icon \" role=\"figure\"> <svg viewBox=\"0 0 41 79\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\" class=\"icon--decorative\" role=\"presentation\"> <title>An icon of a right chevron</title> <path class=\"icon-stroke\" d=\"M3.24347 75.4482L37.3..."
    },
    {
      "href": "/en-us/company/values",
      "text": "Values An icon of a right chevron",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--subheading paragraph-small-semibold\" href=\"/en-us/company/values\" data-uuid=\"c60cd14e-3bf7-3f9f-a648-a30d7b8787d8\" target=\"_self\"> <span>Values</span> <span class=\"right-caret twilio-icon \" role=\"figure\"> <svg viewBox=\"0 0 41 79\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\" class=\"icon--decorative\" role=\"presentation\"> <title>An icon of a right chevron</title> <path class=\"icon-stroke\" d=\"M3.24347 75.4482..."
    },
    {
      "href": "/en-us/company/diversity",
      "text": "Diversity An icon of a right chevron",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--subheading paragraph-small-semibold\" href=\"/en-us/company/diversity\" data-uuid=\"79e911f7-2a3e-3ec2-b4cb-b7c282094b90\" target=\"_self\"> <span>Diversity</span> <span class=\"right-caret twilio-icon \" role=\"figure\"> <svg viewBox=\"0 0 41 79\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\" class=\"icon--decorative\" role=\"presentation\"> <title>An icon of a right chevron</title> <path class=\"icon-stroke\" d=\"M3.24347 7..."
    },
    {
      "href": "https://www.linkedin.com/company/twilio-inc-",
      "text": "LinkedIn logo",
      "html": "<a href=\"https://www.linkedin.com/company/twilio-inc-\" target=\"_blank\" title=\"Twilio on LinkedIn\" aria-label=\"Twilio on LinkedIn\" class=\"m-share-button js-share-linkedin\"> <span class=\"name twilio-icon \"> <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 72 72\" class=\"icon--decorative\" role=\"presentation\"> <title>LinkedIn logo</title> <g class=\"social_linkedin-alt\"> <path d=\"M17.436 68.5V24.645H2.86V68.5h14.576ZM10.15 18.653c5.083 0 8.247-3.367 8.247-7.575-.095-4.304-3...."
    },
    {
      "href": "/en-us/company",
      "text": "About Twilio",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--link paragraph-small\" href=\"/en-us/company\" data-uuid=\"bd9560a2-8d46-3576-a0ad-7f6fd032de60\" target=\"_self\"> <span>About Twilio</span> </a>"
    }
  ],
  "contactLinks": [
    {
      "href": "https://help.twilio.com/",
      "text": "Help Center",
      "html": "<a href=\"https://help.twilio.com/\" class=\"utility-nav__link utility-nav__link--dropdown paragraph-small-medium\" aria-label=\"Help Center\" target=\"_self\">Help Center</a>"
    },
    {
      "href": "https://www.twilio.com/en-us/support-plans",
      "text": "Support Plans",
      "html": "<a href=\"https://www.twilio.com/en-us/support-plans\" class=\"utility-nav__link utility-nav__link--dropdown paragraph-small-medium\" aria-label=\"Support Plans\" target=\"_self\">Support Plans</a>"
    },
    {
      "href": "/en-us/use-cases/support-and-sales",
      "text": "Support and sales An icon of a right chevron",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--subheading paragraph-small-semibold\" href=\"/en-us/use-cases/support-and-sales\" data-uuid=\"88659bf0-b439-3e7f-9d14-f72ee1cb281c\" target=\"_self\"> <span>Support and sales</span> <span class=\"right-caret twilio-icon \" role=\"figure\"> <svg viewBox=\"0 0 41 79\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\" class=\"icon--decorative\" role=\"presentation\"> <title>An icon of a right chevron</title> <path class=\"icon-str..."
    },
    {
      "href": "/en-us/flex/use-cases/contact-center",
      "text": "Contact center",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--link paragraph-small\" href=\"/en-us/flex/use-cases/contact-center\" data-uuid=\"1fd1152e-607e-3a29-9a81-2ec0b69900fc\" target=\"_self\"> <span>Contact center</span> </a>"
    },
    {
      "href": "https://help.twilio.com/",
      "text": "Help Center An icon of a right chevron",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--subheading paragraph-small-semibold\" href=\"https://help.twilio.com/\" data-uuid=\"fc411f3c-566e-3c6b-a21c-fad67e85bf54\" target=\"_self\"> <span>Help Center</span> <span class=\"right-caret twilio-icon \" role=\"figure\"> <svg viewBox=\"0 0 41 79\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\" class=\"icon--decorative\" role=\"presentation\"> <title>An icon of a right chevron</title> <path class=\"icon-stroke\" d=\"M3.24347..."
    },
    {
      "href": "/en-us/support-plans",
      "text": "Support plans An icon of a right chevron",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--subheading paragraph-small-semibold\" href=\"/en-us/support-plans\" data-uuid=\"d1da1c07-7d89-3524-a622-f91d249d6de7\" target=\"_self\"> <span>Support plans</span> <span class=\"right-caret twilio-icon \" role=\"figure\"> <svg viewBox=\"0 0 41 79\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\" class=\"icon--decorative\" role=\"presentation\"> <title>An icon of a right chevron</title> <path class=\"icon-stroke\" d=\"M3.24347 7..."
    },
    {
      "href": "https://www.twilio.com/en-us/help/sales",
      "text": "Contact sales",
      "html": "<a class=\"button button-secondary right\" href=\"https://www.twilio.com/en-us/help/sales\" target=\"_self\" data-uuid=\"f90e4f77-db0b-36c3-8a69-c98a2cb579b1\" aria-label=\"Contact sales\"> <span class=\"button-text\"> Contact sales </span> </a>"
