Export Report
OVERALL SCORE
Level 2, Agent-Limited
- AI Discoverability 19 out of 100
- Agent Ease of Use 10 out of 100
- Security & Trust 20 out of 100
- GEO, AIO and AEO 69 out of 100
- SEO 100 out of 100
- Performance and Accessibility 67 out of 100
What AI sees of your website
Mashgin | The World's Fastest AI Checkout
Powering billions of transactions for thousands of retailers, we're the only patented 3D AI checkout. Just place items and our AI does the rest in 0.5 seconds.
Next step
Turn this report into a fix workflow
31 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 | 19 | Priority fix | 3 | 19 | 1 | View details |
| Discoverability | 14 | Priority fix | 1 | 8 | 0 | View details |
| Content Readiness | 38 | Priority fix | 2 | 7 | 1 | View details |
| Bot Access Control | 0 | Priority fix | 0 | 4 | 0 | View details |
| Agent Ease of Use | 10 | Priority fix | 6 | 29 | 1 | View details |
| API | 0 | Priority fix | 0 | 6 | 0 | View details |
| Auth | Not Applicable | Not Applicable | 0 | 7 | 0 | View details |
| MCP | 25 | Priority fix | 2 | 6 | 0 | View details |
| Skill Discovery | 5 | Priority fix | 0 | 10 | 1 | View details |
| Agent Commerce | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| GEO, AIO and AEO | 69 | Needs work | 6 | 3 | 11 | View details |
| GEO Readiness | 77 | Mostly ready | 2 | 0 | 4 | |
| AIO Readiness | 57 | Needs work | 2 | 2 | 3 | View details |
| AEO Readiness | 71 | Needs work | 2 | 1 | 4 | View details |
| SEO | 100 | Strong | 11 | 0 | 0 | |
| SEO | 100 | Strong | 11 | 0 | 0 | |
| Security & Trust | 20 | Priority fix | 5 | 4 | 0 | View details |
| Security & Trust | 20 | Priority fix | 1 | 4 | 0 | View details |
| AI Training Exposure | Not Applicable | Not Applicable | 4 | 0 | 0 | |
| Performance and Accessibility | 67 | Needs work | 18 | 8 | 2 | View details |
| Performance | 53 | Needs work | 12 | 7 | 2 | View details |
| Accessibility | 93 | Strong | 6 | 1 | 0 | View details |
Prioritized recommendations
Issues ranked by score impact
55 items need attention
Agent Ease of UseAPIEstablished
API Catalog
API Catalog failed at "Fetch API catalog".
50 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>\n <body>\n <p>Invalid .well-known request</p>\n </body>\n</html>"
},
"issue": "Response is not valid JSON.",
"howToFix": "Use application/linkset+json with service-desc, service-doc, and status relations that each include href."
},
{
"id": "target-validation",
"title": "Fetch advertised API catalog targets",
"status": "fail",
"evidence": {
"checked": [],
"failures": [
{
"reason": "No same-origin API catalog hrefs were available to fetch."
}
]
},
"issue": "API Catalog did not expose any same-origin hrefs to validate.",
"howToFix": "Make each same-origin API catalog href reachable and serve the advertised media type."
}
]
}Agent Ease of UseAPIEstablished
OpenAPI discovery
OpenAPI discovery failed at "Find valid OpenAPI document".
50 Fail
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><!-- Last Published: Fri Jun 12 2026 09:48:22 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www.mashgin.com\" data-wf-page=\"63e3dff0cf17c3bb86da4861\" data-wf-site=\"603557fca6b5097977fbac59\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Not Found</title><meta content=\"Not Found\" property=\"og:title\"/><meta content=\"Not Found\" name=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><meta content=\"3GXEYIQWejVVjmRIt820t6Zp8dHwXR4p5kLX3CxXoxE\" name=\"google-site-verification\"/><link href=\"https://cdn.prod.website-files.com/603557fca6b5097977fbac59/css/mashgin-6a5499c78811d71efcf3f7f31c8f03d.webflow.shared.c2fb56f23.min.css\" rel=\"stylesheet\" ty"
},
{
"path": "/openapi.yaml",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><!-- Last Published: Fri Jun 12 2026 09:48:22 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www.mashgin.com\" data-wf-page=\"63e3dff0cf17c3bb86da4861\" data-wf-site=\"603557fca6b5097977fbac59\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Not Found</title><meta content=\"Not Found\" property=\"og:title\"/><meta content=\"Not Found\" name=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><meta content=\"3GXEYIQWejVVjmRIt820t6Zp8dHwXR4p5kLX3CxXoxE\" name=\"google-site-verification\"/><link href=\"https://cdn.prod.website-files.com/603557fca6b5097977fbac59/css/mashgin-6a5499c78811d71efcf3f7f31c8f03d.webflow.shared.c2fb56f23.min.css\" rel=\"stylesheet\" ty"
},
{
"path": "/swagger.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><!-- Last Published: Fri Jun 12 2026 09:48:22 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www.mashgin.com\" data-wf-page=\"63e3dff0cf17c3bb86da4861\" data-wf-site=\"603557fca6b5097977fbac59\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Not Found</title><meta content=\"Not Found\" property=\"og:title\"/><meta content=\"Not Found\" name=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><meta content=\"3GXEYIQWejVVjmRIt820t6Zp8dHwXR4p5kLX3CxXoxE\" name=\"google-site-verification\"/><link href=\"https://cdn.prod.website-files.com/603557fca6b5097977fbac59/css/mashgin-6a5499c78811d71efcf3f7f31c8f03d.webflow.shared.c2fb56f23.min.css\" rel=\"stylesheet\" ty"
},
{
"path": "/swagger.yaml",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><!-- Last Published: Fri Jun 12 2026 09:48:22 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www.mashgin.com\" data-wf-page=\"63e3dff0cf17c3bb86da4861\" data-wf-site=\"603557fca6b5097977fbac59\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Not Found</title><meta content=\"Not Found\" property=\"og:title\"/><meta content=\"Not Found\" name=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><meta content=\"3GXEYIQWejVVjmRIt820t6Zp8dHwXR4p5kLX3CxXoxE\" name=\"google-site-verification\"/><link href=\"https://cdn.prod.website-files.com/603557fca6b5097977fbac59/css/mashgin-6a5499c78811d71efcf3f7f31c8f03d.webflow.shared.c2fb56f23.min.css\" rel=\"stylesheet\" ty"
},
{
"path": "/api/openapi.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><!-- Last Published: Fri Jun 12 2026 09:48:22 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www.mashgin.com\" data-wf-page=\"63e3dff0cf17c3bb86da4861\" data-wf-site=\"603557fca6b5097977fbac59\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Not Found</title><meta content=\"Not Found\" property=\"og:title\"/><meta content=\"Not Found\" name=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><meta content=\"3GXEYIQWejVVjmRIt820t6Zp8dHwXR4p5kLX3CxXoxE\" name=\"google-site-verification\"/><link href=\"https://cdn.prod.website-files.com/603557fca6b5097977fbac59/css/mashgin-6a5499c78811d71efcf3f7f31c8f03d.webflow.shared.c2fb56f23.min.css\" rel=\"stylesheet\" ty"
},
{
"path": "/api/swagger.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><!-- Last Published: Fri Jun 12 2026 09:48:22 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www.mashgin.com\" data-wf-page=\"63e3dff0cf17c3bb86da4861\" data-wf-site=\"603557fca6b5097977fbac59\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Not Found</title><meta content=\"Not Found\" property=\"og:title\"/><meta content=\"Not Found\" name=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><meta content=\"3GXEYIQWejVVjmRIt820t6Zp8dHwXR4p5kLX3CxXoxE\" name=\"google-site-verification\"/><link href=\"https://cdn.prod.website-files.com/603557fca6b5097977fbac59/css/mashgin-6a5499c78811d71efcf3f7f31c8f03d.webflow.shared.c2fb56f23.min.css\" rel=\"stylesheet\" ty"
},
{
"path": "/docs/openapi.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"valid": false,
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"compatibleContentType": false,
"format": "yaml",
"version": "",
"pathCount": 0,
"operationCount": 0,
"rawExcerpt": "<!DOCTYPE html><!-- Last Published: Fri Jun 12 2026 09:48:22 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www.mashgin.com\" data-wf-page=\"63e3dff0cf17c3bb86da4861\" data-wf-site=\"603557fca6b5097977fbac59\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Not Found</title><meta content=\"Not Found\" property=\"og:title\"/><meta content=\"Not Found\" name=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><meta content=\"3GXEYIQWejVVjmRIt820t6Zp8dHwXR4p5kLX3CxXoxE\" name=\"google-site-verification\"/><link href=\"https://cdn.prod.website-files.com/603557fca6b5097977fbac59/css/mashgin-6a5499c78811d71efcf3f7f31c8f03d.webflow.shared.c2fb56f23.min.css\" rel=\"stylesheet\" ty"
}
]
},
"issue": "OpenAPI YAML document did not match the expected shape. Content-Type \"text/html; charset=utf-8\" is not a recognized type; unsupported version: ; missing info block with title and version; missing paths block; no operations found.",
"howToFix": "Publish a valid OpenAPI 3.x or Swagger 2.0 JSON/YAML document with info, paths, operations, and responses."
}
]
}AI DiscoverabilityBot Access ControlEstablished
AI bot rules in robots.txt
AI bot rules in robots.txt is missing or incomplete.
33 Fail
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": []
}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 UseMCPEmerging recommendation
MCP Server Card
MCP Server Card failed at "Fetch to find resource".
33 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": 88
},
{
"path": "/.well-known/mcp/server-cards.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 88
},
{
"path": "/.well-known/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 88
}
]
},
"issue": "MCP Server Card was not found at the expected path.",
"howToFix": "Publish an MCP server card with valid transports and make each advertised local endpoint answer an MCP initialize request."
}
]
}Agent Ease of UseMCPEmerging recommendation
mcp.json
mcp.json failed at "Fetch to find resource".
33 Fail
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": 6439
},
{
"path": "/.well-known/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 88
},
{
"path": "/.well-known/mcp/server-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 88
}
]
},
"issue": "mcp.json was not found at the expected path.",
"howToFix": "Publish mcp.json or an MCP server card with serverInfo, protocolVersion, transport endpoint, and capabilities."
}
]
}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": 88
}
]
},
"issue": "Web Bot Auth request signing was not found at the expected path.",
"howToFix": "If publishing Web Bot Auth keys, return a JSON key directory with a non-empty keys array and the draft media type."
}
]
}Agent Ease of UseMCPInformational
WebMCP manifest
WebMCP manifest failed at "Fetch to find resource".
33 Fail
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": 88
},
{
"path": "/webmcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 6439
},
{
"path": "/mcp.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 6439
}
]
},
"issue": "WebMCP manifest was not found at the expected path.",
"howToFix": "Keep declarative WebMCP manifest discovery informational until the manifest shape stabilizes; validate tools if you publish one."
}
]
}Security & TrustSecurity & TrustEstablished
Content-Security-Policy
Content-Security-Policy is missing or incomplete.
25 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
Frame protection
Frame protection is missing or incomplete.
25 Fail
Security & TrustSecurity & TrustEstablished
Frame protection
Frame protection is missing or incomplete.
Needs attention
Frame protection
Issue
Frame protection is missing or incomplete.
Why it matters
Frame protection blocks hostile sites from embedding pages in deceptive frames, reducing clickjacking risk.
Check name
Frame protection
Score
0/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Prevent unwanted framing with X-Frame-Options or CSP frame-ancestors.
Result
Frame protection is missing or incomplete.
Evidence
{
"xFrameOptions": null,
"validXFrame": false,
"contentSecurityPolicy": null,
"cspFrameAncestors": false
}AI DiscoverabilityContent ReadinessEmerging recommendation
llms.txt
llms.txt failed at "Fetch to find resource".
25 Fail
AI DiscoverabilityContent ReadinessEmerging recommendation
llms.txt
llms.txt failed at "Fetch to find resource".
Needs attention
llms.txt
Issue
llms.txt was not found at the expected path.
Why it matters
llms.txt gives language-model clients a concise, curated summary of important site context and links before they crawl broadly.
Check name
llms.txt
Score
0/100
Status
fail
Category
Content Readiness
Maturity
Emerging recommendation
Goal
Publish llms.txt to summarize agent-readable site guidance.
Result
llms.txt failed at "Fetch to find resource".
Validation steps
Fetch to find resource
llms.txt was not found at the expected path.
Evidence
{
"failedStep": "fetch",
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "fail",
"evidence": {
"checked": [
{
"path": "/llms.txt",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 6439
},
{
"path": "/llms-full.txt",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 6439
}
]
},
"issue": "llms.txt was not found at the expected path.",
"howToFix": "Publish /llms.txt as Markdown with a clear title, concise site summary, and useful links for agents."
}
]
}AI DiscoverabilityContent ReadinessEstablished
Markdown negotiation
Markdown negotiation failed at "Markdown content type".
25 Fail
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
0/100
Status
fail
Category
Content Readiness
Maturity
Established
Goal
Return HTML responses as markdown when agents request it.
Result
Markdown negotiation failed at "Markdown content type".
Validation steps
Markdown content type
Content-Type "text/html; charset=utf-8" does not indicate Markdown when requested with Accept: text/markdown.
Vary: Accept header
Markdown negotiation is missing Vary: Accept; current Vary header is "accept-encoding".
Structured Markdown body
Markdown response is missing a heading.
Evidence
{
"failedStep": "content-type",
"steps": [
{
"id": "content-type",
"title": "Markdown content type",
"status": "fail",
"evidence": {
"statusCode": 200,
"contentType": "text/html; charset=utf-8"
},
"issue": "Content-Type \"text/html; charset=utf-8\" does not indicate Markdown when requested with Accept: text/markdown.",
"howToFix": "Return Content-Type: text/markdown; charset=utf-8 for requests with Accept: text/markdown."
},
{
"id": "vary-accept",
"title": "Vary: Accept header",
"status": "fail",
"evidence": {
"vary": "accept-encoding"
},
"issue": "Markdown negotiation is missing Vary: Accept; current Vary header is \"accept-encoding\".",
"howToFix": "Add Vary: Accept on negotiated Markdown responses so shared caches keep HTML and Markdown variants separate."
},
{
"id": "markdown-content",
"title": "Structured Markdown body",
"status": "fail",
"evidence": {
"valid": false,
"hasHeading": false,
"wordCount": 47802,
"excerpt": "<!DOCTYPE html><!-- Last Published: Fri Jun 12 2026 09:48:22 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www.mashgin.com\" data-wf-page=\"69d617a8795c99bdd158b9f3\" data-wf-site=\"603557fca6b5097977fbac59\" lang=\"en\"><head><me",
"issue": "Markdown response is missing a heading."
},
"issue": "Markdown response is missing a heading.",
"howToFix": "Return Markdown with at least one heading and substantive page content, including useful links or instructions for agents."
}
]
}Security & TrustSecurity & TrustEstablished
Referrer-Policy
Referrer-Policy is missing or incomplete.
25 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 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: missing <main> landmark; missing <footer> landmark; 5 links missing accessible names.
Details
Why it matters
Semantic HTML gives browsers, assistive technology, search systems, and agents reliable landmarks, headings, controls, form semantics, and image context.
Check name
Semantic HTML
Score
0/100
Status
fail
Category
Content Readiness
Maturity
Established
Goal
Expose readable page structure through semantic HTML and accessible controls.
Result
Semantic HTML is missing or incomplete.
