Export Report
OVERALL SCORE
Level 2, Agent-Limited
- 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
What AI sees of your website
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.
| Metric | Score | Status | Passed | Failed | Warning | Evidence |
|---|---|---|---|---|---|---|
| AI Discoverability | 52 | Needs work | 10 | 13 | 1 | View details |
| Discoverability | 83 | Mostly ready | 6 | 3 | 0 | View details |
| Content Readiness | 60 | Needs work | 4 | 6 | 1 | View details |
| Bot Access Control | 0 | Priority fix | 0 | 4 | 0 | View details |
| Agent Ease of Use | 10 | Priority fix | 5 | 26 | 2 | View details |
| API | 17 | Priority fix | 1 | 8 | 0 | View details |
| Auth | Not Applicable | Not Applicable | 0 | 4 | 0 | View details |
| MCP | 13 | Priority fix | 0 | 6 | 2 | View details |
| Skill Discovery | 0 | Priority fix | 0 | 8 | 0 | View details |
| Agent Commerce | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| GEO, AIO and AEO | 81 | Mostly ready | 10 | 0 | 9 | |
| GEO Readiness | Not Applicable | Not Applicable | 5 | 0 | 0 | |
| AIO Readiness | 82 | Mostly ready | 3 | 0 | 4 | |
| AEO Readiness | 69 | Needs work | 2 | 0 | 5 | |
| SEO | 100 | Strong | 11 | 0 | 0 | |
| SEO | 100 | Strong | 11 | 0 | 0 | |
| Security & Trust | 60 | Needs work | 7 | 2 | 0 | View details |
| Security & Trust | 60 | Needs work | 3 | 2 | 0 | View details |
| AI Training Exposure | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| Performance and Accessibility | 45 | Priority fix | 20 | 5 | 2 | View details |
| Performance | 25 | Priority fix | 10 | 3 | 2 | View details |
| Accessibility | 82 | Mostly ready | 10 | 2 | 0 | View 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
AI DiscoverabilityDiscoverabilityEstablished
Link headers
Link headers failed at "Find useful Link headers".
Needs attention
Link headers
Issue
No useful agent discovery Link headers were found.
Why it matters
Link headers let automated clients discover API catalogs, documentation, and machine-readable alternates without parsing page markup first.
Check name
Link headers
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Include Link response headers for agent discovery using RFC 8288.
Result
Link headers failed at "Find useful Link headers".
Validation steps
Find useful Link headers
No useful agent discovery Link headers were found.
Fetch same-origin Link header targets
Link headers did not expose any same-origin targets to validate.
Evidence
{
"failedStep": "presence",
"steps": [
{
"id": "presence",
"title": "Find useful Link headers",
"status": "fail",
"evidence": {
"links": []
},
"issue": "No useful agent discovery Link headers were found.",
"howToFix": "Expose useful Link headers such as rel=\"api-catalog\", rel=\"service-doc\", and rel=\"service-desc\"."
},
{
"id": "target-validation",
"title": "Fetch same-origin Link header targets",
"status": "fail",
"evidence": {
"checked": [],
"failures": [
{
"reason": "No same-origin Link header targets were available to fetch."
}
]
},
"issue": "Link headers did not expose any same-origin targets to validate.",
"howToFix": "Make each same-origin Link href reachable and serve the advertised media type."
}
]
}Security & TrustSecurity & TrustEstablished
Content-Security-Policy
Content-Security-Policy is missing or incomplete.
50 Fail
Security & TrustSecurity & TrustEstablished
Content-Security-Policy
Content-Security-Policy is missing or incomplete.
Needs attention
Content-Security-Policy
Issue
Content-Security-Policy is missing or incomplete.
Why it matters
Content Security Policy limits where scripts, styles, frames, and connections can load from, reducing the impact of injection bugs.
Check name
Content-Security-Policy
Score
0/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Constrain script, style, frame, and resource loading with a Content-Security-Policy header.
Result
Content-Security-Policy is missing or incomplete.
Evidence
{
"header": "content-security-policy",
"value": null
}Security & TrustSecurity & TrustEstablished
Referrer-Policy
Referrer-Policy is missing or incomplete.