    },
    {
      "href": "/en-us/use-cases/support-and-sales",
      "text": "Support and sales An icon of a right chevron",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--subheading paragraph-small-semibold\" href=\"/en-us/use-cases/support-and-sales\" data-uuid=\"88659bf0-b439-3e7f-9d14-f72ee1cb281c\" target=\"_self\"> <span>Support and sales</span> <span class=\"right-caret twilio-icon \" role=\"figure\"> <svg viewBox=\"0 0 41 79\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\" class=\"icon--decorative\" role=\"presentation\"> <title>An icon of a right chevron</title> <path class=\"icon-str..."
    },
    {
      "href": "/en-us/flex/use-cases/contact-center",
      "text": "Contact center",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--link paragraph-small\" href=\"/en-us/flex/use-cases/contact-center\" data-uuid=\"1fd1152e-607e-3a29-9a81-2ec0b69900fc\" target=\"_self\"> <span>Contact center</span> </a>"
    },
    {
      "href": "https://help.twilio.com/",
      "text": "Help Center An icon of a right chevron",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--subheading paragraph-small-semibold\" href=\"https://help.twilio.com/\" data-uuid=\"fc411f3c-566e-3c6b-a21c-fad67e85bf54\" target=\"_self\"> <span>Help Center</span> <span class=\"right-caret twilio-icon \" role=\"figure\"> <svg viewBox=\"0 0 41 79\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\" class=\"icon--decorative\" role=\"presentation\"> <title>An icon of a right chevron</title> <path class=\"icon-stroke\" d=\"M3.24347..."
    },
    {
      "href": "/en-us/support-plans",
      "text": "Support plans An icon of a right chevron",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--subheading paragraph-small-semibold\" href=\"/en-us/support-plans\" data-uuid=\"d1da1c07-7d89-3524-a622-f91d249d6de7\" target=\"_self\"> <span>Support plans</span> <span class=\"right-caret twilio-icon \" role=\"figure\"> <svg viewBox=\"0 0 41 79\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\" class=\"icon--decorative\" role=\"presentation\"> <title>An icon of a right chevron</title> <path class=\"icon-stroke\" d=\"M3.24347 7..."
    },
    {
      "href": "https://www.twilio.com/en-us/help/sales",
      "text": "Contact sales",
      "html": "<a class=\"button button-secondary right\" href=\"https://www.twilio.com/en-us/help/sales\" target=\"_self\" data-uuid=\"f90e4f77-db0b-36c3-8a69-c98a2cb579b1\" aria-label=\"Contact sales\"> <span class=\"button-text\"> Contact sales </span> </a>"
    },
    {
      "href": "/en-us/help/sales",
      "text": "Contact sales",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--link paragraph-small\" href=\"/en-us/help/sales\" data-uuid=\"0bcd96f3-a4b2-3300-a894-a9c4d8a91382\" target=\"_self\"> <span>Contact sales</span> </a>"
    },
    {
      "href": "/en-us/support-plans",
      "text": "Support plans",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--link paragraph-small\" href=\"/en-us/support-plans\" data-uuid=\"58133ac5-52c8-33dd-879a-6c59cef0729e\" target=\"_self\"> <span>Support plans</span> </a>"
    },
    {
      "href": "/en-us/flex/use-cases/contact-center",
      "text": "Contact center",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--link paragraph-small\" href=\"/en-us/flex/use-cases/contact-center\" data-uuid=\"f7680993-4f5d-34bc-b494-5263749dfa2f\" target=\"_self\"> <span>Contact center</span> </a>"
    }
  ],
  "privacyLinks": [
    {
      "href": "/en-us/trust-center",
      "text": "Privacy and security An icon of a right chevron",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--subheading paragraph-small-semibold\" href=\"/en-us/trust-center\" data-uuid=\"136acc73-1d36-34bf-a3ba-0b5a56fa795c\" target=\"_self\"> <span>Privacy and security</span> <span class=\"right-caret twilio-icon \" role=\"figure\"> <svg viewBox=\"0 0 41 79\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\" class=\"icon--decorative\" role=\"presentation\"> <title>An icon of a right chevron</title> <path class=\"icon-stroke\" d=\"M3.2..."
    },
    {
      "href": "https://www.twilio.com/en-us/legal/privacy",
      "text": "Privacy Policy",
      "html": "<a href=\"https://www.twilio.com/en-us/legal/privacy\">Privacy Policy</a>"
    },
    {
      "href": "https://www.twilio.com/en-us/legal/privacy",
      "text": "Privacy Policy",
      "html": "<a href=\"https://www.twilio.com/en-us/legal/privacy\">Privacy Policy</a>"
    },
    {
      "href": "/en-us/trust-center",
      "text": "Privacy and security An icon of a right chevron",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--subheading paragraph-small-semibold\" href=\"/en-us/trust-center\" data-uuid=\"136acc73-1d36-34bf-a3ba-0b5a56fa795c\" target=\"_self\"> <span>Privacy and security</span> <span class=\"right-caret twilio-icon \" role=\"figure\"> <svg viewBox=\"0 0 41 79\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\" class=\"icon--decorative\" role=\"presentation\"> <title>An icon of a right chevron</title> <path class=\"icon-stroke\" d=\"M3.2..."
    },
    {
      "href": "/en-us/legal/privacy",
      "text": "Privacy",
      "html": "<a class=\"cmp-linklist__container__item__anchor cmp-linklist__container__item__anchor--link paragraph-small\" href=\"/en-us/legal/privacy\" data-uuid=\"4bc2df01-aa18-3156-b2e7-5c60e263a77c\" target=\"_self\"> <span>Privacy</span> </a>"
    }
  ],
  "score": 60,
  "weight": 22
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Page experience for AIO