Evidence
{
"main": false,
"nav": true,
"footer": false,
"meaningfulH1": true,
"headingOrder": true,
"accessibleLinks": false,
"accessibleButtons": true,
"imageAltCoverage": true,
"formAutocompleteCoverage": true,
"details": {
"inaccessibleLinks": [
"<a href=\"https://www.linkedin.com/company/mashgin/\" target=\"_blank\" class=\"c-wrap w-inline-block\"><div class=\"c-footer_social w-embed\"><svg width=\"100%\" height=\"100%\" viewBox=\"0 0 39 38\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"> <rect x=\"1.41406\" y=\"0.5\" width=\"37\" height=\"37\" rx=\"18.5\" stroke=\"currentcolor\"/> <g clip-path=\"url(#clip0_3281_6208)\"> <g clip-path=\"url(#clip1_3281_6208)\"> <path d=\"M15.5781 15.9141H12.5781V26.9141H15.5781V15.9141Z\" fill=\"currentcolor\"/> <path d=\"M14.0781 14.664",
"<a href=\"https://facebook.com/mashgin/\" target=\"_blank\" class=\"c-wrap w-inline-block\"><div class=\"c-footer_social w-embed\"><svg width=\"100%\" height=\"100%\" viewBox=\"0 0 39 38\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"> <rect x=\"1.41406\" y=\"0.5\" width=\"37\" height=\"37\" rx=\"18.5\" stroke=\"currentcolor\"/> <g clip-path=\"url(#clip0_3281_6216)\"> <g clip-path=\"url(#clip1_3281_6216)\"> <path d=\"M22.5135 13.4308H24.0802V10.7808C23.3216 10.7019 22.5595 10.6629 21.7969 10.6641C19.5302 10.6641 17.9802 12.0",
"<a href=\"https://instagram.com/checkoutmashgin/\" target=\"_blank\" class=\"c-wrap w-inline-block\"><div class=\"c-footer_social w-embed\"><svg width=\"100%\" height=\"100%\" viewBox=\"0 0 39 38\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"> <rect x=\"1.41406\" y=\"0.5\" width=\"37\" height=\"37\" rx=\"18.5\" stroke=\"currentcolor\"/> <g clip-path=\"url(#clip0_3281_6221)\"> <g clip-path=\"url(#clip1_3281_6221)\"> <path d=\"M24.3615 13.5474C24.1637 13.5474 23.9704 13.606 23.8059 13.7159C23.6415 13.8258 23.5133 13.982 23.43",
"<a href=\"https://twitter.com/mashgin\" target=\"_blank\" class=\"c-wrap w-inline-block\"><div class=\"c-footer_social w-embed\"><svg width=\"100%\" height=\"100%\" viewBox=\"0 0 39 38\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"> <rect x=\"1.41406\" y=\"0.5\" width=\"37\" height=\"37\" rx=\"18.5\" stroke=\"currentcolor\"/> <g clip-path=\"url(#clip0_3281_6226)\"> <g clip-path=\"url(#clip1_3281_6226)\"> <path d=\"M28.2448 13.8325C27.6184 14.1043 26.956 14.2839 26.2781 14.3659C26.9933 13.9386 27.5292 13.2665 27.7865 12.4742",
"<a href=\"https://youtube.com/mashgin\" target=\"_blank\" class=\"c-wrap w-inline-block\"><div class=\"c-footer_social w-embed\"><svg width=\"100%\" height=\"100%\" viewBox=\"0 0 39 38\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"> <rect x=\"1.41406\" y=\"0.5\" width=\"37\" height=\"37\" rx=\"18.5\" stroke=\"currentcolor\"/> <g clip-path=\"url(#clip0_3281_6231)\"> <g clip-path=\"url(#clip1_3281_6231)\"> <g clip-path=\"url(#clip2_3281_6231)\"> <path d=\"M29.0828 17.0899C29.1241 15.8972 28.8633 14.7133 28.3245 13.6483C27.959 1"
],
"inaccessibleButtons": [],
"missingAutocompleteInputs": [],
"imagesMissingAlt": [
"<img height=\"1\" width=\"1\" style=\"display:none\" src=\"https://www.facebook.com/tr?id=237449960953345&ev=PageView&noscript=1\">"
],
"skippedHeadingLevels": []
},
"counts": {
"h1": 1,
"headings": 61,
"links": 80,
"inaccessibleLinks": 5,
"buttons": 4,
"inaccessibleButtons": 0,
"images": 334,
"imagesWithAlt": 333,
"autocompleteInputs": 0,
"inputsWithAutocomplete": 0,
"missingAutocompleteInputs": 0
}
}Security & TrustSecurity & TrustEstablished
X-Content-Type-Options
X-Content-Type-Options is missing or incomplete.
25 Fail
Security & TrustSecurity & TrustEstablished
X-Content-Type-Options
X-Content-Type-Options is missing or incomplete.
Needs attention
X-Content-Type-Options
Issue
X-Content-Type-Options is missing or incomplete.
Why it matters
X-Content-Type-Options prevents browsers from treating mislabeled files as executable content, reducing content-sniffing attacks.
Check name
X-Content-Type-Options
Score
0/100
Status
fail
Category
Security & Trust
Maturity
Established
Goal
Prevent MIME sniffing for browser-loaded resources.
Result
X-Content-Type-Options is missing or incomplete.
Evidence
{
"header": "x-content-type-options",
"value": null
}Agent Ease of UseSkill DiscoveryEmerging recommendation
A2A Agent Card
A2A Agent Card failed at "Fetch to find resource".
20 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": 88
},
{
"path": "/.well-known/a2a/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 88
},
{
"path": "/agent-card.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 6439
}
]
},
"issue": "A2A Agent Card was not found at the expected path.",
"howToFix": "Publish an A2A Agent Card with required skill details and make the advertised url answer A2A JSON-RPC requests."
}
]
}Agent Ease of UseSkill DiscoveryEmerging recommendation
Agent Skills index
Agent Skills index failed at "Fetch to find resource".
20 Fail
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": 88
},
{
"path": "/.well-known/skills/index.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 88
}
]
},
"issue": "Agent Skills index was not found at the expected path.",
"howToFix": "Publish an index with a non-empty skills array and reachable SKILL.md URLs."
}
]
}Agent Ease of UseSkill DiscoveryEmerging recommendation
agent.json
agent.json failed at "Fetch to find resource".
20 Fail
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": 88
},
{
"path": "/agent.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 6439
}
]
},
"issue": "agent.json was not found at the expected path.",
"howToFix": "Publish agent.json with awp_version, domain, intent, and typed actions that point to real same-origin API or protocol endpoints."
}
]
}Agent Ease of UseSkill DiscoveryInformational
agents.json
agents.json failed at "Fetch to find resource".
20 Fail
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": 88
},
{
"path": "/agents.json",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 6439
}
]
},
"issue": "agents.json was not found at the expected path.",
"howToFix": "If this site uses agents.json, publish JSON with an agents array containing name and url for each agent."
}
]
}AI DiscoverabilityContent ReadinessEstablished
Content freshness signals
Content freshness signals is partially implemented.
19 Warning
AI DiscoverabilityContent ReadinessEstablished
Content freshness signals
Content freshness signals is partially implemented.
Needs attention
Content freshness signals
Issue
Content freshness signals are incomplete: missing dateModified/datePublished in JSON-LD; missing meta or <time> freshness tags.
Why it matters
Freshness signals help agents decide whether content is current enough to cite, summarize, or compare against newer sources.
Check name
Content freshness signals
Score
25/100
Status
warning
Category
Content Readiness
Maturity
Established
Goal
Expose modified and published dates for freshness-aware retrieval and ranking.
Result
Content freshness signals is partially implemented.
Evidence
{
"lastModified": "Fri, 12 Jun 2026 15:32:21 GMT",
"schemaDates": [],
"metaDateCount": 0,
"timeDateCount": 0
}AI DiscoverabilityDiscoverabilityEstablished
FAQPage schema
FAQPage schema is missing or incomplete.
17 Fail
AI DiscoverabilityDiscoverabilityEstablished
FAQPage schema
FAQPage schema is missing or incomplete.
Needs attention
FAQPage schema
Issue
FAQ content was detected but no FAQPage schema was found.
Why it matters
FAQPage schema lets agents extract visible question-and-answer content cleanly and avoid guessing which text is an answer.
Check name
FAQPage schema
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Expose question-and-answer content in FAQPage structured data when FAQs are present.
Result
FAQPage schema is missing or incomplete.
Evidence
{
"found": false,
"visibleFaq": true,
"allTypes": []
}AI DiscoverabilityDiscoverabilityEstablished
High-value schema types
High-value schema types is missing or incomplete.
17 Fail
AI DiscoverabilityDiscoverabilityEstablished
High-value schema types
High-value schema types is missing or incomplete.
Needs attention
High-value schema types
Issue
No high-value schema types (e.g. Article, Product, Service) were found.
Why it matters
High-value schema types tell agents whether a page is an article, product, event, service, or other actionable content type.
Check name
High-value schema types
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Use schema types that describe the page's primary content or offering.
Result
High-value schema types is missing or incomplete.
Evidence
{
"found": [],
"expected": [
"Article",
"BlogPosting",
"NewsArticle",
"Product",
"SoftwareApplication",
"FAQPage",
"LocalBusiness",
"VideoObject",
"HowTo",
"Event",
"Course",
"Review",
"Service"
],
"allTypes": []
}AI DiscoverabilityDiscoverabilityEstablished
JSON-LD present
JSON-LD present is missing or incomplete.
17 Fail
AI DiscoverabilityDiscoverabilityEstablished
JSON-LD present
JSON-LD present is missing or incomplete.
Needs attention
JSON-LD present
Issue
No JSON-LD blocks found.
Why it matters
JSON-LD is a low-friction structured data format that agents can extract without interpreting page presentation or microdata markup.
Check name
JSON-LD present
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Expose schema.org JSON-LD so AI search systems can parse page entities.
Result
JSON-LD present is missing or incomplete.
Evidence
{
"blocks": 0,
"validBlocks": 0,
"schemaContextBlocks": 0,
"errors": [],
"documents": [],
"nodes": []
}AI DiscoverabilityDiscoverabilityEstablished
Link headers
Link headers failed at "Find useful Link headers".
17 Fail
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."
}
]
}AI DiscoverabilityDiscoverabilityEstablished
Organization / WebSite schema
Organization / WebSite schema is missing or incomplete.
17 Fail
AI DiscoverabilityDiscoverabilityEstablished
Organization / WebSite schema
Organization / WebSite schema is missing or incomplete.
Needs attention
Organization / WebSite schema
Issue
Neither Organization nor WebSite schema types were found in JSON-LD.
Why it matters
Organization and WebSite schema help agents identify the publisher, canonical site identity, logo, and related profiles for attribution.
Check name
Organization / WebSite schema
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Identify the site owner and website entity in structured data.
Result
Organization / WebSite schema is missing or incomplete.
Evidence
{
"found": [],
"allTypes": []
}AI DiscoverabilityDiscoverabilityEstablished
robots.txt
robots.txt is missing or incomplete.
17 Fail
AI DiscoverabilityDiscoverabilityEstablished
robots.txt
robots.txt is missing or incomplete.
Needs attention
robots.txt
Issue
robots.txt was found but could not be parsed as valid.
Why it matters
robots.txt gives crawlers and agents a standard place to read crawl permissions, disallowed paths, and sitemap locations before requesting site content.
Check name
robots.txt
Score
0/100
Status
fail
Category
Discoverability
Maturity
Established
Goal
Publish /robots.txt with clear crawl rules.
Result
robots.txt is missing or incomplete.
Evidence
{
"statusCode": 200,
"contentType": "text/plain; charset=utf-8",
"parsedUserAgents": [],
"sitemapDirectives": [
"https://www.mashgin.com/sitemap.xml"
],
"rawExcerpt": "Sitemap: https://www.mashgin.com/sitemap.xml"
}Agent Ease of UseSkill DiscoveryEmerging recommendation
DNS-AID Agent Discovery
DNS-AID Agent Discovery failed at "Resolve DNS-AID SVCB/HTTPS records".
15 Fail
Agent Ease of UseSkill DiscoveryEmerging recommendation
DNS-AID Agent Discovery
DNS-AID Agent Discovery failed at "Resolve DNS-AID SVCB/HTTPS records".
Needs attention
DNS-AID Agent Discovery
Issue
No DNS-AID entrypoint records were found under _agents.
Why it matters
DNS-AID lets agents discover index, A2A, and other agent entrypoints before fetching HTTP metadata, while DNSSEC can authenticate the discovery zone.
Check name
DNS-AID Agent Discovery
Score
25/100
Status
fail
Category
Skill Discovery
Maturity
Emerging recommendation
Goal
Publish DNS for AI Discovery records under _agents for DNS-based agent entrypoint discovery.
Result
DNS-AID Agent Discovery failed at "Resolve DNS-AID SVCB/HTTPS records".
Validation steps
Resolve DNS-AID SVCB/HTTPS records
No DNS-AID entrypoint records were found under _agents.
Validate alpn and endpoint parameters
Include alpn and endpoint service parameters in each DNS-AID record so agents know the protocol and target entrypoint.
Check DNSSEC material
DNSSEC material was not visible for the hostname or parent zone from this resolver.
Evidence
{
"failedStep": "svcb-https-records",
"steps": [
{
"id": "svcb-https-records",
"title": "Resolve DNS-AID SVCB/HTTPS records",
"status": "fail",
"evidence": {
"hostname": "www.mashgin.com",
"probes": [
{
"name": "_index._agents.www.mashgin.com",
"found": false,
"recordCount": 1,
"records": [],
"hasAlpn": false,
"hasEndpoint": false
},
{
"name": "_a2a._agents.www.mashgin.com",
"found": false,
"recordCount": 1,
"records": [],
"hasAlpn": false,
"hasEndpoint": false
}
]
},
"issue": "No DNS-AID entrypoint records were found under _agents.",
"howToFix": "Publish ServiceMode SVCB/HTTPS records such as _index._agents.example.com or _a2a._agents.example.com."
},
{
"id": "service-params",
"title": "Validate alpn and endpoint parameters",
"status": "informational",
"evidence": {
"discovered": []
},
"howToFix": "Include alpn and endpoint service parameters in each DNS-AID record so agents know the protocol and target entrypoint."
},
{
"id": "dnssec",
"title": "Check DNSSEC material",
"status": "warning",
"evidence": {
"hasDnssecMaterial": false,
"checked": [
{
"name": "www.mashgin.com",
"dnssecTypes": [],
"dnssecRecordCount": 0
},
{
"name": "mashgin.com",
"dnssecTypes": [],
"dnssecRecordCount": 0
}
]
},
"issue": "DNSSEC material was not visible for the hostname or parent zone from this resolver.",
"howToFix": "Sign the public discovery zone with DNSSEC so validating resolvers can return authenticated data."
}
]
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Visible structured data match
AIO: Visible structured data match scored 0/100 and needs a fix.
10 Fail
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Visible structured data match
AIO: Visible structured data match scored 0/100 and needs a fix.
Needs attention
AIO: Visible structured data match
Issue
No JSON-LD structured data was detected.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Visible structured data match
Score
0/100
Status
fail
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Visible structured data match scored 0/100 and needs a fix.
Evidence
{
"schemaCount": 0,
"mismatches": [],
"score": 0,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Source and trust signals
AIO: Source and trust signals scored 40/100 and needs a fix.
6 Fail
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Source and trust signals
AIO: Source and trust signals scored 40/100 and needs a fix.
Needs attention
AIO: Source and trust signals
Issue
Missing AIO trust signals: author, publisher, freshnessDate.
Details
Why it matters
AI Overviews depend on Google-search eligibility, useful visible content, consistent structured data, answer-first sections, trust signals, and preview controls that permit snippets.
Check name
AIO: Source and trust signals
Score
40/100
Status
fail
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content eligible and useful for Google AI Overviews and AI Mode extraction.
Result
AIO: Source and trust signals scored 40/100 and needs a fix.