50 Fail
Security & TrustSecurity & TrustEstablished
Referrer-Policy
Referrer-Policy is missing or incomplete.
Needs attention
Referrer-Policy
Issue
Referrer-Policy is missing or incomplete.
Why it matters
Referrer-Policy controls how much URL context is sent to other origins, limiting accidental leakage of paths, queries, and identifiers.
Check name
Referrer-Policy
Score
0/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Limit how much referrer data leaves the site.
Result
Referrer-Policy is missing or incomplete.
Evidence
{
"header": "referrer-policy",
"value": null
}AI DiscoverabilityBot Access ControlEstablished
AI bot rules in robots.txt
AI bot rules in robots.txt is missing or incomplete.
33 Fail
AI DiscoverabilityBot Access ControlEstablished
AI bot rules in robots.txt
AI bot rules in robots.txt is missing or incomplete.
Needs attention
AI bot rules in robots.txt
Issue
No specific User-agent rules found for major AI crawlers (GPTBot, ClaudeBot, etc.) in robots.txt.
Why it matters
Explicit AI bot rules reduce ambiguity for crawler operators and make training, indexing, or retrieval access policy auditable.
Check name
AI bot rules in robots.txt
Score
0/100
Status
fail
Category
Bot Access Control
Maturity
Established
Goal
Add User-agent rules for AI crawlers like GPTBot, Claude-Web, and others.
Result
AI bot rules in robots.txt is missing or incomplete.
Evidence
{
"expectedBots": [
"GPTBot",
"ChatGPT-User",
"ClaudeBot",
"Claude-Web",
"Anthropic-AI",
"Google-Extended",
"PerplexityBot",
"CCBot",
"Applebot-Extended",
"Meta-ExternalAgent",
"Bytespider",
"Amazonbot",
"Cohere-AI"
],
"configuredBots": []
}Agent Ease of UseAPIEstablished
API Catalog
API Catalog failed at "Fetch API catalog".
33 Fail
Agent Ease of UseAPIEstablished
API Catalog
API Catalog failed at "Fetch API catalog".
Needs attention
API Catalog
Issue
The API catalog endpoint did not return HTTP 2xx.
Why it matters
API catalogs help agents find service descriptions, documentation, and status resources without guessing API entry points.
Check name
API Catalog
Score
0/100
Status
fail
Category
API
Maturity
Established
Goal
Publish an API catalog for automated API discovery using RFC 9727.
Result
API Catalog failed at "Fetch API catalog".
Validation steps
Fetch API catalog
The API catalog endpoint did not return HTTP 2xx.
Validate RFC 9727 linkset
Response is not valid JSON.
Fetch advertised API catalog targets
API Catalog did not expose any same-origin hrefs to validate.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch API catalog",
"status": "fail",
"evidence": {
"statusCode": 404,
"contentType": "text/html; charset=utf-8"
},
"issue": "The API catalog endpoint did not return HTTP 2xx.",
"howToFix": "Publish /.well-known/api-catalog."
},
{
"id": "validate",
"title": "Validate RFC 9727 linkset",
"status": "fail",
"evidence": {
"valid": false,
"compatibleContentType": false,
"issue": "Response is not valid JSON.",
"rawExcerpt": "<!DOCTYPE HTML>\n<html 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
AI DiscoverabilityBot Access ControlInformational
Content Signal
Content Signal is missing or incomplete.
Needs attention
Content Signal
Issue
No Content Signal found in robots.txt
Why it matters
Content Signal provides a machine-readable way to communicate AI usage preferences where participating crawlers look for policy.
Check name
Content Signal
Score
0/100
Status
fail
Category
Bot Access Control
Maturity
Informational
Goal
Declare AI content usage preferences with Content Signal in robots.txt.
Result
Content Signal is missing or incomplete.
Evidence
{
"signals": [],
"ai-train": false,
"search": false,
"ai-input": false
}Agent Ease of UseAPIEstablished
OpenAPI discovery
OpenAPI discovery failed at "Find valid OpenAPI document".
33 Fail
Agent Ease of UseAPIEstablished
OpenAPI discovery
OpenAPI discovery failed at "Find valid OpenAPI document".