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

2 Warning

Needs attention

AIO: Page experience for AIO

Warning
01

Issue

67 image(s) are missing width/height attributes. 6 possible modal/interstitial element(s) detected.

Details

02

Why it matters

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

Check name

AIO: Page experience for AIO

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "viewportContent": "width=device-width, initial-scale=1",
  "visibleWords": 2222,
  "htmlBytes": 1343754,
  "imagesMissingDimensions": [
    {
      "src": "/content/dam/twilio-com/global/en/products/cpaas/gartner-magic-cuadrant/2026/gartner-chart-nav.png/_jcr_content/renditions/compressed-original.webp",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/products/cpaas/gartner-magic-cuadrant/2026/gartner-chart-nav.png/_jcr_content/renditions/compressed-original.webp\" alt=\"A chart showing leaders, challengers, niche players, and visionaries among communication platform providers in 2026.\" title=\"2026 Communication Platform Providers Quadrant Analysis\" class=\" \" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/products/cpaas/gartner-magic-cuadrant/2026/gartner-chart-nav.png/_jcr_content/renditions/compressed-original.webp",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/products/cpaas/gartner-magic-cuadrant/2026/gartner-chart-nav.png/_jcr_content/renditions/compressed-original.webp\" alt=\"A chart showing leaders, challengers, niche players, and visionaries among communication platform providers in 2026.\" title=\"2026 Communication Platform Providers Quadrant Analysis\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/nav_signal_promo_2026_twilio_v2.png/_jcr_content/renditions/compressed-original.webp",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/nav_signal_promo_2026_twilio_v2.png/_jcr_content/renditions/compressed-original.webp\" alt=\"Woman wearing blue headphones and a colorful t-shirt, smiling while working on a laptop in a cozy room.\" title=\"Woman smiling while working on a laptop with headphones on\" class=\" \" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/nav_signal_promo_2026_twilio_v2.png/_jcr_content/renditions/compressed-original.webp",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/nav_signal_promo_2026_twilio_v2.png/_jcr_content/renditions/compressed-original.webp\" alt=\"Woman wearing blue headphones and a colorful t-shirt, smiling while working on a laptop in a cozy room.\" title=\"Woman smiling while working on a laptop with headphones on\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/products/cpaas/gartner-magic-cuadrant/2026/gartner-chart-nav.png/_jcr_content/renditions/compressed-original.webp",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/products/cpaas/gartner-magic-cuadrant/2026/gartner-chart-nav.png/_jcr_content/renditions/compressed-original.webp\" alt=\"A chart showing leaders, challengers, niche players, and visionaries among communication platform providers in 2026.\" title=\"2026 Communication Platform Providers Quadrant Analysis\" class=\" \" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/products/cpaas/gartner-magic-cuadrant/2026/gartner-chart-nav.png/_jcr_content/renditions/compressed-original.webp",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/products/cpaas/gartner-magic-cuadrant/2026/gartner-chart-nav.png/_jcr_content/renditions/compressed-original.webp\" alt=\"A chart showing leaders, challengers, niche players, and visionaries among communication platform providers in 2026.\" title=\"2026 Communication Platform Providers Quadrant Analysis\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/nav_signal_promo_2026_twilio_v2.png/_jcr_content/renditions/compressed-original.webp",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/nav_signal_promo_2026_twilio_v2.png/_jcr_content/renditions/compressed-original.webp\" alt=\"Woman wearing blue headphones and a colorful t-shirt, smiling while working on a laptop in a cozy room.\" title=\"Woman smiling while working on a laptop with headphones on\" class=\" \" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/nav_signal_promo_2026_twilio_v2.png/_jcr_content/renditions/compressed-original.webp",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/nav_signal_promo_2026_twilio_v2.png/_jcr_content/renditions/compressed-original.webp\" alt=\"Woman wearing blue headphones and a colorful t-shirt, smiling while working on a laptop in a cozy room.\" title=\"Woman smiling while working on a laptop with headphones on\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/platform-section/homepage_platform-intro_twilio.png/_jcr_content/renditions/compressed-1280.webp",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/platform-section/homepage_platform-intro_twilio.png/_jcr_content/renditions/compressed-1280.webp\" alt=\"Platform introduction\" class=\"platform-story__intro-image platform-story__intro-image--desktop\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/platform-section/mobile/homepage_platform-intro1_twilio.png/_jcr_content/renditions/compressed-original.webp",
      "width": "",
      "height": "",
      "loading": "",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/platform-section/mobile/homepage_platform-intro1_twilio.png/_jcr_content/renditions/compressed-original.webp\" alt=\"Platform introduction\" class=\"platform-story__intro-image platform-story__intro-image--mobile\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/platform-section/mobile/homepage_platform-service_twilio.png/_jcr_content/renditions/compressed-original.webp",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img class=\"lottie-media-image lottie-placeholder\" src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/platform-section/mobile/homepage_platform-service_twilio.png/_jcr_content/renditions/compressed-original.webp\" alt=\"SUV on winding road at dusk with a woman&apos;s chat bubble asking about reinforced roof rails.\" title=\"SUV on winding road at dusk with a woman&apos;s chat bubble asking about reinforced roof rails.\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/platform-section/mobile/homepage_platform-handoff_twilio.png/_jcr_content/renditions/compressed-original.webp",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img class=\"lottie-media-image lottie-placeholder\" src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/platform-section/mobile/homepage_platform-handoff_twilio.png/_jcr_content/renditions/compressed-original.webp\" alt=\"Woman speaking into a smartphone held in her hand while standing outside.\" title=\"Woman speaking into a smartphone held in her hand while standing outside.\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/platform-section/mobile/homepage_platform-continuity_twilio.png/_jcr_content/renditions/compressed-original.webp",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img class=\"lottie-media-image lottie-placeholder\" src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/platform-section/mobile/homepage_platform-continuity_twilio.png/_jcr_content/renditions/compressed-original.webp\" alt=\"Person touching a phone with a booking link message and a car demo drive scheduling prompt.\" title=\"Person touching a phone with a booking link message and a car demo drive scheduling prompt.\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/platform-section/mobile/homepage_platform-memory_twilio.png/_jcr_content/renditions/compressed-original.webp",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img class=\"lottie-media-image lottie-placeholder\" src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/platform-section/mobile/homepage_platform-memory_twilio.png/_jcr_content/renditions/compressed-original.webp\" alt=\"Woman smiling at phone with popup showing road trip essentials like a Voltiq power bank.\" title=\"Woman smiling at phone with popup showing road trip essentials like a Voltiq power bank.\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/platform-section/mobile/homepage_platform-final_twilio.png/_jcr_content/renditions/compressed-original.webp",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img class=\"lottie-media-image lottie-placeholder\" src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/platform-section/mobile/homepage_platform-final_twilio.png/_jcr_content/renditions/compressed-original.webp\" alt=\"Woman sitting near car with customer service text messages about car&apos;s performance.