Evidence
{
"signals": {
"author": false,
"publisher": false,
"freshnessDate": false,
"aboutOrContact": true,
"policyLinks": true
},
"missing": [
"author",
"publisher",
"freshnessDate"
],
"authorMeta": "",
"schemaAuthors": [],
"schemaPublishers": [],
"schemaDates": [],
"visibleDates": [],
"aboutLinks": [
{
"href": "/about",
"text": "About Us",
"html": "<a href=\"/about\" class=\"c-footer_link\">About Us</a>"
},
{
"href": "/company/fraudulent-recruitment",
"text": "Recruitment Fraud",
"html": "<a href=\"/company/fraudulent-recruitment\" class=\"c-footer_link\">Recruitment Fraud</a>"
},
{
"href": "/company/press-inquires",
"text": "Press Inquiries",
"html": "<a href=\"/company/press-inquires\" class=\"c-footer_link\">Press Inquiries</a>"
},
{
"href": "/about",
"text": "[email protected]",
"html": "<a href=\"/about\" class=\"c-footer_link\">[email protected]</a>"
},
{
"href": "https://www.linkedin.com/company/mashgin/",
"text": "",
"html": "<a href=\"https://www.linkedin.com/company/mashgin/\" target=\"_blank\" class=\"c-wrap w-inline-block\"><div class=\"c-footer_social w-embed\"><svg width=\"100%\" height=\"100%\" viewBox=\"0 0 39 38\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"> <rect x=\"1.41406\" y=\"0.5\" width=\"37\" height=\"37\" rx=\"18.5\" stroke=\"currentcolor\"/> <g clip-path=\"url(#clip0_3281_6208)\"> <g clip-path=\"url(#clip1_3281_6208)\"> <path d=\"M15.5781 15.9141H12.5781V26.9141H15.5781V15.9141Z\" fill=\"currentcolor\"/> <path d=\"M14.0781 14...."
}
],
"contactLinks": [
{
"href": "/contact",
"text": "RReeqquueesstt DDeemmoo",
"html": "<a href=\"/contact\" class=\"c-button cc-gradient w-inline-block\"><div class=\"c-button_text\" data-split-init=\"1\"><span class=\"c-button_char\" style=\"--i: 0;\"><span>R</span><span>R</span></span><span class=\"c-button_char\" style=\"--i: 1;\"><span>e</span><span>e</span></span><span class=\"c-button_char\" style=\"--i: 2;\"><span>q</span><span>q</span></span><span class=\"c-button_char\" style=\"--i: 3;\"><span>u</span><span>u</span></span><span class=\"c-button_char\" style=\"--i: 4;\"><span>e</span><span>e</span..."
},
{
"href": "mailto:[email protected]",
"text": "[email protected]",
"html": "<a href=\"mailto:[email protected]\">[email protected]</a>"
},
{
"href": "/contact",
"text": "RReeqquueesstt DDeemmoo",
"html": "<a href=\"/contact\" class=\"c-button cc-gradient w-inline-block\"><div class=\"c-button_text\" data-split-init=\"1\"><span class=\"c-button_char\" style=\"--i: 0;\"><span>R</span><span>R</span></span><span class=\"c-button_char\" style=\"--i: 1;\"><span>e</span><span>e</span></span><span class=\"c-button_char\" style=\"--i: 2;\"><span>q</span><span>q</span></span><span class=\"c-button_char\" style=\"--i: 3;\"><span>u</span><span>u</span></span><span class=\"c-button_char\" style=\"--i: 4;\"><span>e</span><span>e</span..."
},
{
"href": "/contact",
"text": "Request Demo",
"html": "<a href=\"/contact\" class=\"c-footer_link\">Request Demo</a>"
},
{
"href": "/about",
"text": "[email protected]",
"html": "<a href=\"/about\" class=\"c-footer_link\">[email protected]</a>"
},
{
"href": "#",
"text": "Support1-855-475-0889*",
"html": "<a href=\"#\" class=\"c-footer_link\">Support<br>1-855-475-0889*</a>"
}
],
"privacyLinks": [
{
"href": "https://www.mashgin.com/privacy-policy",
"text": "Privacy Policy",
"html": "<a rel=\"noopener\" tabindex=\"0\" href=\"https://www.mashgin.com/privacy-policy\" target=\"_blank\" class=\" osano-cm-storage-policy osano-cm-content__link osano-cm-link \" aria-describedby=\"osano-cm-aria.newWindow\"><!--?lit$7377513205$-->Privacy Policy</a>"
},
{
"href": "/privacy-policy",
"text": "Privacy",
"html": "<a href=\"/privacy-policy\" class=\"cc-text_orange\">Privacy</a>"
},
{
"href": "/terms-and-conditions",
"text": "Terms",
"html": "<a href=\"/terms-and-conditions\" class=\"cc-text_orange\">Terms</a>"
}
],
"score": 40,
"weight": 20
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer evidence and trust
AEO: Answer evidence and trust scored 40/100 and needs a fix.
6 Fail
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer evidence and trust
AEO: Answer evidence and trust scored 40/100 and needs a fix.
Needs attention
AEO: Answer evidence and trust
Issue
Missing AIO trust signals: author, publisher, freshnessDate.
Details
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Answer evidence and trust
Score
40/100
Status
fail
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Answer evidence and trust scored 40/100 and needs a fix.
Evidence
{
"signals": {
"author": false,
"publisher": false,
"freshnessDate": false,
"aboutOrContact": true,
"policyLinks": true
},
"missing": [
"author",
"publisher",
"freshnessDate"
],
"authorMeta": "",
"schemaAuthors": [],
"schemaPublishers": [],
"schemaDates": [],
"visibleDates": [],
"aboutLinks": [
{
"href": "/about",
"text": "About Us",
"html": "<a href=\"/about\" class=\"c-footer_link\">About Us</a>"
},
{
"href": "/company/fraudulent-recruitment",
"text": "Recruitment Fraud",
"html": "<a href=\"/company/fraudulent-recruitment\" class=\"c-footer_link\">Recruitment Fraud</a>"
},
{
"href": "/company/press-inquires",
"text": "Press Inquiries",
"html": "<a href=\"/company/press-inquires\" class=\"c-footer_link\">Press Inquiries</a>"
},
{
"href": "/about",
"text": "[email protected]",
"html": "<a href=\"/about\" class=\"c-footer_link\">[email protected]</a>"
},
{
"href": "https://www.linkedin.com/company/mashgin/",
"text": "",
"html": "<a href=\"https://www.linkedin.com/company/mashgin/\" target=\"_blank\" class=\"c-wrap w-inline-block\"><div class=\"c-footer_social w-embed\"><svg width=\"100%\" height=\"100%\" viewBox=\"0 0 39 38\" fill=\"none\" xmlns=\"http://www.w3.org/2000/svg\"> <rect x=\"1.41406\" y=\"0.5\" width=\"37\" height=\"37\" rx=\"18.5\" stroke=\"currentcolor\"/> <g clip-path=\"url(#clip0_3281_6208)\"> <g clip-path=\"url(#clip1_3281_6208)\"> <path d=\"M15.5781 15.9141H12.5781V26.9141H15.5781V15.9141Z\" fill=\"currentcolor\"/> <path d=\"M14.0781 14...."
}
],
"contactLinks": [
{
"href": "/contact",
"text": "RReeqquueesstt DDeemmoo",
"html": "<a href=\"/contact\" class=\"c-button cc-gradient w-inline-block\"><div class=\"c-button_text\" data-split-init=\"1\"><span class=\"c-button_char\" style=\"--i: 0;\"><span>R</span><span>R</span></span><span class=\"c-button_char\" style=\"--i: 1;\"><span>e</span><span>e</span></span><span class=\"c-button_char\" style=\"--i: 2;\"><span>q</span><span>q</span></span><span class=\"c-button_char\" style=\"--i: 3;\"><span>u</span><span>u</span></span><span class=\"c-button_char\" style=\"--i: 4;\"><span>e</span><span>e</span..."
},
{
"href": "mailto:[email protected]",
"text": "[email protected]",
"html": "<a href=\"mailto:[email protected]\">[email protected]</a>"
},
{
"href": "/contact",
"text": "RReeqquueesstt DDeemmoo",
"html": "<a href=\"/contact\" class=\"c-button cc-gradient w-inline-block\"><div class=\"c-button_text\" data-split-init=\"1\"><span class=\"c-button_char\" style=\"--i: 0;\"><span>R</span><span>R</span></span><span class=\"c-button_char\" style=\"--i: 1;\"><span>e</span><span>e</span></span><span class=\"c-button_char\" style=\"--i: 2;\"><span>q</span><span>q</span></span><span class=\"c-button_char\" style=\"--i: 3;\"><span>u</span><span>u</span></span><span class=\"c-button_char\" style=\"--i: 4;\"><span>e</span><span>e</span..."
},
{
"href": "/contact",
"text": "Request Demo",
"html": "<a href=\"/contact\" class=\"c-footer_link\">Request Demo</a>"
},
{
"href": "/about",
"text": "[email protected]",
"html": "<a href=\"/about\" class=\"c-footer_link\">[email protected]</a>"
},
{
"href": "#",
"text": "Support1-855-475-0889*",
"html": "<a href=\"#\" class=\"c-footer_link\">Support<br>1-855-475-0889*</a>"
}
],
"privacyLinks": [
{
"href": "https://www.mashgin.com/privacy-policy",
"text": "Privacy Policy",
"html": "<a rel=\"noopener\" tabindex=\"0\" href=\"https://www.mashgin.com/privacy-policy\" target=\"_blank\" class=\" osano-cm-storage-policy osano-cm-content__link osano-cm-link \" aria-describedby=\"osano-cm-aria.newWindow\"><!--?lit$7377513205$-->Privacy Policy</a>"
},
{
"href": "/privacy-policy",
"text": "Privacy",
"html": "<a href=\"/privacy-policy\" class=\"cc-text_orange\">Privacy</a>"
},
{
"href": "/terms-and-conditions",
"text": "Terms",
"html": "<a href=\"/terms-and-conditions\" class=\"cc-text_orange\">Terms</a>"
}
],
"score": 40,
"weight": 22
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Extraction-friendly structure
GEO: Extraction-friendly structure scored 60/100 and needs improvement.
5 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Extraction-friendly structure
GEO: Extraction-friendly structure scored 60/100 and needs improvement.
Needs attention
GEO: Extraction-friendly structure
Issue
Missing extraction signals: optional top summary / TL;DR / key takeaways block, table with <thead> only if the page already has tabular/comparative data, ordered list only if the page explains a workflow/process, JSON-LD structured data.
Details
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Extraction-friendly structure
Score
60/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for AI answer engines to extract, cite, and attribute.
Result
GEO: Extraction-friendly structure scored 60/100 and needs improvement.
Evidence
{
"hasSummary": false,
"tableCount": 0,
"tablesWithHead": 0,
"tablesMissingThead": [],
"orderedLists": 0,
"hasFaq": true,
"definitionPatterns": 50,
"schemaBlocks": 0,
"missingSignals": [
"optional top summary / TL;DR / key takeaways block",
"table with <thead> only if the page already has tabular/comparative data",
"ordered list only if the page explains a workflow/process",
"JSON-LD structured data"
],
"score": 60,
"weight": 24
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Answer-first sections
AEO: Answer-first sections scored 65/100 and needs improvement.
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
32 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": 60,
"passing": 28,
"failing": [
{
"heading": "Identify items in half a second",
"headingHtml": "<h3 class=\"c-text_xm cc-text_white-500\"><span class=\"cc-300\">Identify items in</span> half a second</h3>",
"firstParagraph": "Multiple 3D cameras model the entire tray, allowing our AI to identify all items with over 99.99% accuracy.",
"paragraphHtml": "<p class=\"c-text_m cc-font-size_1-5 cc-text_white-500 cc-opacity_80\">Multiple 3D cameras model the entire tray, allowing our AI to identify all items with over 99.99% accuracy. </p>",
"words": 19,
"direct": false,
"issue": "First paragraph is 19 words and does not look like a concise direct answer."
},
{
"heading": "Add new items in 30 seconds",
"headingHtml": "<h3 class=\"c-text_xm cc-text_white-500\"><span class=\"cc-300\">Add new items in</span> 30 seconds</h3>",
"firstParagraph": "Place new items on any Mashgin device and our AI learns almost instantaneously. No barcodes required.",
"paragraphHtml": "<p class=\"c-text_m cc-font-size_1-5 cc-text_white-500 cc-opacity_80\">Place new items on any Mashgin device and our AI learns almost instantaneously. No barcodes required.</p>",
"words": 16,
"direct": false,
"issue": "First paragraph is 16 words and does not look like a concise direct answer."
},
{
"heading": "Full checkout in5 seconds",
"headingHtml": "<h3 class=\"c-text_xm cc-text_white-500\"><span class=\"cc-300\">Full checkout in</span><br>5 seconds</h3>",
"firstParagraph": "Getting your card out to pay, is the longest and hardest step.",
"paragraphHtml": "<p class=\"c-text_m cc-font-size_1-5 cc-text_white-500 cc-opacity_80\">Getting your card out to pay, is the longest and hardest step.</p>",
"words": 12,
"direct": false,
"issue": "First paragraph is 12 words and does not look like a concise direct answer."
},
{
"heading": "Identify items in half a second",
"headingHtml": "<h3 class=\"c-text_xm cc-text_white-500 cc-400\"><span class=\"cc-300\">Identify items in</span> half a second</h3>",
"firstParagraph": "Multiple 3D cameras create models for each item, allowing our AI to identify items with over 99.99% accuracy. Mashgin already knows over 100k common bar-coded items. No setup required.",
"paragraphHtml": "<p class=\"c-text_m cc-font-size_1-5 cc-text_white-500 cc-opacity_80\">Multiple 3D cameras create models for each item, allowing our AI to identify items with over 99.99% accuracy. Mashgin already knows over 100k common bar-coded items. No setup required.</p>",
"words": 30,
"direct": false,
"issue": "First paragraph is 30 words and does not look like a concise direct answer."
},
{
"heading": "Add new items in 30 seconds",
"headingHtml": "<h3 class=\"c-text_xm cc-text_white-500 cc-400\"><span class=\"cc-300\">Add new items in</span> 30 seconds</h3>",
"firstParagraph": "Multiple 3D cameras model the entire tray, allowing our AI to identify all items with over 99.99% accuracy.",
"paragraphHtml": "<p class=\"c-text_m cc-font-size_1-5 cc-text_white-500 cc-opacity_80\">Multiple 3D cameras model the entire tray, allowing our AI to identify all items with over 99.99% accuracy. </p>",
"words": 19,
"direct": false,
"issue": "First paragraph is 19 words and does not look like a concise direct answer."
},
{
"heading": "Full checkout in 5 seconds",
"headingHtml": "<h3 class=\"c-text_xm cc-text_white-500 cc-400\"><span class=\"cc-300\">Full checkout in</span> 5 seconds</h3>",
"firstParagraph": "Multiple 3D cameras model the entire tray, allowing our AI to identify all items with over 99.99% accuracy.",
"paragraphHtml": "<p class=\"c-text_m cc-font-size_1-5 cc-text_white-500 cc-opacity_80\">Multiple 3D cameras model the entire tray, allowing our AI to identify all items with over 99.99% accuracy. </p>",
"words": 19,
"direct": false,
"issue": "First paragraph is 19 words and does not look like a concise direct answer."
},
{
"heading": "Mashgin is everywhere",
"headingHtml": "<h2 class=\"c-text_l-v2 cc-300 cc-text_white-500\"><span>Mashgin is</span> <span class=\"cc-700\">everywhere</span></h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Powering over 1.5 B transactions at your favorite retail locations.",
"headingHtml": "<h2 class=\"cc-text_white-500 c-paragraph_l-v2 cc-op_80\"><span>Powering over 1.5 B transactions at your favorite retail locations. </span></h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "AI is cool. Real value is cooler.",
"headingHtml": "<h2 class=\"c-text_l-v2 cc-300 cc-text_white-500\"><span class=\"cc-op_60\">AI is cool. </span><span class=\"cc-700\"><br>Real value is cooler. </span></h2>",
"firstParagraph": "Businesses like yours are increasing revenue, decreasing costs, and drastically improving customer experience with Mashgin.",
"paragraphHtml": "<p class=\"c-paragraph_l-v2 cc-text_white-500 cc-op_80\">Businesses like yours are increasing revenue, decreasing costs, and drastically improving customer experience with Mashgin.</p>",
"words": 15,
"direct": false,
"issue": "First paragraph is 15 words and does not look like a concise direct answer."