Needs attention
OpenAPI discovery
Issue
OpenAPI YAML document did not match the expected shape. Content-Type "text/html;charset=utf-8" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.
Why it matters
OpenAPI documents let agents understand available operations, schemas, authentication, and request formats before calling an API.
Check name
OpenAPI discovery
Score
0/100
Status
fail
Category
API
Maturity
Established
Goal
Publish a valid OpenAPI or Swagger document for API discovery.
Result
OpenAPI discovery failed at "Find valid OpenAPI document".
Validation steps
Find valid OpenAPI document
OpenAPI YAML document did not match the expected shape. Content-Type "text/html;charset=utf-8" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Find valid OpenAPI document",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/openapi.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE HTML 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&c=teconsent&gtm=1&js=nj&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
AI DiscoverabilityBot Access ControlInformational
Web Bot Auth request signing
Web Bot Auth request signing failed at "Fetch to find resource".
Needs attention
Web Bot Auth request signing
Issue
Web Bot Auth request signing was not found at the expected path.
Why it matters
Web Bot Auth discovery lets servers and clients find signing keys for bot identity workflows based on HTTP Message Signatures.
Check name
Web Bot Auth request signing
Score
0/100
Status
fail
Category
Bot Access Control
Maturity
Informational
Goal
Advertise HTTP Message Signatures keys when this site operates signed bot clients or supports Web Bot Auth workflows.
Result
Web Bot Auth request signing failed at "Fetch to find resource".
Validation steps
Fetch to find resource
Web Bot Auth request signing was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/http-message-signatures-directory",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 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
Agent Ease of UseSkill DiscoveryEmerging recommendation
A2A Agent Card
A2A Agent Card failed at "Fetch to find resource".
Needs attention
A2A Agent Card
Issue
A2A Agent Card was not found at the expected path.
Why it matters
A2A Agent Cards let compatible clients discover agent skills, input and output modes, and the endpoint used to invoke those skills.
Check name
A2A Agent Card
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish an agent card so A2A-compatible clients can discover capabilities.
Result
A2A Agent Card failed at "Fetch to find resource".
Validation steps
Fetch to find resource
A2A Agent Card was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 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
Agent Ease of UseSkill DiscoveryEmerging recommendation
Agent Skills index
Agent Skills index failed at "Fetch to find resource".
Needs attention
Agent Skills index
Issue
Agent Skills index was not found at the expected path.
Why it matters
An Agent Skills index lets clients find task-specific SKILL.md documents that describe how to use site capabilities correctly.
Check name
Agent Skills index
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish an agent skills discovery index.
Result
Agent Skills index failed at "Fetch to find resource".
Validation steps
Fetch to find resource
Agent Skills index was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agent-skills/index.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 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
Agent Ease of UseSkill DiscoveryEmerging recommendation
agent.json
agent.json failed at "Fetch to find resource".
Needs attention
agent.json
Issue
agent.json was not found at the expected path.
Why it matters
agent.json is an emerging machine-readable manifest for declaring what a website does, how agents authenticate, and which actions or protocols are available.
Check name
agent.json
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish the singular Agent Web Protocol agent.json manifest without confusing it with the separate agents.json directory convention.
Result
agent.json failed at "Fetch to find resource".
Validation steps
Fetch to find resource
agent.json was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agent.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 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
Agent Ease of UseSkill DiscoveryInformational
agents.json
agents.json failed at "Fetch to find resource".
Needs attention
agents.json
Issue
agents.json was not found at the expected path.
Why it matters
agents.json gives clients a simple directory of agent-facing capabilities and contacts when a site chooses to advertise them.
Check name
agents.json
Score
0/100
Status
fail
Category
Skill Discovery
Maturity
Informational
Goal
Publish an agents.json directory for agent-facing capabilities and contacts when using this convention.
Result
agents.json failed at "Fetch to find resource".
Validation steps
Fetch to find resource
agents.json was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/agents.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 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
Agent Ease of UseMCPEmerging recommendation
MCP Server Card
MCP Server Card failed at "Fetch to find resource".
Needs attention
MCP Server Card
Issue
MCP Server Card was not found at the expected path.