\" title=\"Woman sitting near car with customer service text messages about car&apos;s performance.\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_conversations_twilio.png/_jcr_content/renditions/compressed-original.webp",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_conversations_twilio.png/_jcr_content/renditions/compressed-original.webp\" alt=\"Profile of a customer interacting with AI agent for flight change and confirmation.\" title=\"Customer Interaction with AI Agent\" class=\" \" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_conversations_twilio.png/_jcr_content/renditions/compressed-original.webp",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_conversations_twilio.png/_jcr_content/renditions/compressed-original.webp\" alt=\"Profile of a customer interacting with AI agent for flight change and confirmation.\" title=\"Customer Interaction with AI Agent\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_conversations_twilio_hover.png/_jcr_content/renditions/compressed-original.webp",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_conversations_twilio_hover.png/_jcr_content/renditions/compressed-original.webp\" alt class=\"media__wrapper--hover\" loading=\"lazy\" aria-hidden=\"true\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_messaging_twilio.png/_jcr_content/renditions/compressed-original.webp",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_messaging_twilio.png/_jcr_content/renditions/compressed-original.webp\" alt=\"Hotel reservation interface with options for RCS, WhatsApp, SMS, and more.\" title=\"Hotel Reservation Options via Multiple Messaging Platforms\" class=\" \" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_messaging_twilio.png/_jcr_content/renditions/compressed-original.webp",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_messaging_twilio.png/_jcr_content/renditions/compressed-original.webp\" alt=\"Hotel reservation interface with options for RCS, WhatsApp, SMS, and more.\" title=\"Hotel Reservation Options via Multiple Messaging Platforms\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_messaging_twilio_hover.png/_jcr_content/renditions/compressed-original.webp",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_messaging_twilio_hover.png/_jcr_content/renditions/compressed-original.webp\" alt class=\"media__wrapper--hover\" loading=\"lazy\" aria-hidden=\"true\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_email_twilio.png/_jcr_content/renditions/compressed-original.webp",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_email_twilio.png/_jcr_content/renditions/compressed-original.webp\" alt=\"Flowchart showing TwilStore&apos;s promotional campaign offering 30% off on men&apos;s perfumes for Valentine&apos;s Day.\" title=\"TwilStore Valentine&apos;s Day Promotional Campaign Flowchart\" class=\" \" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_email_twilio.png/_jcr_content/renditions/compressed-original.webp",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_email_twilio.png/_jcr_content/renditions/compressed-original.webp\" alt=\"Flowchart showing TwilStore&apos;s promotional campaign offering 30% off on men&apos;s perfumes for Valentine&apos;s Day.\" title=\"TwilStore Valentine&apos;s Day Promotional Campaign Flowchart\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_email_twilio_hover.png/_jcr_content/renditions/compressed-original.webp",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_email_twilio_hover.png/_jcr_content/renditions/compressed-original.webp\" alt class=\"media__wrapper--hover\" loading=\"lazy\" aria-hidden=\"true\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_voice_twilio.png/_jcr_content/renditions/compressed-original.webp",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_voice_twilio.png/_jcr_content/renditions/compressed-original.webp\" alt=\"Chat interface where a customer reports a laptop issue and a support agent processes a warranty replacement.\" title=\"Customer Support Chat Resolving Laptop Warranty Issue\" class=\" \" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_voice_twilio.png/_jcr_content/renditions/compressed-original.webp",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_voice_twilio.png/_jcr_content/renditions/compressed-original.webp\" alt=\"Chat interface where a customer reports a laptop issue and a support agent processes a warranty replacement.\" title=\"Customer Support Chat Resolving Laptop Warranty Issue\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_voice_twilio_hover.png/_jcr_content/renditions/compressed-original.webp",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_voice_twilio_hover.png/_jcr_content/renditions/compressed-original.webp\" alt class=\"media__wrapper--hover\" loading=\"lazy\" aria-hidden=\"true\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_user-verification_twilio.png/_jcr_content/renditions/compressed-original.webp",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_user-verification_twilio.png/_jcr_content/renditions/compressed-original.webp\" alt=\"Verification screen showing options of Email, SMS, WhatsApp, and verification code 731692.\" title=\"SMS Verification Method with Verification Code\" class=\" \" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_user-verification_twilio.png/_jcr_content/renditions/compressed-original.webp",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_user-verification_twilio.png/_jcr_content/renditions/compressed-original.webp\" alt=\"Verification screen showing options of Email, SMS, WhatsApp, and verification code 731692.\" title=\"SMS Verification Method with Verification Code\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_user-verification_twilio_hover.png/_jcr_content/renditions/compressed-original.webp",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_user-verification_twilio_hover.png/_jcr_content/renditions/compressed-original.webp\" alt class=\"media__wrapper--hover\" loading=\"lazy\" aria-hidden=\"true\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_customer-data_twilio.png/_jcr_content/renditions/compressed-original.webp",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_customer-data_twilio.png/_jcr_content/renditions/compressed-original.webp\" alt=\"Profile card displaying a user&apos;s name, email, and recent activity on a dark background.\" title=\"User Profile Dashboard with Recent Activity\" class=\" \" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_customer-data_twilio.png/_jcr_content/renditions/compressed-original.webp",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_customer-data_twilio.png/_jcr_content/renditions/compressed-original.webp\" alt=\"Profile card displaying a user&apos;s name, email, and recent activity on a dark background.\" title=\"User Profile Dashboard with Recent Activity\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_customer-data_twilio_hover.png/_jcr_content/renditions/compressed-original.webp",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/product-grid/homepage_customer-data_twilio_hover.png/_jcr_content/renditions/compressed-original.webp\" alt class=\"media__wrapper--hover\" loading=\"lazy\" aria-hidden=\"true\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/customer-stories/ibm.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/customer-stories/ibm.png\" alt class=\"customer-stories-carousel__card-image\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/core-assets/customer-logos/h-l/ibm.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/core-assets/customer-logos/h-l/ibm.svg\" alt=\"IBM Logo\" class=\"customer-stories-carousel__card-logo\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/customer-stories/smava.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/customer-stories/smava.png\" alt class=\"customer-stories-carousel__card-image\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/core-assets/customer-logos/p-s/smava.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/core-assets/customer-logos/p-s/smava.svg\" alt=\"SMAVA Logo\" class=\"customer-stories-carousel__card-logo\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/customer-stories/ohmd.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/customer-stories/ohmd.png\" alt class=\"customer-stories-carousel__card-image\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/core-assets/customer-logos/m-o/ohmd.