},
{
"heading": "20%",
"headingHtml": "<h3 class=\"c-testimonial-counter\">20%</h3>",
"firstParagraph": "\"I have a deep love for Mashgin and what it has done for our business.\"",
"paragraphHtml": "<p>"I have a deep love for Mashgin and what it has done for our business."</p>",
"words": 15,
"direct": false,
"issue": "First paragraph is 15 words and does not look like a concise direct answer."
},
{
"heading": "18%",
"headingHtml": "<h3 class=\"c-testimonial-counter\">18%</h3>",
"firstParagraph": "“Students really love the speed of service, the convenience, and that they don't need to give someone their credit card or talk to anybody if they don’t want to.”",
"paragraphHtml": "<p>“Students really love the speed of service, the convenience, and that they don't need to give someone their credit card or talk to anybody if they don’t want to.”</p>",
"words": 30,
"direct": false,
"issue": "First paragraph is 30 words and does not look like a concise direct answer."
},
{
"heading": "20%",
"headingHtml": "<h3 class=\"c-testimonial-counter\">20%</h3>",
"firstParagraph": "\"I have a deep love for Mashgin and what it has done for our business.\"",
"paragraphHtml": "<p>"I have a deep love for Mashgin and what it has done for our business."</p>",
"words": 15,
"direct": false,
"issue": "First paragraph is 15 words and does not look like a concise direct answer."
},
{
"heading": "18%",
"headingHtml": "<h3 class=\"c-testimonial-counter\">18%</h3>",
"firstParagraph": "“Students really love the speed of service, the convenience, and that they don't need to give someone their credit card or talk to anybody if they don’t want to.”",
"paragraphHtml": "<p>“Students really love the speed of service, the convenience, and that they don't need to give someone their credit card or talk to anybody if they don’t want to.”</p>",
"words": 30,
"direct": false,
"issue": "First paragraph is 30 words and does not look like a concise direct answer."
},
{
"heading": "Better margins & more convenient stores",
"headingHtml": "<h3 class=\"c-text_xm cc-500 cc-text_white-500\">Better margins & more convenient stores</h3>",
"firstParagraph": "Cut lines in half during peak times and free up staff to keep your store spotless. Shorter lines lead to more sales both at the counter and the pump.DK Stores reduced lines 67%",
"paragraphHtml": "<p class=\"c-paragraph_m cc-text_white-500 cc-font_sansation\">Cut lines in half during peak times and free up staff to keep your store spotless. Shorter lines lead to more sales both at the counter and the pump.<br><br>DK Stores <strong>reduced lines 67%</strong></p>",
"words": 34,
"direct": false,
"issue": "First paragraph is 34 words and does not look like a concise direct answer."
},
{
"heading": "Happier fans & more repeat purchases",
"headingHtml": "<h3 class=\"c-text_xm cc-text_white-500\">Happier fans & more repeat purchases</h3>",
"firstParagraph": "Get fans back to the game with 400% faster transactions. Shorter, faster-moving lines increase concessions sales and increase fan experience scores.UT Austin boosted stadium concessions revenue 125%.",
"paragraphHtml": "<p class=\"c-paragraph_m cc-text_white-500 cc-font_sansation\">Get fans back to the game with 400% faster transactions. Shorter, faster-moving lines increase concessions sales and increase fan experience scores.<br><br>UT Austin <strong>boosted stadium concessions revenue 125%</strong>.</p>",
"words": 28,
"direct": false,
"issue": "First paragraph is 28 words and does not look like a concise direct answer."
},
{
"heading": "Shorter lines and more sales",
"headingHtml": "<h3 class=\"c-text_xm cc-500 cc-text_white-500\">Shorter lines and more sales</h3>",
"firstParagraph": "Double cashier productivity and shorten lines to capture as much revenue as possible at micro markets and small retail locations.",
"paragraphHtml": "<p class=\"c-paragraph_m cc-text_white-500 cc-font_sansation\">Double cashier productivity and shorten lines to capture as much revenue as possible at micro markets and small retail locations.</p>",
"words": 20,
"direct": false,
"issue": "First paragraph is 20 words and does not look like a concise direct answer."
},
{
"heading": "Higher clinician and visitor satisfaction",
"headingHtml": "<h3 class=\"c-text_xm cc-500 cc-text_white-500\">Higher clinician and visitor satisfaction</h3>",
"firstParagraph": "Dramatically shorten lines to give clinicians more time on their lunch break and make it easy for visitors to grab a bite while they care for loved ones.Candler Hospital increased sales by 110% without additional staff.",
"paragraphHtml": "<p class=\"c-paragraph_m cc-text_white-500 cc-font_sansation\">Dramatically shorten lines to give clinicians more time on their lunch break and make it easy for visitors to grab a bite while they care for loved ones.<br><br>Candler Hospital <strong>increased sales by 110%</strong> without additional staff.</p>",
"words": 37,
"direct": false,
"issue": "First paragraph is 37 words and does not look like a concise direct answer."
},
{
"heading": "Boost cafe sales and staff efficiency",
"headingHtml": "<h3 class=\"c-text_xm cc-500 cc-text_white-500\">Boost cafe sales and staff efficiency</h3>",
"firstParagraph": "Double mealtime throughput with half the staff needed at checkout. Focus your team on making food and helping guests while shorter lines increase meal participation and guest satisfaction.",
"paragraphHtml": "<p class=\"c-paragraph_m cc-text_white-500 cc-font_sansation\">Double mealtime throughput with half the staff needed at checkout. Focus your team on making food and helping guests while shorter lines increase meal participation and guest satisfaction.</p>",
"words": 28,
"direct": false,
"issue": "First paragraph is 28 words and does not look like a concise direct answer."
},
{
"heading": "Faster service and more open outlets",
"headingHtml": "<h3 class=\"c-text_xm cc-500 cc-text_white-500\">Faster service and more open outlets</h3>",
"firstParagraph": "Get guests back on the mountain with dramatically shorter lines. Staff can manage multiple kiosks at once, opening up additional POS and whole additional outlets.Palisades Tahoe saw 40% more sales on peak days of the season.",
"paragraphHtml": "<p class=\"c-paragraph_m cc-text_white-500 cc-font_sansation\">Get guests back on the mountain with dramatically shorter lines. Staff can manage multiple kiosks at once, opening up additional POS and whole additional outlets.<br><br>Palisades Tahoe saw <strong>40% more sales</strong> on peak days of the season.</p>",
"words": 37,
"direct": false,
"issue": "First paragraph is 37 words and does not look like a concise direct answer."
},
{
"heading": "Better margins & more convenient stores",
"headingHtml": "<h3 class=\"c-text_xm cc-500 cc-text_white-500\">Better margins & more convenient stores</h3>",
"firstParagraph": "Cut lines in half during peak times and free up staff to keep your store spotless. Shorter lines lead to more sales both at the counter and the pump.DK Stores reduced lines 67%",
"paragraphHtml": "<p class=\"c-paragraph_m cc-text_white-500 cc-500 cc-op_80\">Cut lines in half during peak times and free up staff to keep your store spotless. Shorter lines lead to more sales both at the counter and the pump.<br><br>DK Stores <strong>reduced lines 67%</strong></p>",
"words": 34,
"direct": false,
"issue": "First paragraph is 34 words and does not look like a concise direct answer."
},
{
"heading": "Happier fans & more repeat purchases",
"headingHtml": "<h3 class=\"c-text_xm cc-text_white-500\">Happier fans & more repeat purchases</h3>",
"firstParagraph": "Get fans back to the game with 400% faster transactions. Shorter, faster-moving lines increase concessions sales and increase fan experience scores.UT Austin boosted stadium concessions revenue 125%.",
"paragraphHtml": "<p class=\"c-paragraph_m cc-text_white-500 cc-500 cc-op_80\">Get fans back to the game with 400% faster transactions. Shorter, faster-moving lines increase concessions sales and increase fan experience scores.<br><br>UT Austin <strong>boosted stadium concessions revenue 125%</strong>.</p>",
"words": 28,
"direct": false,
"issue": "First paragraph is 28 words and does not look like a concise direct answer."
},
{
"heading": "Shorter lines and more sales",
"headingHtml": "<h3 class=\"c-text_xm cc-500 cc-text_white-500\">Shorter lines and more sales</h3>",
"firstParagraph": "Double cashier productivity and shorten lines to capture as much revenue as possible at micro markets and small retail locations.",
"paragraphHtml": "<p class=\"c-paragraph_m cc-text_white-500 cc-500 cc-op_80\">Double cashier productivity and shorten lines to capture as much revenue as possible at micro markets and small retail locations.</p>",
"words": 20,
"direct": false,
"issue": "First paragraph is 20 words and does not look like a concise direct answer."
},
{
"heading": "Higher clinician and visitor satisfaction",
"headingHtml": "<h3 class=\"c-text_xm cc-500 cc-text_white-500\">Higher clinician and visitor satisfaction</h3>",
"firstParagraph": "Dramatically shorten lines to give clinicians more time on their lunch break and make it easy for visitors to grab a bite while they care for loved ones.Candler Hospital increased sales by 110% without additional staff.",
"paragraphHtml": "<p class=\"c-paragraph_m cc-text_white-500 cc-500 cc-op_80\">Dramatically shorten lines to give clinicians more time on their lunch break and make it easy for visitors to grab a bite while they care for loved ones.<br><br>Candler Hospital <strong>increased sales by 110%</strong> without additional staff.</p>",
"words": 37,
"direct": false,
"issue": "First paragraph is 37 words and does not look like a concise direct answer."
},
{
"heading": "Boost cafe sales and staff efficiency",
"headingHtml": "<h3 class=\"c-text_xm cc-500 cc-text_white-500\">Boost cafe sales and staff efficiency</h3>",
"firstParagraph": "Double mealtime throughput with half the staff needed at checkout. Focus your team on making food and helping guests while shorter lines increase meal participation and guest satisfaction.",
"paragraphHtml": "<p class=\"c-paragraph_m cc-text_white-500 cc-500 cc-op_80\">Double mealtime throughput with half the staff needed at checkout. Focus your team on making food and helping guests while shorter lines increase meal participation and guest satisfaction.</p>",
"words": 28,
"direct": false,
"issue": "First paragraph is 28 words and does not look like a concise direct answer."
},
{
"heading": "Faster service and more open outlets",
"headingHtml": "<h3 class=\"c-text_xm cc-500 cc-text_white-500\">Faster service and more open outlets</h3>",
"firstParagraph": "Get guests back on the mountain with dramatically shorter lines. Staff can manage multiple kiosks at once, opening up additional POS and whole additional outlets.Palisades Tahoe saw 40% more sales on peak days of the season.",
"paragraphHtml": "<p class=\"c-paragraph_m cc-text_white-500 cc-500 cc-op_80\">Get guests back on the mountain with dramatically shorter lines. Staff can manage multiple kiosks at once, opening up additional POS and whole additional outlets.<br><br>Palisades Tahoe saw <strong>40% more sales</strong> on peak days of the season.</p>",
"words": 37,
"direct": false,
"issue": "First paragraph is 37 words and does not look like a concise direct answer."
},
{
"heading": "Why Mashgin is tailor-made to deliver for your business like no one else.",
"headingHtml": "<h2 class=\"c-text_l-v2 cc-300 cc-text_white-500 cc-width_70\"><span class=\"cc-700\">Why Mashgin is tailor-made to deliver for your business</span> <span class=\"cc-op_60\">like no one else.</span></h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Unmatched AI Accuracy",
"headingHtml": "<h3 class=\"c-text_m-2 cc-text_white-500\">Unmatched AI Accuracy</h3>",
"firstParagraph": "We use multiple 3D cameras to create 3D models for each item in real time. The result, over 99.99% accuracy, even with hard to distinguish items and crowded carts.No other self checkout vendor comes close to our AI accuracy. When you have a rush of customers, 80-90% accuracy just won’t cut it.",
"paragraphHtml": "<p class=\"c-paragraph_m cc-text_white-500 cc-op_80\">We use multiple 3D cameras to create 3D models for each item in real time. The result, over 99.99% accuracy, even with hard to distinguish items and crowded carts.<br><br>No other self checkout vendor comes close to our AI accuracy. When you have a rush of customers, 80-90% accuracy just won’t cut it.</p>",
"words": 55,
"direct": false,
"issue": "First paragraph is 55 words and does not look like a concise direct answer."
},
{
"heading": "Integrates with your existing systems",
"headingHtml": "<h3 class=\"c-text_m-2 cc-text_white-500\">Integrates with your existing systems</h3>",
"firstParagraph": "Your checkout solution needs to work with your existing technology and process. We integrate with 50+ payment networks, POS systems, loyalty systems, and more to ensure that Mashgin fits within your specific workflows.",
"paragraphHtml": "<p class=\"c-paragraph_m cc-text_white-500 cc-op_80\">Your checkout solution needs to work with your existing technology and process. We integrate with 50+ payment networks, POS systems, loyalty systems, and more to ensure that Mashgin fits within your specific workflows.</p>",
"words": 33,
"direct": false,
"issue": "First paragraph is 33 words and does not look like a concise direct answer."
},
{
"heading": "AI accuracy",
"headingHtml": "<h3 class=\"c-text_xm cc-500 cc-text_white-500\">AI accuracy</h3>",
"firstParagraph": "We use multiple 3d cameras to create 3d models for each item in real time. The result, over 99.99% accuracy, even with hard to distinguish items and crowded carts.No other self checkout vendor comes close to our AI accuracy. When you have a rush of customers, 80-90% accuracy just won’t cut it.",
"paragraphHtml": "<p class=\"c-paragraph_m cc-text_white-500 cc-font_sansation\">We use multiple 3d cameras to create 3d models for each item in real time. The result, over 99.99% accuracy, even with hard to distinguish items and crowded carts.<br><br>No other self checkout vendor comes close to our AI accuracy. When you have a rush of customers, 80-90% accuracy just won’t cut it.</p>",
"words": 55,
"direct": false,
"issue": "First paragraph is 55 words and does not look like a concise direct answer."
},
{
"heading": "Integrations",
"headingHtml": "<h3 class=\"c-text_xm cc-500 cc-text_white-500\">Integrations</h3>",
"firstParagraph": "Your checkout solution needs to work with your existing technology and process. We integrate with payment networks, POS systems, loyalty systems, and more to ensure that Mashgin fits within your specific workflows.",
"paragraphHtml": "<p class=\"c-paragraph_m cc-text_white-500 cc-font_sansation\">Your checkout solution needs to work with your existing technology and process. We integrate with payment networks, POS systems, loyalty systems, and more to ensure that Mashgin fits within your specific workflows.</p>",
"words": 32,
"direct": false,
"issue": "First paragraph is 32 words and does not look like a concise direct answer."
},
{
"heading": "FAQs",
"headingHtml": "<h2 class=\"c-text_l-v2 cc-700 cc-text_white-500\">FAQs</h2>",
"firstParagraph": "Mashgin uses computer vision and machine learning to instantly identify items placed on its checkout tray. There’s no need to look for and scan barcodes: customers simply place their items on Mashgin’s tray, pay, and can be on their way in as little as 5 seconds. To see Mashgin being used, check out our video galler...",
"paragraphHtml": "<p class=\"c-text_m cc-text_white-500 cc-500\">Mashgin uses computer vision and machine learning to instantly identify items placed on its checkout tray. There’s no need to look for and scan barcodes: customers simply place their items on Mashgin’s tray, pay, and can be on their way in as little as 5 seconds. To see Mashgin being used, check out our <a href=\"/solution/video-gallery\">video gallery here</a>.</p>",
"words": 59,
"direct": false,
"issue": "First paragraph is 59 words and does not look like a concise direct answer."