Why it matters
MCP Server Cards help agents discover server transports, capabilities, and protocol details before opening an MCP session.
Check name
MCP Server Card
Score
0/100
Status
fail
Category
MCP
Maturity
Emerging recommendation
Goal
Publish an MCP Server Card for agent discovery.
Result
MCP Server Card failed at "Fetch to find resource".
Validation steps
Fetch to find resource
MCP Server Card was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/mcp/server-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 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
Agent Ease of UseMCPEmerging recommendation
mcp.json
mcp.json failed at "Fetch to find resource".
Needs attention
mcp.json
Issue
mcp.json was not found at the expected path.
Why it matters
MCP clients need trustworthy server metadata, protocol version, transport details, and capability hints before connecting to a remote MCP server.
Check name
mcp.json
Score
0/100
Status
fail
Category
MCP
Maturity
Emerging recommendation
Goal
Expose a stable MCP server metadata document that points agents to the site's MCP endpoint.
Result
mcp.json failed at "Fetch to find resource".
Validation steps
Fetch to find resource
mcp.json was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 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
AI DiscoverabilityContent ReadinessEstablished
Semantic HTML
Semantic HTML is missing or incomplete.
Needs attention
Semantic HTML
Issue
Semantic HTML is incomplete: invalid h1 (found 2); skipped heading levels.
Details
Why it matters
Semantic HTML gives browsers, assistive technology, search systems, and agents reliable landmarks, headings, controls, form semantics, and image context.
Check name
Semantic HTML
Score
0/100
Status
fail
Category
Content Readiness
Maturity
Established
Goal
Expose readable page structure through semantic HTML and accessible controls.
Result
Semantic HTML is missing or incomplete.
Evidence
{
"main": true,
"nav": true,
"footer": true,
"meaningfulH1": false,
"headingOrder": 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&ev=PageView&noscript=1\">",
"<img src=\"https://www.googleadservices.com/pagead/conversion/923239173/?label=2ud3CKnBgcYDEIWGnrgD&guid=ON&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
Agent Ease of UseMCPInformational
WebMCP manifest
WebMCP manifest failed at "Fetch to find resource".
Needs attention
WebMCP manifest
Issue
WebMCP manifest was not found at the expected path.
Why it matters
A WebMCP manifest advertises browser-exposed tools declaratively so agents can understand available site actions before invoking them.
Check name
WebMCP manifest
Score
0/100
Status
fail
Category
MCP
Maturity
Informational
Goal
Publish a WebMCP manifest for declarative browser tool discovery when using the draft manifest convention.
Result
WebMCP manifest failed at "Fetch to find resource".
Validation steps
Fetch to find resource
WebMCP manifest was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/webmcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 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
AI DiscoverabilityContent ReadinessEstablished
Markdown negotiation
Markdown negotiation failed at "Markdown content type".
Needs attention
Markdown negotiation
Issue
Content-Type "text/html;charset=utf-8" does not indicate Markdown when requested with Accept: text/markdown.
Why it matters
Markdown negotiation gives agents a cleaner representation of page content while preserving normal HTML for browsers.
Check name
Markdown negotiation
Score
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
Markdown content type
Content-Type "text/html;charset=utf-8" does not indicate Markdown when requested with Accept: text/markdown.
Vary: Accept header
Markdown negotiation is missing Vary: Accept; current Vary header is "Accept-Encoding".
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
Agent Ease of UseAPIEmerging recommendation
AI context endpoint
AI context endpoint failed at "Validate resource body".
Needs attention
AI context endpoint
Issue
Content-Type "text/html;charset=utf-8" is not JSON, Markdown, or text/plain.
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
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
AI DiscoverabilityContent ReadinessEmerging recommendation
llms.txt
llms.txt failed at "Validate resource body".
Needs attention
llms.txt
Issue
llms.txt response did not match the expected shape. missing h1 title (e.g. # Site Name).
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
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
Agent Ease of UseMCPInformational
WebMCP
WebMCP has a validation warning at "Validate WebMCP declarative annotation quality".
Needs attention
WebMCP
Issue
WebMCP declarative annotations need fixes.
Details
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
Detect data-mcp-tool annotations
No data-mcp-tool attributes were found on interactive elements.