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/core-assets/customer-logos/m-o/ohmd.svg\" alt=\"OhMD Logo\" class=\"customer-stories-carousel__card-logo\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/customer-stories/toyota.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/customer-stories/toyota.png\" alt class=\"customer-stories-carousel__card-image\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/core-assets/customer-logos/t-z/toyota-connected.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/core-assets/customer-logos/t-z/toyota-connected.svg\" alt=\"Toyota Logo\" class=\"customer-stories-carousel__card-logo\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/customer-stories/resy.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/customer-stories/resy.png\" alt class=\"customer-stories-carousel__card-image\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/core-assets/customer-logos/p-s/resy.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/core-assets/customer-logos/p-s/resy.svg\" alt=\"Resy Logo\" class=\"customer-stories-carousel__card-logo\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/customer-stories/lyft.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/customer-stories/lyft.png\" alt class=\"customer-stories-carousel__card-image\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/core-assets/customer-logos/h-l/lyft.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/core-assets/customer-logos/h-l/lyft.svg\" alt=\"Lyft Logo\" class=\"customer-stories-carousel__card-logo\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/customer-stories/posh.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/customer-stories/posh.png\" alt class=\"customer-stories-carousel__card-image\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/core-assets/customer-logos/p-s/posh.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/core-assets/customer-logos/p-s/posh.svg\" alt=\"Posh Logo\" class=\"customer-stories-carousel__card-logo\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/customer-stories/delivery-hero.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/customer-stories/delivery-hero.png\" alt class=\"customer-stories-carousel__card-image\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/core-assets/customer-logos/d-g/delivery-hero.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/core-assets/customer-logos/d-g/delivery-hero.svg\" alt=\"Delivery Hero Logo\" class=\"customer-stories-carousel__card-logo\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/customer-stories/ibm.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/customer-stories/ibm.png\" alt class=\"customer-stories-carousel__card-image\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/core-assets/customer-logos/h-l/ibm.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/core-assets/customer-logos/h-l/ibm.svg\" alt=\"IBM Logo\" class=\"customer-stories-carousel__card-logo\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/customer-stories/smava.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/customer-stories/smava.png\" alt class=\"customer-stories-carousel__card-image\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/core-assets/customer-logos/p-s/smava.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/core-assets/customer-logos/p-s/smava.svg\" alt=\"SMAVA Logo\" class=\"customer-stories-carousel__card-logo\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/customer-stories/ohmd.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/customer-stories/ohmd.png\" alt class=\"customer-stories-carousel__card-image\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/core-assets/customer-logos/m-o/ohmd.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/core-assets/customer-logos/m-o/ohmd.svg\" alt=\"OhMD Logo\" class=\"customer-stories-carousel__card-logo\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/customer-stories/toyota.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/customer-stories/toyota.png\" alt class=\"customer-stories-carousel__card-image\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/core-assets/customer-logos/t-z/toyota-connected.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/core-assets/customer-logos/t-z/toyota-connected.svg\" alt=\"Toyota Logo\" class=\"customer-stories-carousel__card-logo\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/customer-stories/resy.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/customer-stories/resy.png\" alt class=\"customer-stories-carousel__card-image\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/core-assets/customer-logos/p-s/resy.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/core-assets/customer-logos/p-s/resy.svg\" alt=\"Resy Logo\" class=\"customer-stories-carousel__card-logo\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/customer-stories/lyft.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/customer-stories/lyft.png\" alt class=\"customer-stories-carousel__card-image\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/core-assets/customer-logos/h-l/lyft.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/core-assets/customer-logos/h-l/lyft.svg\" alt=\"Lyft Logo\" class=\"customer-stories-carousel__card-logo\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/customer-stories/posh.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/customer-stories/posh.png\" alt class=\"customer-stories-carousel__card-image\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/core-assets/customer-logos/p-s/posh.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/core-assets/customer-logos/p-s/posh.svg\" alt=\"Posh Logo\" class=\"customer-stories-carousel__card-logo\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/customer-stories/delivery-hero.png",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/customer-stories/delivery-hero.png\" alt class=\"customer-stories-carousel__card-image\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/core-assets/customer-logos/d-g/delivery-hero.svg",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/core-assets/customer-logos/d-g/delivery-hero.svg\" alt=\"Delivery Hero Logo\" class=\"customer-stories-carousel__card-logo\" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/homepage_footer_1.png/_jcr_content/renditions/compressed-original.webp",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/homepage_footer_1.png/_jcr_content/renditions/compressed-original.webp\" alt=\"A gradient with multiple blue layers transitioning from dark to light from top to bottom.\" title=\"Gradient Layers in Blue Spectrum\" class=\" \" loading=\"lazy\">"
    },
    {
      "src": "/content/dam/twilio-com/global/en/homepage/hp-signal/homepage_footer_1.png/_jcr_content/renditions/compressed-original.webp",
      "width": "",
      "height": "",
      "loading": "lazy",
      "html": "<img src=\"/content/dam/twilio-com/global/en/homepage/hp-signal/homepage_footer_1.png/_jcr_content/renditions/compressed-original.webp\" alt=\"A gradient with multiple blue layers transitioning from dark to light from top to bottom.\" title=\"Gradient Layers in Blue Spectrum\" loading=\"lazy\">"
    }
  ],
  "possibleDialogs": [
    "<template id=\"cmp-popup-template\"> <div class=\"cmp-popup\" role=\"dialog\" aria-modal=\"true\" tabindex=\"-1\" aria-label=\"Popup\"> <div class=\"cmp-popup__overlay\"></div> <div class=\"cmp-popup__content\"> <button class=\"cmp-popup__content__close\" aria-label=\"Close popup\"></button> <div class=\"cmp-popup__content__body\"></div> </div> </div> </template>",
    "<div class=\"cmp-popup\" role=\"dialog\" aria-modal=\"true\" tabindex=\"-1\" aria-label=\"Popup\"> <div class=\"cmp-popup__overlay\"></div> <div class=\"cmp-popup__content\"> <button class=\"cmp-popup__content__close\" aria-label=\"Close popup\"></button> <div class=\"cmp-popup__content__body\"></div> </div> </div>",
    "<div class=\"cmp-popup__overlay\"></div>",
    "<div class=\"cmp-popup__content\"> <button class=\"cmp-popup__content__close\" aria-label=\"Close popup\"></button> <div class=\"cmp-popup__content__body\"></div> </div>",
    "<button class=\"cmp-popup__content__close\" aria-label=\"Close popup\"></button>",
    "<div class=\"cmp-popup__content__body\"></div>"
  ],
  "score": 70,
  "weight": 10
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Answer block readiness