},
{
"heading": "Learn how Mashgin can transform your business.",
"headingHtml": "<h2 class=\"c-text_l-v2 cc-300 cc-text_white-500\"><span class=\"cc-op_80\">Learn how Mashgin can</span> <br><strong>transform your business.</strong></h2>",
"firstParagraph": "MASHGIN® is a registered trademark of Mashgin Inc.© 2026 Mashgin Inc.",
"paragraphHtml": "<p class=\"c-footer_paragraph\">MASHGIN® is a registered trademark of Mashgin Inc.<br>© 2026 Mashgin Inc.</p>",
"words": 11,
"direct": false,
"issue": "First paragraph is 11 words and does not look like a concise direct answer."
}
],
"score": 65,
"weight": 28
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Entity clarity
GEO: Entity clarity scored 76/100 and needs improvement.
3 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Entity clarity
GEO: Entity clarity scored 76/100 and needs improvement.
Needs attention
GEO: Entity clarity
Issue
Title/H1 terms missing from description: mashgin, world, fastest, automagic.
Details
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Entity clarity
Score
76/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for AI answer engines to extract, cite, and attribute.
Result
GEO: Entity clarity scored 76/100 and needs improvement.
Evidence
{
"title": "Mashgin | The World's Fastest AI Checkout",
"h1": "Automagic checkout",
"description": "Powering billions of transactions for thousands of retailers, we're the only patented 3D AI checkout. Just place items and our AI does the rest in 0.5 seconds.",
"topicOverlap": 0.2,
"topicTerms": [
"mashgin",
"world",
"fastest",
"checkout",
"automagic"
],
"descriptionTerms": [
"powering",
"billions",
"transactions",
"thousands",
"retailers",
"only",
"patented",
"checkout",
"just",
"place",
"items",
"does",
"rest",
"seconds"
],
"missingFromDescription": [
"mashgin",
"world",
"fastest",
"automagic"
],
"score": 76,
"weight": 28
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Explanatory content depth
GEO: Explanatory content depth scored 75/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
GEO: Explanatory content depth
GEO: Explanatory content depth scored 75/100 and needs improvement.
Needs attention
GEO: Explanatory content depth
Issue
31 explanatory paragraph(s) could be stronger for citation or AI extraction.
Details
Why it matters
Generative engines favor pages with self-contained answer passages, clear entities, structured data, summaries, FAQ patterns, and crawler-accessible HTML that can be cited without extra interpretation.
Check name
GEO: Explanatory content depth
Score
75/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for AI answer engines to extract, cite, and attribute.
Result
GEO: Explanatory content depth scored 75/100 and needs improvement.
Evidence
{
"candidatePassages": 35,
"citablePassages": 4,
"failingCandidateParagraphs": [
{
"index": 11,
"heading": "H3: 3X",
"text": "\"Using Mashgin makes a better work environment too for our cashiers. They're able to stock the shelves during the day when they couldn't before. It used to be: stock in the morning, and if your shelf gets empty throughout the day, it's too crowded in there to get in and refill it.\"",
"words": 52,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (52 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p>"Using Mashgin makes a better work environment too for our cashiers. They're able to stock the shelves during the day when they couldn't before. It used to be: stock in the morning, and if your shelf gets empty throughout the day, it's too crowded in there to get in and refill it."</p>"
},
{
"index": 21,
"heading": "H3: 125%",
"text": "\"We couldn't be happier with the decision to implement Mashgin kiosks at UT Austin's stadium. The results have been astounding. We have seen a significant reduction in line times, increased revenue and most importantly, an overall improvement in customer satisfaction. The fans are happy and that makes us happy. \"",
"words": 49,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (49 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p>"We couldn't be happier with the decision to implement Mashgin kiosks at UT Austin's stadium. The results have been astounding. We have seen a significant reduction in line times, increased revenue and most importantly, an overall improvement in customer satisfaction. The fans are happy and that makes us happy. "</p>"
},
{
"index": 23,
"heading": "H3: 400%",
"text": "\"The unexpected surprise was that sales for October 2021 at that location exceeded sales for the entire 2019 season! We immediately ordered seven more Mashgins, and are in process of reconfiguring additional locations in the building to deploy the additional Mashgins.\"",
"words": 41,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (41 words; target 80-220)."
],
"html": "<p>"The unexpected surprise was that sales for October 2021 at that location exceeded sales for the entire 2019 season! We immediately ordered seven more Mashgins, and are in process of reconfiguring additional locations in the building to deploy the additional Mashgins."</p>"
},
{
"index": 25,
"heading": "H3: 4x",
"text": "\"We are regularly surveying our fans, and they love how Mashgin lets them move through the lines so quickly. The LAFC home games have been sold out since 2018, and concessions are always in high demand. Getting those lines moving means more fans can get their snacks without missing out on the action on the field.\"",
"words": 56,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (56 words; target 80-220)."
],
"html": "<p>"We are regularly surveying our fans, and they love how Mashgin lets them move through the lines so quickly. The LAFC home games have been sold out since 2018, and concessions are always in high demand. Getting those lines moving means more fans can get their snacks without missing out on the action on the field."</p>"
},
{
"index": 29,
"heading": "H3: 3X",
"text": "\"Using Mashgin makes a better work environment too for our cashiers. They're able to stock the shelves during the day when they couldn't before. It used to be: stock in the morning, and if your shelf gets empty throughout the day, it's too crowded in there to get in and refill it.\"",
"words": 52,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (52 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p>"Using Mashgin makes a better work environment too for our cashiers. They're able to stock the shelves during the day when they couldn't before. It used to be: stock in the morning, and if your shelf gets empty throughout the day, it's too crowded in there to get in and refill it."</p>"
},
{
"index": 39,
"heading": "H3: 125%",
"text": "\"We couldn't be happier with the decision to implement Mashgin kiosks at UT Austin's stadium. The results have been astounding. We have seen a significant reduction in line times, increased revenue and most importantly, an overall improvement in customer satisfaction. The fans are happy and that makes us happy. \"",
"words": 49,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (49 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p>"We couldn't be happier with the decision to implement Mashgin kiosks at UT Austin's stadium. The results have been astounding. We have seen a significant reduction in line times, increased revenue and most importantly, an overall improvement in customer satisfaction. The fans are happy and that makes us happy. "</p>"
},
{
"index": 41,
"heading": "H3: 400%",
"text": "\"The unexpected surprise was that sales for October 2021 at that location exceeded sales for the entire 2019 season! We immediately ordered seven more Mashgins, and are in process of reconfiguring additional locations in the building to deploy the additional Mashgins.\"",
"words": 41,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (41 words; target 80-220)."
],
"html": "<p>"The unexpected surprise was that sales for October 2021 at that location exceeded sales for the entire 2019 season! We immediately ordered seven more Mashgins, and are in process of reconfiguring additional locations in the building to deploy the additional Mashgins."</p>"
},
{
"index": 43,
"heading": "H3: 4x",
"text": "\"We are regularly surveying our fans, and they love how Mashgin lets them move through the lines so quickly. The LAFC home games have been sold out since 2018, and concessions are always in high demand. Getting those lines moving means more fans can get their snacks without missing out on the action on the field.\"",
"words": 56,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (56 words; target 80-220)."
],
"html": "<p>"We are regularly surveying our fans, and they love how Mashgin lets them move through the lines so quickly. The LAFC home games have been sold out since 2018, and concessions are always in high demand. Getting those lines moving means more fans can get their snacks without missing out on the action on the field."</p>"
},
{
"index": 54,
"heading": "H2: Your customers already love the magic of Mashgin",
"text": "\"Using Mashgin makes a better work environment too for our cashiers. They're able to stock the shelves during the day when they couldn't before. It used to be: stock in the morning, and if your shelf gets empty throughout the day, it's too crowded in there to get in and refill it.\"",
"words": 52,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (52 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p>"Using Mashgin makes a better work environment too for our cashiers. They're able to stock the shelves during the day when they couldn't before. It used to be: stock in the morning, and if your shelf gets empty throughout the day, it's too crowded in there to get in and refill it."</p>"
},
{
"index": 59,
"heading": "H2: Your peers are growing with Mashgin.",
"text": "Whether you serve fans, students, travelers, or employees - odds are that they are on the go and every second in line matters for you and for them. Learn how different food and dining sectors are driving operational efficiencies with Mashgin.",
"words": 40,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (40 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p class=\"c-text_m cc-font_sansation cc-text_white-500\">Whether you serve fans, students, travelers, or employees - odds are that they are on the go and every second in line matters for you and for them.  Learn how different food and dining sectors are driving operational efficiencies with Mashgin.</p>"
},
{
"index": 74,
"heading": "H3: Unmatched AI Accuracy",
"text": "We use multiple 3D cameras to create 3D models for each item in real time. The result, over 99.99% accuracy, even with hard to distinguish items and crowded carts.No other self checkout vendor comes close to our AI accuracy. When you have a rush of customers, 80-90% accuracy just won’t cut it.",
"words": 55,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (55 words; target 80-220)."
],
"html": "<p class=\"c-paragraph_m cc-text_white-500 cc-op_80\">We use multiple 3D cameras to create 3D models for each item in real time. The result, over 99.99% accuracy, even with hard to distinguish items and crowded carts.<br><br>No other self checkout vendor comes close to our AI accuracy. When you have a rush of customers, 80-90% accuracy just won’t cut it.</p>"
},
{
"index": 75,
"heading": "H3: 24/7/365 US-based phone support",
"text": "Checkout is mission critical to your business, so when you need help, you it fast and you need an expert.Mashgin is the only checkout provider with fully US-based support that will get on the phone with you in under 2 minutes, anytime of day. Just press a button on your machine and talk to an expert from our team.",
"words": 60,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (60 words; target 80-220)."
],
"html": "<p class=\"c-paragraph_m cc-text_white-500 cc-op_80\">Checkout is mission critical to your business, so when you need help, you it fast and you need an expert.<br><br>Mashgin is the only checkout provider with fully US-based support that will get on the phone with you in under 2 minutes, anytime of day. Just press a button on your machine and talk to an expert from our team.</p>"
},
{
"index": 76,
"heading": "H3: Insanely easy for customers and staff",
"text": "Mashgin is the easiest and fastest way for your customers to checkout. But, it also has to be easy for you to manage.Because we already trained on over 100k common items, you’ll be able to get going immediately.And when you need to add new or custom items, it takes just seconds to teach Mashgin new items.",
"words": 59,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (59 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p class=\"c-paragraph_m cc-text_white-500 cc-op_80\">Mashgin is the easiest and fastest way for your customers to checkout. But, it also has to be easy for you to manage.<br><br>Because we already trained on over 100k common items, you’ll be able to get going immediately.<br><br>And when you need to add new or custom items, it takes just seconds to teach Mashgin new items. </p>"
},
{
"index": 78,
"heading": "H3: White-glove deployment",
"text": "Checkout is essential to your customer experience and the success of your business. We treat your business like our own and go the extra mile to ensure you win. Our team works with you, in the field, to get Mashgin up and running and successful fast.",
"words": 46,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (46 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p class=\"c-paragraph_m cc-text_white-500 cc-op_80\">Checkout is essential to your customer experience and the success of your business. We treat your business like our own and go the extra mile to ensure you win. Our team works with you, in the field, to get Mashgin up and running and successful fast. </p>"
},
{
"index": 79,
"heading": "H3: Purpose-built hardware",
"text": "Unlike other solutions that rely on third-party devices, everything from hardware to software is purpose-built and proprietary with Mashgin. Why? Simply put, it’s the only way we can deliver a faster and more accurate experience than anyone else on the market.",
"words": 42,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (42 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p class=\"c-paragraph_m cc-text_white-500 cc-op_80\">Unlike other solutions that rely on third-party devices, everything from hardware to software is purpose-built and proprietary with Mashgin. <br><br>Why? Simply put, it’s the only way we can deliver a faster and more accurate experience than anyone else on the market.   </p>"
},
{
"index": 80,
"heading": "H3: AI accuracy",
"text": "We use multiple 3d cameras to create 3d models for each item in real time. The result, over 99.99% accuracy, even with hard to distinguish items and crowded carts.No other self checkout vendor comes close to our AI accuracy. When you have a rush of customers, 80-90% accuracy just won’t cut it.",
"words": 55,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (55 words; target 80-220)."
],
"html": "<p class=\"c-paragraph_m cc-text_white-500 cc-font_sansation\">We use multiple 3d cameras to create 3d models for each item in real time. The result, over 99.99% accuracy, even with hard to distinguish items and crowded carts.<br><br>No other self checkout vendor comes close to our AI accuracy. When you have a rush of customers, 80-90% accuracy just won’t cut it.</p>"
},
{
"index": 81,
"heading": "H3: Customer support",
"text": "Checkout is mission critical to your business, so when you need help, you it fast and you need an expert.Mashgin is the only checkout provider with fully US-based support that will get on the phone with you in under 2 minutes, anytime of day. Just press a button on your machine and talk to an expert from our team.",
"words": 60,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (60 words; target 80-220)."
],
"html": "<p class=\"c-paragraph_m cc-text_white-500 cc-font_sansation\">Checkout is mission critical to your business, so when you need help, you it fast and you need an expert.<br><br>Mashgin is the only checkout provider with fully US-based support that will get on the phone with you in under 2 minutes, anytime of day. Just press a button on your machine and talk to an expert from our team.</p>"
},
{
"index": 82,
"heading": "H3: Ease of use",
"text": "Mashgin is the easiest and fastest way for your customers to checkout. But, it also has to be easy for you to manage.Because we already trained on over 100k common items, you’ll be able to get going immediately.And when you need to add new or custom items, it takes just seconds to teach Mashgin new items.",
"words": 59,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (59 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p class=\"c-paragraph_m cc-text_white-500 cc-font_sansation\">Mashgin is the easiest and fastest way for your customers to checkout. But, it also has to be easy for you to manage.<br><br>Because we already trained on over 100k common items, you’ll be able to get going immediately.<br><br>And when you need to add new or custom items, it takes just seconds to teach Mashgin new items. </p>"
},
{
"index": 84,
"heading": "H3: White-glove deployment",
"text": "Checkout is essential to your customer experience and the success of your business. We treat your business like our own and go the extra mile to ensure you win. Our team works with you, in the field, to get Mashgin up and running and successful fast.",
"words": 46,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (46 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p class=\"c-paragraph_m cc-text_white-500 cc-font_sansation\">Checkout is essential to your customer experience and the success of your business. We treat your business like our own and go the extra mile to ensure you win. Our team works with you, in the field, to get Mashgin up and running and successful fast. </p>"
},
{
"index": 85,
"heading": "H3: Purpose-built hardware",
"text": "Unlike other solutions that rely on third-party devices, everything from hardware to software is purpose-built and proprietary with Mashgin. Why? Simply put, it’s the only way we can deliver a faster and more accurate experience than anyone else on the market.",
"words": 42,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (42 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p class=\"c-paragraph_m cc-text_white-500 cc-font_sansation\">Unlike other solutions that rely on third-party devices, everything from hardware to software is purpose-built and proprietary with Mashgin. <br><br>Why? Simply put, it’s the only way we can deliver a faster and more accurate experience than anyone else on the market.   </p>"
},
{
"index": 86,
"heading": "H2: FAQs",
"text": "Mashgin uses computer vision and machine learning to instantly identify items placed on its checkout tray. There’s no need to look for and scan barcodes: customers simply place their items on Mashgin’s tray, pay, and can be on their way in as little as 5 seconds. To see Mashgin being used, check out our video gallery here.",
"words": 59,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (59 words; target 80-220)."