Detect WebMCP declarative tags
No elements found with tool-name or tool-description attributes.
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.
Detect WebMCP imperative API usage
navigator.modelContext.provideContext(), navigator.modelContext.registerTool(), or other imperative signals were not detected in rendered browser state.
Detect WebMCP browser navigator injection
navigator.modelContext was not detected in the rendered browser page.
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
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Source and trust signals
AIO: Source and trust signals scored 60/100 and needs improvement.
Needs attention
AIO: Source and trust signals
Issue
Missing AIO trust signals: author, publisher.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Source and trust signals
Score
60/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Source and trust signals scored 60/100 and needs improvement.
Evidence
{
"signals": {
"author": false,
"publisher": false,
"freshnessDate": true,
"aboutOrContact": true,
"policyLinks": true
},
"missing": [
"author",
"publisher"
],
"authorMeta": "",
"schemaAuthors": [],
"schemaPublishers": [],
"schemaDates": [
"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
AI DiscoverabilityContent ReadinessEstablished
Content freshness signals
Content freshness signals is partially implemented.
Needs attention
Content freshness signals
Issue
Content freshness signals are incomplete: missing meta or <time> freshness tags.
Why it matters
Freshness signals help agents decide whether content is current enough to cite, summarize, or compare against newer sources.
Check name
Content freshness signals
Score
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
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer-first sections
AEO: Answer-first sections scored 65/100 and needs improvement.
Needs attention
AEO: Answer-first sections
Issue
9 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.
Details
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Answer-first sections
Score
65/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Answer-first sections scored 65/100 and needs improvement.
Evidence
{
"sectionCount": 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 — 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.</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'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'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’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
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Question-led structure
AEO: Question-led structure scored 50/100 and needs improvement.
Needs attention
AEO: Question-led structure
Issue
9 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Question-led structure
Score
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
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer evidence and trust
AEO: Answer evidence and trust scored 60/100 and needs improvement.
Needs attention
AEO: Answer evidence and trust
Issue
Missing AIO trust signals: author, publisher.
Details
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Answer evidence and trust
Score
60/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Answer evidence and trust scored 60/100 and needs improvement.
Evidence
{
"signals": {
"author": false,
"publisher": false,
"freshnessDate": true,
"aboutOrContact": true,
"policyLinks": true
},
"missing": [
"author",
"publisher"
],
"authorMeta": "",
"schemaAuthors": [],
"schemaPublishers": [],
"schemaDates": [
"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
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Page experience for AIO
AIO: Page experience for AIO scored 70/100 and needs improvement.
Needs attention
AIO: Page experience for AIO
Issue
67 image(s) are missing width/height attributes. 6 possible modal/interstitial element(s) detected.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Page experience for AIO
Score
70/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Page experience for AIO scored 70/100 and needs improvement.
Evidence
{
"viewportContent": "width=device-width, 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",
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"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\">"
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{
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"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's chat bubble asking about reinforced roof rails.\" title=\"SUV on winding road at dusk with a woman'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's performance.\" title=\"Woman sitting near car with customer service text messages about car'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\">"
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{
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],
"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>"
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"score": 70,
"weight": 10
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Answer block readiness
AIO: Answer block readiness scored 65/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Answer block readiness
AIO: Answer block readiness scored 65/100 and needs improvement.
Needs attention
AIO: Answer block readiness
Issue
9 section(s) may benefit from a clearer opening answer; this is optional for feature/card sections.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Answer block readiness
Score
65/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Answer block readiness scored 65/100 and needs improvement.
Evidence
{
"sectionCount": 11,
"passing": 2,
"failing": [
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"heading": "Intelligent self-service",
"headingHtml": "<h2>Intelligent <span class=\"red-title\">self-service</span></h2>",
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"paragraphHtml": "<p>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.</p>",
"words": 30,
"direct": false,
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{
"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'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'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’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
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer intent coverage
AEO: Answer intent coverage scored 70/100 and needs improvement.
Needs attention
AEO: Answer intent coverage
Issue
Missing likely AI Overview intent sections: what, how, benefits, cost, compare.
Details
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Answer intent coverage
Score
70/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Answer intent coverage scored 70/100 and needs improvement.