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

2 Warning

Needs attention

AIO: Answer block readiness

Warning
01

Issue

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

Details

02

Why it matters

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

Check name

AIO: Answer block readiness

Score

65/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "sectionCount": 11,
  "passing": 2,
  "failing": [
    {
      "heading": "Intelligent self-service",
      "headingHtml": "<h2>Intelligent <span class=\"red-title\">self-service</span></h2>",
      "firstParagraph": "The Twilio platform turns every interaction — including first contact — into a personalized experience. AI agents draw from internal knowledge and real-time data so every conversation feels like a natural dialogue.",
      "paragraphHtml": "<p>The Twilio platform turns every interaction &#x2014; including first contact &#x2014; into a personalized experience. AI agents draw from internal knowledge and real-time data so every conversation feels like a natural dialogue.</p>",
      "words": 30,
      "direct": false,
      "issue": "First paragraph is 30 words and does not look like a concise direct answer."
    },
    {
      "heading": "Cross-channel continuity",
      "headingHtml": "<h2>Cross-channel <span class=\"red-title\">continuity</span></h2>",
      "firstParagraph": "Customers can easily switch between channels like chat, text, voice, and email without interruption.",
      "paragraphHtml": "<p>Customers can easily switch between channels like chat, text, voice, and email without interruption.</p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "Persistent memory",
      "headingHtml": "<h2>Persistent <span class=\"red-title\">memory</span></h2>",
      "firstParagraph": "Twilio unifies customer data into a living memory, offering insight into a person's preferences, interests, and sentiment. This way, you can anticipate customer needs in the moment without them having to ask.",
      "paragraphHtml": "<p>Twilio unifies customer data into a living memory, offering insight into a person&apos;s preferences, interests, and sentiment. This way, you can anticipate customer needs in the moment without them having to ask.</p>",
      "words": 32,
      "direct": false,
      "issue": "First paragraph is 32 words and does not look like a concise direct answer."
    },
    {
      "heading": "Remember every customer, reach them on any channel",
      "headingHtml": "<h2>Remember every customer, <span class=\"red-title\">reach them on any channel</span></h2>",
      "firstParagraph": "The Twilio platform connects channels, customer data, and AI orchestration to ensure every interaction, whether it's between humans or AI agents, feels continuous, contextual, and personal.",
      "paragraphHtml": "<p>The Twilio platform connects channels, customer data, and AI orchestration to ensure every interaction, whether it&apos;s between humans or AI agents, feels continuous, contextual, and personal.</p>",
      "words": 26,
      "direct": false,
      "issue": "First paragraph is 26 words and does not look like a concise direct answer."
    },
    {
      "heading": "Build. Without limits.",
      "headingHtml": "<h2 class=\"h2 \"> Build. Without limits. </h2>",
      "firstParagraph": "Sign up for a free Twilio account and grab one of our official server-side SDKs to get started. Send your first text message, phone call, or email in minutes.",
      "paragraphHtml": "<p class=\"title__sub-text paragraph-extra-large\"> Sign up for a free Twilio account and grab one of our official server-side SDKs to get started. Send your first text message, phone call, or email in minutes. </p>",
      "words": 29,
      "direct": false,
      "issue": "First paragraph is 29 words and does not look like a concise direct answer."
    },
    {
      "heading": "Different teams, different stacks. Same trusted platform.",
      "headingHtml": "<h2 class=\"h2 \"> Different teams, different stacks. Same trusted platform. </h2>",
      "firstParagraph": "From scaling startups to global enterprises, companies are building standout customer experiences with Twilio.",
      "paragraphHtml": "<p class=\"title__sub-text paragraph-extra-large\"> From scaling startups to global enterprises, companies are building standout customer experiences with Twilio. </p>",
      "words": 14,
      "direct": false,
      "issue": "First paragraph is 14 words and does not look like a concise direct answer."
    },
    {
      "heading": "We think our track record speaks for itself",
      "headingHtml": "<h2 class=\"h2 \"> We think our track record speaks for itself </h2>",
      "firstParagraph": "4x",
      "paragraphHtml": "<p><span class=\"h2-style text-white\" data-cmp-color=\"color-accessible-red\">4x</span></p>",
      "words": 1,
      "direct": false,
      "issue": "First paragraph is 1 words and does not look like a concise direct answer."
    },
    {
      "heading": "TL;DR: Don’t wait for the future. Build it.",
      "headingHtml": "<h2>TL;DR: Don&#x2019;t wait for the future. Build it.</h2>",
      "firstParagraph": "Twilio gives you the tools to connect digital experiences on any channel, full customer context, and AI to work efficiently. All on a single platform with flexible plans and pay-as-you-go pricing.",
      "paragraphHtml": "<p><span class=\"paragraph-extra-large\">Twilio gives you the tools to connect digital experiences on any channel, full customer context, and AI to work efficiently. All on a single platform with flexible plans and pay-as-you-go pricing.</span></p>",
      "words": 31,
      "direct": false,
      "issue": "First paragraph is 31 words and does not look like a concise direct answer."
    },
    {
      "heading": "Sources",
      "headingHtml": "<h3 class=\"accordion-v2__title paragraph-extra-large-semibold\"> Sources </h3>",
      "firstParagraph": "1Gartner:",
      "paragraphHtml": "<p><span class=\"paragraph-footnote\"><sup>1</sup>Gartner:<br> </span></p>",
      "words": 1,
      "direct": false,
      "issue": "First paragraph is 1 words and does not look like a concise direct answer."
    }
  ],
  "score": 65,
  "weight": 8
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AEO: Answer intent coverage

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

1 Warning

Needs attention

AEO: Answer intent coverage

Warning
01

Issue

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

Details

02

Why it matters

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

Check name

AEO: Answer intent coverage

Score

70/100

Status

warning

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

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

Evidence
{
  "headings": [
    {
      "text": "Intelligent self-service",
      "html": "<h2>Intelligent <span class=\"red-title\">self-service</span></h2>"
    },
    {
      "text": "Contextual hand-off",
      "html": "<h2>Contextual <span class=\"red-title\">hand-off</span></h2>"
    },
    {
      "text": "Cross-channel continuity",
      "html": "<h2>Cross-channel <span class=\"red-title\">continuity</span></h2>"
    },
    {
      "text": "Persistent memory",
      "html": "<h2>Persistent <span class=\"red-title\">memory</span></h2>"
    },
    {
      "text": "Remember every customer, reach them on any channel",
      "html": "<h2>Remember every customer, <span class=\"red-title\">reach them on any channel</span></h2>"
    },
    {
      "text": "Building blocks for every conversation",
      "html": "<h2 class=\"h2 \"> Building blocks for every conversation </h2>"
    },
    {
      "text": "Build. Without limits.",
      "html": "<h2 class=\"h2 \"> Build. Without limits. </h2>"
    },
    {
      "text": "Different teams, different stacks. Same trusted platform.",
      "html": "<h2 class=\"h2 \"> Different teams, different stacks. Same trusted platform. </h2>"
    },
    {
      "text": "We think our track record speaks for itself",
      "html": "<h2 class=\"h2 \"> We think our track record speaks for itself </h2>"
    },
    {
      "text": "TL;DR: Don’t wait for the future. Build it.",
      "html": "<h2>TL;DR: Don&#x2019;t wait for the future. Build it.</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Conversational AI and APIs for SMS, Email, Voice?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Conversational AI and APIs for SMS, Email, Voice work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Conversational AI and APIs for SMS, Email, Voice?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Conversational AI and APIs for SMS, Email, Voice free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Conversational AI and APIs for SMS, Email, Voice compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is Conversational AI and APIs for SMS, Email, Voice?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Conversational AI and APIs for SMS, Email, Voice work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Conversational AI and APIs for SMS, Email, Voice?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Conversational AI and APIs for SMS, Email, Voice free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Conversational AI and APIs for SMS, Email, Voice compare with alternatives?",
      "pattern": {}
    }
  ],
  "score": 70,
  "weight": 8
}

GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation

AIO: Query intent coverage

AIO: Query intent coverage is informational for this page.

Informational

Needs attention

AIO: Query intent coverage

Informational
01

Issue

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

Details

02

Why it matters

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

Check name

AIO: Query intent coverage

Score

70/100

Status

informational

Category

GEO, AIO & AEO

Maturity

Emerging recommendation

Goal

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

Result

AIO: Query intent coverage is informational for this page.