],
"html": "<p class=\"c-text_m cc-text_white-500 cc-500\">Mashgin uses computer vision and machine learning to instantly identify items placed on its checkout tray. There’s no need to look for and scan barcodes: customers simply place their items on Mashgin’s tray, pay, and can be on their way in as little as 5 seconds. To see Mashgin being used, check out our <a href=\"/solution/video-gallery\">video gallery here</a>.</p>"
},
{
"index": 87,
"heading": "H2: FAQs",
"text": "Since we ship your Mashgin devices directly to you and integrate with your existing POS and payment processing, the entire process, from getting your device(s) to being customer-ready takes less than an hour. And you won’t be doing it alone. Mashgin’s implementation team will be with you hand-in-hand as you’re getting started to make sure you and your staff are set up for success.",
"words": 68,
"hasEvidence": false,
"reasons": [
"Too short for a citation-ready passage (68 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p class=\"c-text_m cc-text_white-500 cc-500\">Since we ship your Mashgin devices directly to you and integrate with your existing POS and payment processing, the entire process, from getting your device(s) to being customer-ready takes less than an hour. And you won’t be doing it alone. Mashgin’s implementation team will be with you hand-in-hand as you’re getting started to make sure you and your staff are set up for success.</p>"
},
{
"index": 88,
"heading": "H2: FAQs",
"text": "Over 40 million customers have already used Mashgin across over 4 thousand locations, including over half of all professional sports stadiums in the United States. In a study of thousands of sports fans, we found that over 80% of them had a strong preference for Mashgin over traditional checkout.",
"words": 49,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (49 words; target 80-220)."
],
"html": "<p class=\"c-text_m cc-text_white-500 cc-500\">Over 40 million customers have already used Mashgin across over 4 thousand locations, including over half of all professional sports stadiums in the United States. In a study of thousands of sports fans, we found that over 80% of them had a strong preference for Mashgin over traditional checkout. </p>"
},
{
"index": 90,
"heading": "H2: FAQs",
"text": "Checkout makes or breaks your business. We know this better than anyone. That’s why we make it extremely easy for you to talk to a real human 24/7. All you need to do is press a button on your Mashgin device and one of our US-based customer support representatives will be on the phone with you in 2 minutes or less. Don’t believe it? Ask any existing Mashgin customer about their experience.",
"words": 75,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (75 words; target 80-220)."
],
"html": "<p class=\"c-text_m cc-text_white-500 cc-500\">Checkout makes or breaks your business. We know this better than anyone. That’s why we make it extremely easy for you to talk to a real human 24/7. All you need to do is press a button on your Mashgin device and one of our US-based customer support representatives will be on the phone with you in 2 minutes or less. Don’t believe it? Ask any existing Mashgin customer about their experience.</p>"
},
{
"index": 91,
"heading": "H2: FAQs",
"text": "The self-checkout experience that we are all used-to from major grocery stores relies on scanning a barcode for each item individually and sometimes manually entering item details. It’s a great option, but still a manual and tedious process. Comparatively Mashgin rings up everything you or your customers are purchasing at once and it takes just a second. Simply put all of your items on the Mashgin tray, see your t...",
"words": 90,
"hasEvidence": false,
"reasons": [
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p class=\"c-text_m cc-text_white-500 cc-500\">The self-checkout experience that we are all used-to from major grocery stores relies on scanning a barcode for each item individually and sometimes manually entering item details. It’s a great option, but still a manual and tedious process. Comparatively Mashgin rings up everything you or your customers are purchasing at once and it takes just a second. Simply put all of your items on the Mashgin tray, see your total, and tap or swipe to pa..."
},
{
"index": 92,
"heading": "H2: FAQs",
"text": "The self-checkout experience that we are all used-to from major grocery stores relies on scanning a barcode for each item individually and sometimes manually entering item details. It’s a great option, but still a manual and tedious process. Comparatively Mashgin rings up everything you or your customers are purchasing at once and it takes just a second. Simply put all of your items on the Mashgin tray, see your t...",
"words": 90,
"hasEvidence": false,
"reasons": [
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p class=\"c-text_m cc-text_white-500 cc-500\">The self-checkout experience that we are all used-to from major grocery stores relies on scanning a barcode for each item individually and sometimes manually entering item details. It’s a great option, but still a manual and tedious process. Comparatively Mashgin rings up everything you or your customers are purchasing at once and it takes just a second. Simply put all of your items on the Mashgin tray, see your total, and tap or swipe to pa..."
},
{
"index": 96,
"heading": "H2: FAQs",
"text": "Simply put: to deliver the best customer experience. The secret sauce of Mashgin is the insanely powerful AI and its ability to perform real-time 3d modeling to identify products with unmatched accuracy and speed. This is how Mashgin is able to differentiate items that even most humans can’t and uniquely identify many items at once, even if the tray is crowded. To deliver the very best AI, we need to use proprieta...",
"words": 95,
"hasEvidence": false,
"reasons": [
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p class=\"c-text_m cc-text_white-500 cc-500\">Simply put: to deliver the best customer experience. The secret sauce of Mashgin is the insanely powerful AI and its ability to perform real-time 3d modeling to identify products with unmatched accuracy and speed. This is how Mashgin is able to differentiate items that even most humans can’t and uniquely identify many items at once, even if the tray is crowded. To deliver the very best AI, we need to use proprietary technology to power it. I..."
},
{
"index": 97,
"heading": "H2: FAQs",
"text": "Mashgin estimates as much as a 400% increase in sales compared to traditional checkout options. The degree of increase varies depending on location and circumstances. For example, corporate cafeterias typically see a 20% increase, while the Denver Broncos saw a 96% faster customer throughput and saw total number of transactions per game increase by 34% at locations with Mashgin installed.",
"words": 60,
"hasEvidence": true,
"reasons": [
"Too short for a citation-ready passage (60 words; target 80-220)."
],
"html": "<p class=\"c-text_m cc-text_white-500 cc-500\">Mashgin estimates as much as a 400% increase in sales compared to traditional checkout options. The degree of increase varies depending on location and circumstances. For example, corporate cafeterias typically see a 20% increase, while the Denver Broncos saw a 96% faster customer throughput and saw total number of transactions per game increase by 34% at locations with Mashgin installed.</p>"
},
{
"index": 98,
"heading": "H2: FAQs",
"text": "Can a customer checkout fully autonomously in most cases (exceptions include alcohol and other age restricted products) with Mashgin? Yes. Does that mean businesses are removing cashiers and human representatives? No. Mashgin allows an employee to be significantly more productive and support many customers simultaneously. More importantly, Mashgin lets your employees do things that machines can't, like answer ques...",
"words": 68,
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"reasons": [
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"Missing a named source, statistic, date, percentage, report, or other evidence signal."
],
"html": "<p class=\"c-text_m cc-text_white-500 cc-500\">Can a customer checkout fully autonomously in most cases (exceptions include alcohol and other age restricted products) with Mashgin? Yes. Does that mean businesses are removing cashiers and human representatives? No. Mashgin allows an employee to be significantly more productive and support many customers simultaneously. More importantly, Mashgin lets your employees do things that machines can't, like answer questions for customers, restock s..."
},
{
"index": 99,
"heading": "H2: FAQs",
"text": "Yes. Mashgin works with the majority of common systems that POS businesses already rely on and we are always adding more integrations. For a full list of integrations, check out our integrations page. Don’t see something that’s important to your business? Reach out to us at [email protected] and ask us. We may already have it or be able to make it work for you.",
"words": 68,
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"Too short for a citation-ready passage (68 words; target 80-220).",
"Missing a named source, statistic, date, percentage, report, or other evidence signal."
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"html": "<p class=\"c-text_m cc-text_white-500 cc-500\">Yes. Mashgin works with the majority of common systems that POS businesses already rely on and we are always adding more integrations. For a full list of integrations, check out our integrations page. Don’t see something that’s important to your business? Reach out to us at <a href=\"mailto:[email protected]\">[email protected]</a> and ask us. We may already have it or be able to make it work for you.</p>"
},
{
"index": 103,
"heading": "H2: Learn how Mashgin can transform your business.",
"text": "By providing your phone number or initiating a text conversation with Mashgin, you consent to receive SMS messages related to support updates, existing cases, account notifications, and service alerts.Message frequency may vary. Message and data rates may apply. You can reply STOP at any time to opt out.For more information, please review our Privacy Policy and Terms of Service.",
"words": 61,
"hasEvidence": true,
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"html": "<p id=\"w-node-c25c9cd6-7e78-eb68-5a68-69f524c9276c-bf71433d\" class=\"c-paragraph_s cc-text_center\">By providing your phone number or initiating a text conversation with Mashgin, you consent to receive SMS messages related to support updates, existing cases, account notifications, and service alerts.Message frequency may vary. Message and data rates may apply. You can reply STOP at any time to opt out.For more information, please review our Privacy Policy and Terms of Service.</p>"
}
],
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{
"index": 89,
"heading": "H2: FAQs",
"text": "We use cameras to see items and computer vision to identify them. Barcodes are currently the most widely used item ID method. Barcode scanning is also a form of visual identification, but only enough to recognize the unique black-and-white bar pattern and output the associated 11-digit code. By using everyday cameras, it’s possible to read all the visual information an item already contains like the colors, shapes...",
"words": 87,
"hasEvidence": true,
"reasons": [],
"html": "<p class=\"c-text_m cc-text_white-500 cc-500\">We use cameras to see items and computer vision to identify them. Barcodes are currently the most widely used item ID method. Barcode scanning is also a form of visual identification, but only enough to recognize the unique black-and-white bar pattern and output the associated 11-digit code. By using everyday cameras, it’s possible to read all the visual information an item already contains like the colors, shapes, sizes, and other features...."
},
{
"index": 93,
"heading": "H2: FAQs",
"text": "We’ll admit, it is a pretty darn cool concept to just walk out without any checkout. That said for 99% of retail, this experience doesn’t make sense and is extremely impractical and costly to execute. This type of experience requires a complete systems and hardware overhaul of your business including many new instances of camera hardware to be installed and a massive shift in how your customers shop. And that’s as...",
"words": 129,
"hasEvidence": true,
"reasons": [],
"html": "<p class=\"c-text_m cc-text_white-500 cc-500\">We’ll admit, it is a pretty darn cool concept to just walk out without any checkout. That said for 99% of retail, this experience doesn’t make sense and is extremely impractical and costly to execute. This type of experience requires a complete systems and hardware overhaul of your business including many new instances of camera hardware to be installed and a massive shift in how your customers shop. And that’s assuming the tec..."
},
{
"index": 94,
"heading": "H2: FAQs",
"text": "With the advancements of open source computer vision, it’s actually not that hard to create software to identify items in a customer’s cart with decent accuracy. That said, identifying items at high speed, at different angles, in multiple different scenarios with near perfect accuracy is extremely difficult. The secret sauce behind Mashgin is our ability to check out a full cart or order worth of items, regardless...",
"words": 131,
"hasEvidence": true,
"reasons": [],
"html": "<p class=\"c-text_m cc-text_white-500 cc-500\">With the advancements of open source computer vision, it’s actually not that hard to create software to identify items in a customer’s cart with decent accuracy. That said, identifying items at high speed, at different angles, in multiple different scenarios with near perfect accuracy is extremely difficult. The secret sauce behind Mashgin is our ability to check out a full cart or order worth of items, regardless of how they are arra..."
},
{
"index": 95,
"heading": "H2: FAQs",
"text": "Across over 4 thousand customer sites using Mashgin for checkout, most saw either no change or a decrease in theft after they implemented Mashgin. Why? From our analysis a significant portion of retail theft comes from customers that are frustrated with waiting and therefore choose to steal and from internal shrink. Mashgin significantly reduces both of these causes of theft. Unlike barcode-based self-checkout, wh...",
"words": 122,
"hasEvidence": true,
"reasons": [],
"html": "<p class=\"c-text_m cc-text_white-500 cc-500\">Across over 4 thousand customer sites using Mashgin for checkout, most saw either no change or a decrease in theft after they implemented Mashgin. Why? From our analysis a significant portion of retail theft comes from customers that are frustrated with waiting and therefore choose to steal and from internal shrink. Mashgin significantly reduces both of these causes of theft. Unlike barcode-based self-checkout, where customers must individually sca..."
}
],
"score": 75,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Entity and definition clarity
AEO: Entity and definition clarity scored 80/100 and needs improvement.
2 Warning
GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AEO: Entity and definition clarity
AEO: Entity and definition clarity scored 80/100 and needs improvement.
Needs attention
AEO: Entity and definition clarity
Issue
Entity or definition gaps: mashgin, world, fastest, automagic.
Details
Why it matters
Answer engines need concise answers, question-led structure, entity clarity, visible evidence, and trust signals that can be extracted without relying on search-only metadata checks.
Check name
AEO: Entity and definition clarity
Score
80/100
Status
warning
Category
GEO, AIO & AEO
Maturity
Emerging recommendation
Goal
Make page content easy for answer engines and assistants to answer from directly.
Result
AEO: Entity and definition clarity scored 80/100 and needs improvement.
Evidence
{
"title": "Mashgin | The World's Fastest AI Checkout",
"h1": "Automagic checkout",
"description": "Powering billions of transactions for thousands of retailers, we're the only patented 3D AI checkout. Just place items and our AI does the rest in 0.5 seconds.",
"topicOverlap": 0.2,
"definitionCount": 50,
"topicTerms": [
"mashgin",
"world",
"fastest",
"checkout",
"automagic"
],
"descriptionTerms": [
"powering",
"billions",
"transactions",
"thousands",
"retailers",
"only",
"patented",
"checkout",
"just",
"place",
"items",
"does",
"rest",
"seconds"
],
"missingFromDescription": [
"mashgin",
"world",
"fastest",
"automagic"
],
"score": 80,
"weight": 18
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Page experience for AIO
AIO: Page experience for AIO scored 70/100 and needs improvement.
2 Warning
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
333 image(s) are missing width/height attributes. 9 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": 4646,
"htmlBytes": 492312,
"imagesMissingDimensions": [
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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
32 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
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"passing": 28,
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{
"heading": "Powering over 1.5 B transactions at your favorite retail locations.",
"headingHtml": "<h2 class=\"cc-text_white-500 c-paragraph_l-v2 cc-op_80\"><span>Powering over 1.5 B transactions at your favorite retail locations. </span></h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "AI is cool. Real value is cooler.",
"headingHtml": "<h2 class=\"c-text_l-v2 cc-300 cc-text_white-500\"><span class=\"cc-op_60\">AI is cool. </span><span class=\"cc-700\"><br>Real value is cooler. </span></h2>",
"firstParagraph": "Businesses like yours are increasing revenue, decreasing costs, and drastically improving customer experience with Mashgin.",
"paragraphHtml": "<p class=\"c-paragraph_l-v2 cc-text_white-500 cc-op_80\">Businesses like yours are increasing revenue, decreasing costs, and drastically improving customer experience with Mashgin.</p>",
"words": 15,
"direct": false,
"issue": "First paragraph is 15 words and does not look like a concise direct answer."
},
{
"heading": "20%",
"headingHtml": "<h3 class=\"c-testimonial-counter\">20%</h3>",
"firstParagraph": "\"I have a deep love for Mashgin and what it has done for our business.\"",
"paragraphHtml": "<p>"I have a deep love for Mashgin and what it has done for our business."</p>",
"words": 15,
"direct": false,
"issue": "First paragraph is 15 words and does not look like a concise direct answer."
},
{
"heading": "18%",
"headingHtml": "<h3 class=\"c-testimonial-counter\">18%</h3>",
"firstParagraph": "“Students really love the speed of service, the convenience, and that they don't need to give someone their credit card or talk to anybody if they don’t want to.”",
"paragraphHtml": "<p>“Students really love the speed of service, the convenience, and that they don't need to give someone their credit card or talk to anybody if they don’t want to.”</p>",
"words": 30,
"direct": false,
"issue": "First paragraph is 30 words and does not look like a concise direct answer."