Evidence
{
"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’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
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Query intent coverage
AIO: Query intent coverage is informational for this page.
Needs attention
AIO: Query intent coverage
Issue
Missing likely AI Overview intent sections: what, how, benefits, cost, compare.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Query intent coverage
Score
70/100
Status
informational
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Query intent coverage is informational for this page.
Evidence
{
"headings": [
{
"text": "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’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
AI DiscoverabilityDiscoverabilityEstablished
IndexNow key
IndexNow key is informational for this page.
Needs attention
IndexNow key
Issue
IndexNow key is informational for this page.
Why it matters
IndexNow lets sites notify participating search engines about changed URLs, but ownership verification requires a UTF-8 key file whose filename matches the key.
Check name
IndexNow key
Score
100/100
Status
informational
Category
Discoverability
Maturity
Established
Goal
Verify that IndexNow ownership key placement is detectable when the site advertises it.
Result
IndexNow key is informational for this page.
Validation steps
Find advertised IndexNow key location
No IndexNow key location was advertised in HTML, Link headers, or robots.txt.
Fetch and validate IndexNow key file
No discoverable IndexNow key file was found.
Evidence
{
"steps": [
{
"id": "advertised-location",
"title": "Find advertised IndexNow key location",
"status": "informational",
"evidence": {
"advertised": []
},
"issue": "No IndexNow key location was advertised in HTML, Link headers, or robots.txt.",
"howToFix": "Advertise the key location with robots.txt IndexNow-Key, rel=\"indexnow-key\", or meta name=\"indexnow-key-location\" if you want scanners to verify it."
},
{
"id": "fetch-key",
"title": "Fetch and validate IndexNow key file",
"status": "informational",
"evidence": {
"advertised": [],
"checked": []
},
"issue": "No discoverable IndexNow key file was found.",
"howToFix": "Host a UTF-8 text file named {key}.txt using a 32-character hexadecimal key whose body exactly matches the key."
}
]
}Agent Ease of UseAuthEstablished
OAuth / OIDC discovery
OAuth / OIDC discovery has an informational finding because the page appears to support authentication.
Informational
Agent Ease of UseAuthEstablished
OAuth / OIDC discovery
OAuth / OIDC discovery has an informational finding because the page appears to support authentication.
Needs attention
OAuth / OIDC discovery
Issue
OAuth / OIDC discovery was not found at the expected path.
Why it matters
OAuth and OIDC discovery let agents find authorization, token, and key endpoints programmatically instead of relying on human documentation.
Check name
OAuth / OIDC discovery
Score
0/100
Status
informational
Category
Auth
Maturity
Established
Goal
Publish OAuth/OIDC discovery metadata so agents can authenticate with your APIs.
Result
OAuth / OIDC discovery has an informational finding because the page appears to support authentication.
Validation steps
Fetch to find resource
OAuth / OIDC discovery was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/.well-known/openid-configuration",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 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
Agent Ease of UseAuthEmerging recommendation
OAuth Protected Resource
OAuth Protected Resource has an informational finding because the page appears to support authentication.
Needs attention
OAuth Protected Resource
Issue
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
Why it matters
Protected Resource metadata tells agents which authorization servers protect an API and how to connect authentication challenges to the right resource.
Check name
OAuth Protected Resource
Score
0/100
Status
informational
Category
Auth
Maturity
Emerging recommendation
Goal
Publish OAuth Protected Resource Metadata so agents can discover how to authenticate.
Result
OAuth Protected Resource has an informational finding because the page appears to support authentication.
Validation steps
Fetch protected resource metadata
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
Validate protected resource metadata
Response is not valid JSON.
Validate protected resource identity
Protected resource metadata `resource` did not match the resource identifier used to retrieve it.
Probe protected API Bearer challenge
No protected route with a 401 Bearer challenge was detected; metadata alone does not prove a protected resource.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch protected resource metadata",
"status": "fail",
"evidence": {
"path": "/.well-known/oauth-protected-resource",
"statusCode": 404,
"contentType": "text/html; charset=utf-8"
},
"issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
"howToFix": "Publish /.well-known/oauth-protected-resource JSON."