Evidence
{
  "headings": [
    {
      "text": "Intelligent self-service",
      "html": "<h2>Intelligent <span class=\"red-title\">self-service</span></h2>"
    },
    {
      "text": "Contextual hand-off",
      "html": "<h2>Contextual <span class=\"red-title\">hand-off</span></h2>"
    },
    {
      "text": "Cross-channel continuity",
      "html": "<h2>Cross-channel <span class=\"red-title\">continuity</span></h2>"
    },
    {
      "text": "Persistent memory",
      "html": "<h2>Persistent <span class=\"red-title\">memory</span></h2>"
    },
    {
      "text": "Remember every customer, reach them on any channel",
      "html": "<h2>Remember every customer, <span class=\"red-title\">reach them on any channel</span></h2>"
    },
    {
      "text": "Building blocks for every conversation",
      "html": "<h2 class=\"h2 \"> Building blocks for every conversation </h2>"
    },
    {
      "text": "Build. Without limits.",
      "html": "<h2 class=\"h2 \"> Build. Without limits. </h2>"
    },
    {
      "text": "Different teams, different stacks. Same trusted platform.",
      "html": "<h2 class=\"h2 \"> Different teams, different stacks. Same trusted platform. </h2>"
    },
    {
      "text": "We think our track record speaks for itself",
      "html": "<h2 class=\"h2 \"> We think our track record speaks for itself </h2>"
    },
    {
      "text": "TL;DR: Don’t wait for the future. Build it.",
      "html": "<h2>TL;DR: Don&#x2019;t wait for the future. Build it.</h2>"
    }
  ],
  "expected": [
    {
      "id": "what",
      "label": "What is Conversational AI and APIs for SMS, Email, Voice?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Conversational AI and APIs for SMS, Email, Voice work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Conversational AI and APIs for SMS, Email, Voice?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Conversational AI and APIs for SMS, Email, Voice free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Conversational AI and APIs for SMS, Email, Voice compare with alternatives?",
      "pattern": {}
    }
  ],
  "missing": [
    {
      "id": "what",
      "label": "What is Conversational AI and APIs for SMS, Email, Voice?",
      "pattern": {}
    },
    {
      "id": "how",
      "label": "How does Conversational AI and APIs for SMS, Email, Voice work?",
      "pattern": {}
    },
    {
      "id": "benefits",
      "label": "Why use Conversational AI and APIs for SMS, Email, Voice?",
      "pattern": {}
    },
    {
      "id": "cost",
      "label": "Is Conversational AI and APIs for SMS, Email, Voice free or paid?",
      "pattern": {}
    },
    {
      "id": "compare",
      "label": "How does Conversational AI and APIs for SMS, Email, Voice 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
01

Issue

IndexNow key is informational for this page.

02

Why it matters

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

Check name

IndexNow key

Score

100/100

Status

informational

Category

Discoverability

Maturity

Established

Goal

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

Result

IndexNow key is informational for this page.

Validation steps

  1. Find advertised IndexNow key location

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

  2. Fetch and validate IndexNow key file

    No discoverable IndexNow key file was found.

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

Agent Ease of UseAuthEstablished

OAuth / OIDC discovery

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

Informational

Needs attention

OAuth / OIDC discovery

Informational
01

Issue

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

02

Why it matters

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

Check name

OAuth / OIDC discovery

Score

0/100

Status

informational

Category

Auth

Maturity

Established

Goal

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

Result

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

Validation steps

  1. Fetch to find resource

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

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch to find resource",
      "status": "fail",
      "evidence": {
        "checked": [
          {
            "path": "/.well-known/openid-configuration",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 612466
          },
          {
            "path": "/.well-known/oauth-authorization-server",
            "statusCode": 404,
            "contentType": "text/html; charset=utf-8",
            "length": 612454
          }
        ]
      },
      "issue": "OAuth / OIDC discovery was not found at the expected path.",
      "howToFix": "Publish valid OAuth/OIDC metadata only when the site actually supports OAuth/OIDC. Otherwise omit provider discovery and document any unauthenticated public APIs separately."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 12,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "log in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "login"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign up"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

Agent Ease of UseAuthEmerging recommendation

OAuth Protected Resource

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

Informational

Needs attention

OAuth Protected Resource

Informational
01

Issue

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

02

Why it matters

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

Check name

OAuth Protected Resource

Score

0/100

Status

informational

Category

Auth

Maturity

Emerging recommendation

Goal

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

Result

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

Validation steps

  1. Fetch protected resource metadata

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

  2. Validate protected resource metadata

    Response is not valid JSON.

  3. Validate protected resource identity

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

  4. Probe protected API Bearer challenge

    No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.

Evidence
{
  "failedStep": "fetch",
  "steps": [
    {
      "id": "fetch",
      "title": "Fetch protected resource metadata",
      "status": "fail",
      "evidence": {
        "path": "/.well-known/oauth-protected-resource",
        "statusCode": 404,
        "contentType": "text/html; charset=utf-8"
      },
      "issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
      "howToFix": "Publish /.well-known/oauth-protected-resource JSON."
    },
    {
      "id": "metadata",
      "title": "Validate protected resource metadata",
      "status": "fail",
      "evidence": {
        "valid": false,
        "compatibleContentType": false,
        "issue": "Response is not valid JSON.",
        "rawExcerpt": "<!DOCTYPE HTML>\n<html lang=\"en\" class=\"full-width-dark\">\n<head>\n    <meta charset=\"UTF-8\"/>\n    <title>Page not found | Twilio</title>\n    \n    \n    <meta name=\"template\" content=\"base-page\"/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\"/>\n    <meta name=\"robots\" content=\"index\"/>\n    <meta property=\"og:url\" content=\"https://www.twilio.com/en-us/errors/404\"/>\n    <meta name=\"twitter:url\" content=\"https://www.twilio.com/en-us/errors/404\"/>\n    <meta name=\"brand\" content=\"twilio\"/>\n\n    <script defer=\"defer\" type=\"text/javascript\" src=\"https://rum.hlx.page/.rum/@adobe/helix-rum-js@%5E2/dist/micro.js\" data-routing=\"program=62254,environment=555373,tier=publish\" data-status=\"404\"></script>\n<link rel=\"canonical\" href=\"https://www.twilio.com/en-us/errors/404\"/>\n    \n  "
      },
      "issue": "Response is not valid JSON.",
      "howToFix": "Publish resource and authorization_servers as absolute URLs."
    },
    {
      "id": "resource-identity",
      "title": "Validate protected resource identity",
      "status": "fail",
      "evidence": {
        "expectedResource": "https://www.twilio.com"
      },
      "issue": "Protected resource metadata `resource` did not match the resource identifier used to retrieve it.",
      "howToFix": "Set `resource` to the origin/resource identifier represented by /.well-known/oauth-protected-resource."
    },
    {
      "id": "protected-route-challenge",
      "title": "Probe protected API Bearer challenge",
      "status": "informational",
      "evidence": {
        "checked": [
          {
            "path": "/api/admin/scans",
            "statusCode": 200,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://www.twilio.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/admin/summary",
            "statusCode": 200,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://www.twilio.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          },
          {
            "path": "/api/scans",
            "statusCode": 200,
            "wwwAuthenticate": {
              "valid": false,
              "present": false
            },
            "expectedMetadataUrl": "https://www.twilio.com/.well-known/oauth-protected-resource",
            "metadataUrlMatches": true,
            "resourceMatchesRequestContext": true
          }
        ]
      },
      "issue": "No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.",
      "howToFix": "When this site exposes bearer-protected APIs, return 401 with WWW-Authenticate: Bearer and link resource_metadata."
    }
  ],
  "authApplicability": {
    "supportsAuth": true,
    "score": 12,
    "signals": [
      {
        "source": "link:href",
        "weight": 3,
        "match": "auth link"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "log in"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "login"
      },
      {
        "source": "visible-text",
        "weight": 3,
        "match": "sign up"
      }
    ]
  },
  "resourceFetchSucceeded": false
}

Performance and AccessibilityAccessibilityBrowser audit

`[aria-*]` attributes do not have valid values

50 Fail

Check name

`[aria-*]` attributes do not have valid values

Score

0/100

Status

fail

Device

desktop

Category

Accessibility

Fix guidance

Assistive technologies, like screen readers, can't interpret ARIA attributes with invalid values. [Learn more about valid values for ARIA attributes](https://dequeuniversity.com/rules/axe/4.10/aria-valid-attr-value).