},
{
"heading": "20%",
"headingHtml": "<h3 class=\"c-testimonial-counter\">20%</h3>",
"firstParagraph": "\"I have a deep love for Mashgin and what it has done for our business.\"",
"paragraphHtml": "<p>"I have a deep love for Mashgin and what it has done for our business."</p>",
"words": 15,
"direct": false,
"issue": "First paragraph is 15 words and does not look like a concise direct answer."
},
{
"heading": "18%",
"headingHtml": "<h3 class=\"c-testimonial-counter\">18%</h3>",
"firstParagraph": "“Students really love the speed of service, the convenience, and that they don't need to give someone their credit card or talk to anybody if they don’t want to.”",
"paragraphHtml": "<p>“Students really love the speed of service, the convenience, and that they don't need to give someone their credit card or talk to anybody if they don’t want to.”</p>",
"words": 30,
"direct": false,
"issue": "First paragraph is 30 words and does not look like a concise direct answer."
},
{
"heading": "Better margins & more convenient stores",
"headingHtml": "<h3 class=\"c-text_xm cc-500 cc-text_white-500\">Better margins & more convenient stores</h3>",
"firstParagraph": "Cut lines in half during peak times and free up staff to keep your store spotless. Shorter lines lead to more sales both at the counter and the pump.DK Stores reduced lines 67%",
"paragraphHtml": "<p class=\"c-paragraph_m cc-text_white-500 cc-font_sansation\">Cut lines in half during peak times and free up staff to keep your store spotless. Shorter lines lead to more sales both at the counter and the pump.<br><br>DK Stores <strong>reduced lines 67%</strong></p>",
"words": 34,
"direct": false,
"issue": "First paragraph is 34 words and does not look like a concise direct answer."
},
{
"heading": "Happier fans & more repeat purchases",
"headingHtml": "<h3 class=\"c-text_xm cc-text_white-500\">Happier fans & more repeat purchases</h3>",
"firstParagraph": "Get fans back to the game with 400% faster transactions. Shorter, faster-moving lines increase concessions sales and increase fan experience scores.UT Austin boosted stadium concessions revenue 125%.",
"paragraphHtml": "<p class=\"c-paragraph_m cc-text_white-500 cc-font_sansation\">Get fans back to the game with 400% faster transactions. Shorter, faster-moving lines increase concessions sales and increase fan experience scores.<br><br>UT Austin <strong>boosted stadium concessions revenue 125%</strong>.</p>",
"words": 28,
"direct": false,
"issue": "First paragraph is 28 words and does not look like a concise direct answer."
},
{
"heading": "Shorter lines and more sales",
"headingHtml": "<h3 class=\"c-text_xm cc-500 cc-text_white-500\">Shorter lines and more sales</h3>",
"firstParagraph": "Double cashier productivity and shorten lines to capture as much revenue as possible at micro markets and small retail locations.",
"paragraphHtml": "<p class=\"c-paragraph_m cc-text_white-500 cc-font_sansation\">Double cashier productivity and shorten lines to capture as much revenue as possible at micro markets and small retail locations.</p>",
"words": 20,
"direct": false,
"issue": "First paragraph is 20 words and does not look like a concise direct answer."
},
{
"heading": "Higher clinician and visitor satisfaction",
"headingHtml": "<h3 class=\"c-text_xm cc-500 cc-text_white-500\">Higher clinician and visitor satisfaction</h3>",
"firstParagraph": "Dramatically shorten lines to give clinicians more time on their lunch break and make it easy for visitors to grab a bite while they care for loved ones.Candler Hospital increased sales by 110% without additional staff.",
"paragraphHtml": "<p class=\"c-paragraph_m cc-text_white-500 cc-font_sansation\">Dramatically shorten lines to give clinicians more time on their lunch break and make it easy for visitors to grab a bite while they care for loved ones.<br><br>Candler Hospital <strong>increased sales by 110%</strong> without additional staff.</p>",
"words": 37,
"direct": false,
"issue": "First paragraph is 37 words and does not look like a concise direct answer."
},
{
"heading": "Boost cafe sales and staff efficiency",
"headingHtml": "<h3 class=\"c-text_xm cc-500 cc-text_white-500\">Boost cafe sales and staff efficiency</h3>",
"firstParagraph": "Double mealtime throughput with half the staff needed at checkout. Focus your team on making food and helping guests while shorter lines increase meal participation and guest satisfaction.",
"paragraphHtml": "<p class=\"c-paragraph_m cc-text_white-500 cc-font_sansation\">Double mealtime throughput with half the staff needed at checkout. Focus your team on making food and helping guests while shorter lines increase meal participation and guest satisfaction.</p>",
"words": 28,
"direct": false,
"issue": "First paragraph is 28 words and does not look like a concise direct answer."
},
{
"heading": "Faster service and more open outlets",
"headingHtml": "<h3 class=\"c-text_xm cc-500 cc-text_white-500\">Faster service and more open outlets</h3>",
"firstParagraph": "Get guests back on the mountain with dramatically shorter lines. Staff can manage multiple kiosks at once, opening up additional POS and whole additional outlets.Palisades Tahoe saw 40% more sales on peak days of the season.",
"paragraphHtml": "<p class=\"c-paragraph_m cc-text_white-500 cc-font_sansation\">Get guests back on the mountain with dramatically shorter lines. Staff can manage multiple kiosks at once, opening up additional POS and whole additional outlets.<br><br>Palisades Tahoe saw <strong>40% more sales</strong> on peak days of the season.</p>",
"words": 37,
"direct": false,
"issue": "First paragraph is 37 words and does not look like a concise direct answer."
},
{
"heading": "Better margins & more convenient stores",
"headingHtml": "<h3 class=\"c-text_xm cc-500 cc-text_white-500\">Better margins & more convenient stores</h3>",
"firstParagraph": "Cut lines in half during peak times and free up staff to keep your store spotless. Shorter lines lead to more sales both at the counter and the pump.DK Stores reduced lines 67%",
"paragraphHtml": "<p class=\"c-paragraph_m cc-text_white-500 cc-500 cc-op_80\">Cut lines in half during peak times and free up staff to keep your store spotless. Shorter lines lead to more sales both at the counter and the pump.<br><br>DK Stores <strong>reduced lines 67%</strong></p>",
"words": 34,
"direct": false,
"issue": "First paragraph is 34 words and does not look like a concise direct answer."
},
{
"heading": "Happier fans & more repeat purchases",
"headingHtml": "<h3 class=\"c-text_xm cc-text_white-500\">Happier fans & more repeat purchases</h3>",
"firstParagraph": "Get fans back to the game with 400% faster transactions. Shorter, faster-moving lines increase concessions sales and increase fan experience scores.UT Austin boosted stadium concessions revenue 125%.",
"paragraphHtml": "<p class=\"c-paragraph_m cc-text_white-500 cc-500 cc-op_80\">Get fans back to the game with 400% faster transactions. Shorter, faster-moving lines increase concessions sales and increase fan experience scores.<br><br>UT Austin <strong>boosted stadium concessions revenue 125%</strong>.</p>",
"words": 28,
"direct": false,
"issue": "First paragraph is 28 words and does not look like a concise direct answer."
},
{
"heading": "Shorter lines and more sales",
"headingHtml": "<h3 class=\"c-text_xm cc-500 cc-text_white-500\">Shorter lines and more sales</h3>",
"firstParagraph": "Double cashier productivity and shorten lines to capture as much revenue as possible at micro markets and small retail locations.",
"paragraphHtml": "<p class=\"c-paragraph_m cc-text_white-500 cc-500 cc-op_80\">Double cashier productivity and shorten lines to capture as much revenue as possible at micro markets and small retail locations.</p>",
"words": 20,
"direct": false,
"issue": "First paragraph is 20 words and does not look like a concise direct answer."
},
{
"heading": "Higher clinician and visitor satisfaction",
"headingHtml": "<h3 class=\"c-text_xm cc-500 cc-text_white-500\">Higher clinician and visitor satisfaction</h3>",
"firstParagraph": "Dramatically shorten lines to give clinicians more time on their lunch break and make it easy for visitors to grab a bite while they care for loved ones.Candler Hospital increased sales by 110% without additional staff.",
"paragraphHtml": "<p class=\"c-paragraph_m cc-text_white-500 cc-500 cc-op_80\">Dramatically shorten lines to give clinicians more time on their lunch break and make it easy for visitors to grab a bite while they care for loved ones.<br><br>Candler Hospital <strong>increased sales by 110%</strong> without additional staff.</p>",
"words": 37,
"direct": false,
"issue": "First paragraph is 37 words and does not look like a concise direct answer."
},
{
"heading": "Boost cafe sales and staff efficiency",
"headingHtml": "<h3 class=\"c-text_xm cc-500 cc-text_white-500\">Boost cafe sales and staff efficiency</h3>",
"firstParagraph": "Double mealtime throughput with half the staff needed at checkout. Focus your team on making food and helping guests while shorter lines increase meal participation and guest satisfaction.",
"paragraphHtml": "<p class=\"c-paragraph_m cc-text_white-500 cc-500 cc-op_80\">Double mealtime throughput with half the staff needed at checkout. Focus your team on making food and helping guests while shorter lines increase meal participation and guest satisfaction.</p>",
"words": 28,
"direct": false,
"issue": "First paragraph is 28 words and does not look like a concise direct answer."
},
{
"heading": "Faster service and more open outlets",
"headingHtml": "<h3 class=\"c-text_xm cc-500 cc-text_white-500\">Faster service and more open outlets</h3>",
"firstParagraph": "Get guests back on the mountain with dramatically shorter lines. Staff can manage multiple kiosks at once, opening up additional POS and whole additional outlets.Palisades Tahoe saw 40% more sales on peak days of the season.",
"paragraphHtml": "<p class=\"c-paragraph_m cc-text_white-500 cc-500 cc-op_80\">Get guests back on the mountain with dramatically shorter lines. Staff can manage multiple kiosks at once, opening up additional POS and whole additional outlets.<br><br>Palisades Tahoe saw <strong>40% more sales</strong> on peak days of the season.</p>",
"words": 37,
"direct": false,
"issue": "First paragraph is 37 words and does not look like a concise direct answer."
},
{
"heading": "Why Mashgin is tailor-made to deliver for your business like no one else.",
"headingHtml": "<h2 class=\"c-text_l-v2 cc-300 cc-text_white-500 cc-width_70\"><span class=\"cc-700\">Why Mashgin is tailor-made to deliver for your business</span> <span class=\"cc-op_60\">like no one else.</span></h2>",
"firstParagraph": "",
"paragraphHtml": "",
"words": 0,
"direct": false,
"issue": "No paragraph follows this heading."
},
{
"heading": "Unmatched AI Accuracy",
"headingHtml": "<h3 class=\"c-text_m-2 cc-text_white-500\">Unmatched AI Accuracy</h3>",
"firstParagraph": "We use multiple 3D cameras to create 3D models for each item in real time. The result, over 99.99% accuracy, even with hard to distinguish items and crowded carts.No other self checkout vendor comes close to our AI accuracy. When you have a rush of customers, 80-90% accuracy just won’t cut it.",
"paragraphHtml": "<p class=\"c-paragraph_m cc-text_white-500 cc-op_80\">We use multiple 3D cameras to create 3D models for each item in real time. The result, over 99.99% accuracy, even with hard to distinguish items and crowded carts.<br><br>No other self checkout vendor comes close to our AI accuracy. When you have a rush of customers, 80-90% accuracy just won’t cut it.</p>",
"words": 55,
"direct": false,
"issue": "First paragraph is 55 words and does not look like a concise direct answer."
},
{
"heading": "Integrates with your existing systems",
"headingHtml": "<h3 class=\"c-text_m-2 cc-text_white-500\">Integrates with your existing systems</h3>",
"firstParagraph": "Your checkout solution needs to work with your existing technology and process. We integrate with 50+ payment networks, POS systems, loyalty systems, and more to ensure that Mashgin fits within your specific workflows.",
"paragraphHtml": "<p class=\"c-paragraph_m cc-text_white-500 cc-op_80\">Your checkout solution needs to work with your existing technology and process. We integrate with 50+ payment networks, POS systems, loyalty systems, and more to ensure that Mashgin fits within your specific workflows.</p>",
"words": 33,
"direct": false,
"issue": "First paragraph is 33 words and does not look like a concise direct answer."
},
{
"heading": "AI accuracy",
"headingHtml": "<h3 class=\"c-text_xm cc-500 cc-text_white-500\">AI accuracy</h3>",
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"paragraphHtml": "<p class=\"c-paragraph_m cc-text_white-500 cc-font_sansation\">We use multiple 3d cameras to create 3d models for each item in real time. The result, over 99.99% accuracy, even with hard to distinguish items and crowded carts.<br><br>No other self checkout vendor comes close to our AI accuracy. When you have a rush of customers, 80-90% accuracy just won’t cut it.</p>",
"words": 55,
"direct": false,
"issue": "First paragraph is 55 words and does not look like a concise direct answer."
},
{
"heading": "Integrations",
"headingHtml": "<h3 class=\"c-text_xm cc-500 cc-text_white-500\">Integrations</h3>",
"firstParagraph": "Your checkout solution needs to work with your existing technology and process. We integrate with payment networks, POS systems, loyalty systems, and more to ensure that Mashgin fits within your specific workflows.",
"paragraphHtml": "<p class=\"c-paragraph_m cc-text_white-500 cc-font_sansation\">Your checkout solution needs to work with your existing technology and process. We integrate with payment networks, POS systems, loyalty systems, and more to ensure that Mashgin fits within your specific workflows.</p>",
"words": 32,
"direct": false,
"issue": "First paragraph is 32 words and does not look like a concise direct answer."
},
{
"heading": "FAQs",
"headingHtml": "<h2 class=\"c-text_l-v2 cc-700 cc-text_white-500\">FAQs</h2>",
"firstParagraph": "Mashgin uses computer vision and machine learning to instantly identify items placed on its checkout tray. There’s no need to look for and scan barcodes: customers simply place their items on Mashgin’s tray, pay, and can be on their way in as little as 5 seconds. To see Mashgin being used, check out our video galler...",
"paragraphHtml": "<p class=\"c-text_m cc-text_white-500 cc-500\">Mashgin uses computer vision and machine learning to instantly identify items placed on its checkout tray. There’s no need to look for and scan barcodes: customers simply place their items on Mashgin’s tray, pay, and can be on their way in as little as 5 seconds. To see Mashgin being used, check out our <a href=\"/solution/video-gallery\">video gallery here</a>.</p>",
"words": 59,
"direct": false,
"issue": "First paragraph is 59 words and does not look like a concise direct answer."