},
{
"id": "metadata",
"title": "Validate protected resource metadata",
"status": "fail",
"evidence": {
"valid": false,
"compatibleContentType": false,
"issue": "Response is not valid JSON.",
"rawExcerpt": "<!DOCTYPE HTML>\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
Performance and AccessibilityAccessibilityBrowser audit
`[aria-*]` attributes do not have valid values
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).
References
https://web.dev/learn/accessibility/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
Performance and AccessibilityBest PracticesBrowser audit
Browser errors were logged to the console
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
Performance and AccessibilityAccessibilityBrowser audit
Elements use prohibited ARIA attributes
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).
References
https://web.dev/learn/accessibility/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
Performance and AccessibilityBest PracticesBrowser audit
Uses deprecated APIs
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
Performance and AccessibilityPerformanceBrowser audit
Reduce JavaScript execution time
Check name
Reduce JavaScript execution time
Score
0/100
Status
fail
Device
desktop
Category
Performance
Estimated savings
104.0Â 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/).
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "104.0Â 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
Performance and AccessibilityPerformanceBrowser audit
Loading performance
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.
References
https://web.dev/learn/performance/Evidence
{
"checks": [
{
"id": "first-contentful-paint",
"title": "First Contentful Paint",
"score": 0,
"displayValue": "4.3Â s",
"numericValue": 4336.545
},
{
"id": "largest-contentful-paint",
"title": "Largest Contentful Paint",
"score": 0,
"displayValue": "48.5Â s",
"numericValue": 48499.06885
},
{
"id": "speed-index",
"title": "Speed Index",
"score": 0,
"displayValue": "56.9Â s",
"numericValue": 56928.711199175756
},
{
"id": "total-blocking-time",
"title": "Total Blocking Time",
"score": 0,
"displayValue": "120,550Â ms",
"numericValue": 120548.49999999997
},
{
"id": "max-potential-fid",
"title": "Max Potential First Input Delay",
"score": 0,
"displayValue": "10,000Â ms",
"numericValue": 10000
},
{
"id": "server-response-time",
"title": "Initial server response time was short",
"score": 100,
"displayValue": "Root document took -0Â ms",
"numericValue": -0.22100000000000364
},
{
"id": "interactive",
"title": "Time to Interactive",
"score": 0,
"displayValue": "145.9Â s",
"numericValue": 145870.745
},
{
"id": "uses-rel-preconnect",
"title": "Preconnect to required origins",
"score": 0,
"displayValue": "Est savings of 380Â ms",
"numericValue": 377.285
},
{
"id": "network-rtt",
"title": "Network Round Trip Times",
"score": 100,
"displayValue": "110Â 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 80,720Â ms"
},
{
"id": "largest-contentful-paint-element",
"title": "Largest Contentful Paint element",
"score": 0,
"displayValue": "48,500Â ms"
}
]
}Performance and AccessibilityPerformanceBrowser audit
Image optimization
15 Fail
Performance and AccessibilityPerformanceBrowser audit
Image optimization
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.
References
https://web.dev/learn/performance/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 9,867Â KiB",
"numericValue": 0
}
]
}Performance and AccessibilityPerformanceBrowser audit
Ensure text remains visible during webfont load
10 Warning
Performance and AccessibilityPerformanceBrowser audit
Ensure text remains visible during webfont load
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/).
References
https://web.dev/learn/performance/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
Performance and AccessibilityPerformanceBrowser audit
Image elements do not have explicit `width` and `height`
Check name
Image elements do not have explicit `width` and `height`
Score
50/100
Status
warning
Device
desktop
Category
Performance
Fix guidance
Set an explicit width and height on image elements to reduce layout shifts and improve CLS. [Learn how to set image dimensions](https://web.dev/articles/optimize-cls#images_without_dimensions)
References
https://web.dev/learn/performance/Evidence
{
"description": "Set an explicit width and height on image elements to reduce layout shifts and improve CLS. [Learn how to set image dimensions](https://web.dev/articles/optimize-cls#images_without_dimensions)"
}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.
| Scan date | Score | Readiness | Report |
|---|---|---|---|
| 48/100 | Level 2, Agent-Limited | Current report |