Evidence
{
  "description": "Assistive technologies, like screen readers, can't interpret ARIA attributes with invalid values. [Learn more about valid values for ARIA attributes](https://dequeuniversity.com/rules/axe/4.10/aria-valid-attr-value)."
}

Performance and AccessibilityBest PracticesBrowser audit

Browser errors were logged to the console

50 Fail

Check name

Browser errors were logged to the console

Score

0/100

Status

fail

Device

desktop

Category

Best Practices

Fix guidance

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

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

Performance and AccessibilityAccessibilityBrowser audit

Elements use prohibited ARIA attributes

50 Fail

Check name

Elements use prohibited ARIA attributes

Score

0/100

Status

fail

Device

desktop

Category

Accessibility

Fix guidance

Using ARIA attributes in roles where they are prohibited can mean that important information is not communicated to users of assistive technologies. [Learn more about prohibited ARIA roles](https://dequeuniversity.com/rules/axe/4.10/aria-prohibited-attr).

Evidence
{
  "description": "Using ARIA attributes in roles where they are prohibited can mean that important information is not communicated to users of assistive technologies. [Learn more about prohibited ARIA roles](https://dequeuniversity.com/rules/axe/4.10/aria-prohibited-attr)."
}

Performance and AccessibilityBest PracticesBrowser audit

Uses deprecated APIs

50 Fail

Check name

Uses deprecated APIs

Score

0/100

Status

fail

Device

desktop

Category

Best Practices

Estimated savings

2 warnings found

Fix guidance

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

Evidence
{
  "displayValue": "2 warnings found",
  "description": "Deprecated APIs will eventually be removed from the browser. [Learn more about deprecated APIs](https://developer.chrome.com/docs/lighthouse/best-practices/deprecations/)."
}

Performance and AccessibilityPerformanceBrowser audit

Reduce JavaScript execution time

20 Fail

Check name

Reduce JavaScript execution time

Score

0/100

Status

fail

Device

desktop

Category

Performance

Estimated savings

104.0 s

Fix guidance

Consider reducing the time spent parsing, compiling, and executing JS. You may find delivering smaller JS payloads helps with this. [Learn how to reduce Javascript execution time](https://developer.chrome.com/docs/lighthouse/performance/bootup-time/).

Evidence
{
  "displayValue": "104.0 s",
  "description": "Consider reducing the time spent parsing, compiling, and executing JS. You may find delivering smaller JS payloads helps with this. [Learn how to reduce Javascript execution time](https://developer.chrome.com/docs/lighthouse/performance/bootup-time/).",
  "numericValue": 104004.86799999993
}

Performance and AccessibilityPerformanceBrowser audit

Loading performance

16 Fail

Check name

Loading performance

Score

18/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

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

Evidence
{
  "checks": [
    {
      "id": "first-contentful-paint",
      "title": "First Contentful Paint",
      "score": 0,
      "displayValue": "4.3 s",
      "numericValue": 4336.545
    },
    {
      "id": "largest-contentful-paint",
      "title": "Largest Contentful Paint",
      "score": 0,
      "displayValue": "48.5 s",
      "numericValue": 48499.06885
    },
    {
      "id": "speed-index",
      "title": "Speed Index",
      "score": 0,
      "displayValue": "56.9 s",
      "numericValue": 56928.711199175756
    },
    {
      "id": "total-blocking-time",
      "title": "Total Blocking Time",
      "score": 0,
      "displayValue": "120,550 ms",
      "numericValue": 120548.49999999997
    },
    {
      "id": "max-potential-fid",
      "title": "Max Potential First Input Delay",
      "score": 0,
      "displayValue": "10,000 ms",
      "numericValue": 10000
    },
    {
      "id": "server-response-time",
      "title": "Initial server response time was short",
      "score": 100,
      "displayValue": "Root document took -0 ms",
      "numericValue": -0.22100000000000364
    },
    {
      "id": "interactive",
      "title": "Time to Interactive",
      "score": 0,
      "displayValue": "145.9 s",
      "numericValue": 145870.745
    },
    {
      "id": "uses-rel-preconnect",
      "title": "Preconnect to required origins",
      "score": 0,
      "displayValue": "Est savings of 380 ms",
      "numericValue": 377.285
    },
    {
      "id": "network-rtt",
      "title": "Network Round Trip Times",
      "score": 100,
      "displayValue": "110 ms",
      "numericValue": 108.047
    },
    {
      "id": "third-party-summary",
      "title": "Reduce the impact of third-party code",
      "score": 0,
      "displayValue": "Third-party code blocked the main thread for 80,720 ms"
    },
    {
      "id": "largest-contentful-paint-element",
      "title": "Largest Contentful Paint element",
      "score": 0,
      "displayValue": "48,500 ms"
    }
  ]
}

Performance and AccessibilityPerformanceBrowser audit

Image optimization

15 Fail

Check name

Image optimization

Score

25/100

Status

fail

Device

desktop

Category

Performance

Fix guidance

Review the grouped image optimization checks and improve the failing sub-checks listed in evidence.

Evidence
{
  "checks": [
    {
      "id": "image-aspect-ratio",
      "title": "Displays images with incorrect aspect ratio",
      "score": 0
    },
    {
      "id": "uses-responsive-images",
      "title": "Properly size images",
      "score": 50,
      "displayValue": "Est savings of 9,867 KiB",
      "numericValue": 0
    }
  ]
}

Performance and AccessibilityPerformanceBrowser audit

Ensure text remains visible during webfont load

10 Warning

Check name

Ensure text remains visible during webfont load

Score

50/100

Status

warning

Device

desktop

Category

Performance

Fix guidance

Leverage the `font-display` CSS feature to ensure text is user-visible while webfonts are loading. [Learn more about `font-display`](https://developer.chrome.com/docs/lighthouse/performance/font-display/).

Evidence
{
  "description": "Leverage the `font-display` CSS feature to ensure text is user-visible while webfonts are loading. [Learn more about `font-display`](https://developer.chrome.com/docs/lighthouse/performance/font-display/)."
}

Performance and AccessibilityPerformanceBrowser audit

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

10 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)

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)"
}

Fix with MCP or CLI

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

Score history

Public scan score over time

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

1 reports
Public score history report links
Scan dateScoreReadinessReport
48/100Level 2, Agent-LimitedCurrent report
Report ID 09e2b21c-3bbe-4b79-843f-e59d7e749098. Scanned Jun 5, 2026, 2:10 PM.
twilio.com AI SEO Report: 48/100 (Level 2, Agent-Limited)