},
{
"heading": "Learn how Mashgin can transform your business.",
"headingHtml": "<h2 class=\"c-text_l-v2 cc-300 cc-text_white-500\"><span class=\"cc-op_80\">Learn how Mashgin can</span> <br><strong>transform your business.</strong></h2>",
"firstParagraph": "MASHGIN® is a registered trademark of Mashgin Inc.© 2026 Mashgin Inc.",
"paragraphHtml": "<p class=\"c-footer_paragraph\">MASHGIN® is a registered trademark of Mashgin Inc.<br>© 2026 Mashgin Inc.</p>",
"words": 11,
"direct": false,
"issue": "First paragraph is 11 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, 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": "Ring up anything instantly",
"html": "<h2 class=\"c-text_xl-v2 cc-text_white-500\"><span class=\"cc-300\">Ring up anything </span>instantly</h2>"
},
{
"text": "Mashgin is everywhere",
"html": "<h2 class=\"c-text_l-v2 cc-300 cc-text_white-500\"><span>Mashgin is</span> <span class=\"cc-700\">everywhere</span></h2>"
},
{
"text": "Powering over 1.5 B transactions at your favorite retail locations.",
"html": "<h2 class=\"cc-text_white-500 c-paragraph_l-v2 cc-op_80\"><span>Powering over 1.5 B transactions at your favorite retail locations. </span></h2>"
},
{
"text": "AI is cool. Real value is cooler.",
"html": "<h2 class=\"c-text_l-v2 cc-300 cc-text_white-500\"><span class=\"cc-op_60\">AI is cool. </span><span class=\"cc-700\"><br>Real value is cooler. </span></h2>"
},
{
"text": "Your customers already love the magic of Mashgin",
"html": "<h2 class=\"c-text_l-v2 cc-300 cc-text_white-500\"><span>Your customers already</span> <span class=\"cc-700\">love the magic of Mashgin</span></h2>"
},
{
"text": "Your customers already love the magic of Mashgin",
"html": "<h2 class=\"c-text_l-v2 cc-300 cc-text_white-500\"><span class=\"cc-op_60\">Your customers already</span> <span class=\"cc-700\">love the magic of Mashgin</span></h2>"
},
{
"text": "Your peers are growing with Mashgin.",
"html": "<h2 class=\"c-text_l-v2 cc-300 cc-text_white-500\"><span class=\"cc-op_60\">Your peers are</span> <br><span class=\"cc-700\">growing with Mashgin.</span></h2>"
},
{
"text": "Why Mashgin is tailor-made to deliver for your business like no one else.",
"html": "<h2 class=\"c-text_l-v2 cc-300 cc-text_white-500 cc-width_70\"><span class=\"cc-700\">Why Mashgin is tailor-made to deliver for your business</span> <span class=\"cc-op_60\">like no one else.</span></h2>"
},
{
"text": "FAQs",
"html": "<h2 class=\"c-text_l-v2 cc-700 cc-text_white-500\">FAQs</h2>"
},
{
"text": "Learn how Mashgin can transform your business.",
"html": "<h2 class=\"c-text_l-v2 cc-300 cc-text_white-500\"><span class=\"cc-op_80\">Learn how Mashgin can</span> <br><strong>transform your business.</strong></h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is Mashgin?",
"pattern": {}
},
{
"id": "how",
"label": "How does Mashgin work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Mashgin?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Mashgin free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Mashgin compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "what",
"label": "What is Mashgin?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Mashgin free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Mashgin compare with alternatives?",
"pattern": {}
}
],
"score": 70,
"weight": 8
}Agent Ease of UseAPIEmerging recommendation
AI context endpoint
AI context endpoint is informational for this page.
Informational
Agent Ease of UseAPIEmerging recommendation
AI context endpoint
AI context endpoint is informational for this page.
Needs attention
AI context endpoint
Issue
AI context endpoint is informational for this page.
Why it matters
A context endpoint gives agents a small, low-latency summary of product purpose, safe actions, and canonical machine-readable resources without scraping the whole site.
Check name
AI context endpoint
Score
100/100
Status
informational
Category
API
Maturity
Emerging recommendation
Goal
Expose a compact API context endpoint agents can fetch before deciding which public API or discovery resource to use.
Result
AI context endpoint is informational for this page.
Validation steps
Fetch to find resource
AI context endpoint was not found at the expected path.
Evidence
{
"steps": [
{
"id": "fetch",
"title": "Fetch to find resource",
"status": "informational",
"evidence": {
"checked": [
{
"path": "/api/ai/context",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 6439
},
{
"path": "/api/context",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 6439
},
{
"path": "/context",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 6439
}
]
},
"issue": "AI context endpoint was not found at the expected path.",
"howToFix": "Publish a concise JSON or Markdown AI context endpoint describing the product, public actions, and machine-readable resources."
}
]
}GEO, AIO and AEOGEO, AIO & AEOEmerging recommendation
AIO: Query intent coverage
AIO: Query intent coverage is informational for this page.
Informational
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, 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": "Ring up anything instantly",
"html": "<h2 class=\"c-text_xl-v2 cc-text_white-500\"><span class=\"cc-300\">Ring up anything </span>instantly</h2>"
},
{
"text": "Mashgin is everywhere",
"html": "<h2 class=\"c-text_l-v2 cc-300 cc-text_white-500\"><span>Mashgin is</span> <span class=\"cc-700\">everywhere</span></h2>"
},
{
"text": "Powering over 1.5 B transactions at your favorite retail locations.",
"html": "<h2 class=\"cc-text_white-500 c-paragraph_l-v2 cc-op_80\"><span>Powering over 1.5 B transactions at your favorite retail locations. </span></h2>"
},
{
"text": "AI is cool. Real value is cooler.",
"html": "<h2 class=\"c-text_l-v2 cc-300 cc-text_white-500\"><span class=\"cc-op_60\">AI is cool. </span><span class=\"cc-700\"><br>Real value is cooler. </span></h2>"
},
{
"text": "Your customers already love the magic of Mashgin",
"html": "<h2 class=\"c-text_l-v2 cc-300 cc-text_white-500\"><span>Your customers already</span> <span class=\"cc-700\">love the magic of Mashgin</span></h2>"
},
{
"text": "Your customers already love the magic of Mashgin",
"html": "<h2 class=\"c-text_l-v2 cc-300 cc-text_white-500\"><span class=\"cc-op_60\">Your customers already</span> <span class=\"cc-700\">love the magic of Mashgin</span></h2>"
},
{
"text": "Your peers are growing with Mashgin.",
"html": "<h2 class=\"c-text_l-v2 cc-300 cc-text_white-500\"><span class=\"cc-op_60\">Your peers are</span> <br><span class=\"cc-700\">growing with Mashgin.</span></h2>"
},
{
"text": "Why Mashgin is tailor-made to deliver for your business like no one else.",
"html": "<h2 class=\"c-text_l-v2 cc-300 cc-text_white-500 cc-width_70\"><span class=\"cc-700\">Why Mashgin is tailor-made to deliver for your business</span> <span class=\"cc-op_60\">like no one else.</span></h2>"
},
{
"text": "FAQs",
"html": "<h2 class=\"c-text_l-v2 cc-700 cc-text_white-500\">FAQs</h2>"
},
{
"text": "Learn how Mashgin can transform your business.",
"html": "<h2 class=\"c-text_l-v2 cc-300 cc-text_white-500\"><span class=\"cc-op_80\">Learn how Mashgin can</span> <br><strong>transform your business.</strong></h2>"
}
],
"expected": [
{
"id": "what",
"label": "What is Mashgin?",
"pattern": {}
},
{
"id": "how",
"label": "How does Mashgin work?",
"pattern": {}
},
{
"id": "benefits",
"label": "Why use Mashgin?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Mashgin free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Mashgin compare with alternatives?",
"pattern": {}
}
],
"missing": [
{
"id": "what",
"label": "What is Mashgin?",
"pattern": {}
},
{
"id": "cost",
"label": "Is Mashgin free or paid?",
"pattern": {}
},
{
"id": "compare",
"label": "How does Mashgin compare with alternatives?",
"pattern": {}
}
],
"score": 70,
"weight": 4
}Agent Ease of UseAuthEmerging recommendation
Auth.md Agent Registration
Auth.md Agent Registration has an informational finding because the page appears to support authentication.
Informational
Agent Ease of UseAuthEmerging recommendation
Auth.md Agent Registration
Auth.md Agent Registration has an informational finding because the page appears to support authentication.
Needs attention
Auth.md Agent Registration
Issue
auth.md response did not match the expected agent registration shape. Content-Type "text/html; charset=utf-8" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.
Why it matters
Agent registration metadata lets automated clients find the registration path, supported identity types, credential types, and related claim or revocation endpoints without scraping human docs.
Check name
Auth.md Agent Registration
Score
0/100
Status
informational
Category
Auth
Maturity
Emerging recommendation
Goal
Publish Auth.md and agent_auth metadata so agents can discover registration and credential requirements.
Result
Auth.md Agent Registration has an informational finding because the page appears to support authentication.
Validation steps
Fetch and validate /auth.md
auth.md response did not match the expected agent registration shape. Content-Type "text/html; charset=utf-8" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.
Publish protected resource metadata
The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.
Validate agent_auth authorization metadata
OAuth authorization server metadata could not be fetched.
Evidence
{
"failedStep": "auth-md",
"steps": [
{
"id": "auth-md",
"title": "Fetch and validate /auth.md",
"status": "fail",
"evidence": {
"path": "/auth.md",
"ok": false,
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 6439,
"validation": {
"valid": false,
"issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html; charset=utf-8\" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.",
"compatibleContentType": false,
"contentLength": 6276,
"hasRegisterInstructions": false,
"hasProtectedResourceLink": false,
"hasAuthorizationServerLink": false,
"mentionsIdentity": false,
"mentionsCredential": false,
"links": [
"https://cdn.prod.website-files.com\"",
"/title",
"https://cdn.prod.website-files.com/603557fca6b5097977fbac59/css/mashgin-6a5499c78811d71efcf3f7f31c8f03d.webflow.shared.c2fb56f23.min.css\"",
"/css",
"/FEbdQjnxyb+ednlt0poUvyxVcOo6O4b3W6xU",
"https://fonts.googleapis.com\"",
"https://fonts.gstatic.com\"",
"https://ajax.googleapis.com/ajax/libs/webfont/1.6.26/webfont.js\"",
"/javascript",
"/script"
],
"rawExcerpt": "<!DOCTYPE html><!-- Last Published: Fri Jun 12 2026 09:48:22 GMT+0000 (Coordinated Universal Time) --><html data-wf-domain=\"www.mashgin.com\" data-wf-page=\"63e3dff0cf17c3bb86da4861\" data-wf-site=\"603557fca6b5097977fbac59\" lang=\"en\"><head><meta charset=\"utf-8\"/><link href=\"https://cdn.prod.website-files.com\" rel=\"preconnect\" crossorigin=\"anonymous\"/><title>Not Found</title><meta content=\"Not Found\" property=\"og:title\"/><meta content=\"Not Found\" name=\"twitter:title\"/><meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/><meta content=\"3GXEYIQWejVVjmRIt820t6Zp8dHwXR4p5kLX3CxXoxE\" name=\"google-site-verification\"/><link href=\"https://cdn.prod.website-files.com/603557fca6b5097977fbac59/css/mashgin-6a5499c78811d71efcf3f7f31c8f03d.webflow.shared.c2fb56f23.min.css\" rel=\"stylesheet\" ty"
}
},
"issue": "auth.md response did not match the expected agent registration shape. Content-Type \"text/html; charset=utf-8\" is not Markdown or text/plain; missing registration instructions; missing /.well-known/oauth-protected-resource link; missing /.well-known/oauth-authorization-server link; missing supported identity type language; missing credential type language.",
"howToFix": "Serve /auth.md at the site root as Markdown with agent registration instructions and links to OAuth metadata."
},
{
"id": "oauth-protected-resource",
"title": "Publish protected resource metadata",
"status": "fail",
"evidence": {
"path": "/.well-known/oauth-protected-resource",
"ok": false,
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 88,
"text": "<!DOCTYPE html>\n<html>\n <body>\n <p>Invalid .well-known request</p>\n </body>\n</html>"
},
"issue": "The OAuth Protected Resource metadata endpoint did not return HTTP 2xx.",
"howToFix": "Publish /.well-known/oauth-protected-resource with resource and authorization_servers fields."
},
{
"id": "agent-auth-block",
"title": "Validate agent_auth authorization metadata",
"status": "fail",
"evidence": {
"valid": false,
"issue": "OAuth authorization server metadata could not be fetched.",
"fetch": {
"ok": false,
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 88,
"text": "<!DOCTYPE html>\n<html>\n <body>\n <p>Invalid .well-known request</p>\n </body>\n</html>"
}
},
"issue": "OAuth authorization server metadata could not be fetched.",
"howToFix": "Add agent_auth to /.well-known/oauth-authorization-server with register_uri, supported identity types, credential types, and claim or revocation URLs where applicable."
}
],
"authApplicability": {
"supportsAuth": true,
"score": 3,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
}
]
},
"resourceFetchSucceeded": false
}AI DiscoverabilityDiscoverabilityEstablished
IndexNow key
IndexNow key is informational for this page.
Informational
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": 88
},
{
"path": "/.well-known/oauth-authorization-server",
"statusCode": 404,
"contentType": "text/html; charset=utf-8",
"length": 88
}
]
},
"issue": "OAuth / OIDC discovery was not found at the expected path.",
"howToFix": "Publish valid OAuth/OIDC metadata only when the site actually supports OAuth/OIDC. Otherwise omit provider discovery and document any unauthenticated public APIs separately."
}
],
"authApplicability": {
"supportsAuth": true,
"score": 3,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
}
]
},
"resourceFetchSucceeded": false
}Agent Ease of UseAuthEmerging recommendation
OAuth Protected Resource
OAuth Protected Resource has an informational finding because the page appears to support authentication.
Informational
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>\n <body>\n <p>Invalid .well-known request</p>\n </body>\n</html>"
},
"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.mashgin.com"
},
"issue": "Protected resource metadata `resource` did not match the resource identifier used to retrieve it.",
"howToFix": "Set `resource` to the origin/resource identifier represented by /.well-known/oauth-protected-resource."
},
{
"id": "protected-route-challenge",
"title": "Probe protected API Bearer challenge",
"status": "informational",
"evidence": {
"checked": [
{
"path": "/api/admin/scans",
"statusCode": 404,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://www.mashgin.com/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"resourceMatchesRequestContext": true
},
{
"path": "/api/admin/summary",
"statusCode": 404,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://www.mashgin.com/.well-known/oauth-protected-resource",
"metadataUrlMatches": true,
"resourceMatchesRequestContext": true
},
{
"path": "/api/scans",
"statusCode": 404,
"wwwAuthenticate": {
"valid": false,
"present": false
},
"expectedMetadataUrl": "https://www.mashgin.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": 3,
"signals": [
{
"source": "link:href",
"weight": 3,
"match": "auth link"
}
]
},
"resourceFetchSucceeded": false
}Performance and AccessibilityAccessibilityBrowser audit
Background and foreground colors do not have a sufficient contrast ratio.
100 Fail
Performance and AccessibilityAccessibilityBrowser audit
Background and foreground colors do not have a sufficient contrast ratio.
Check name
Background and foreground colors do not have a sufficient contrast ratio.
Score
0/100
Status
fail
Device
desktop
Category
Accessibility
Fix guidance
Low-contrast text is difficult or impossible for many users to read. [Learn how to provide sufficient color contrast](https://dequeuniversity.com/rules/axe/4.11/color-contrast).
References
https://web.dev/learn/accessibility/Evidence
{
"description": "Low-contrast text is difficult or impossible for many users to read. [Learn how to provide sufficient color contrast](https://dequeuniversity.com/rules/axe/4.11/color-contrast)."
}Performance and AccessibilityBest PracticesBrowser audit
Browser errors were logged to the console
100 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 AccessibilityPerformanceBrowser audit
Forced reflow
11 Fail
Performance and AccessibilityPerformanceBrowser audit
Forced reflow
Check name
Forced reflow
Score
0/100
Status
fail
Device
desktop
Category
Performance
Fix guidance
A forced reflow occurs when JavaScript queries geometric properties (such as offsetWidth) after styles have been invalidated by a change to the DOM state. This can result in poor performance. Learn more about [forced reflows](https://developer.chrome.com/docs/performance/insights/forced-reflow) and possible mitigations.
References
https://web.dev/learn/performance/Evidence
{
"description": "A forced reflow occurs when JavaScript queries geometric properties (such as offsetWidth) after styles have been invalidated by a change to the DOM state. This can result in poor performance. Learn more about [forced reflows](https://developer.chrome.com/docs/performance/insights/forced-reflow) and possible mitigations."
}Performance and AccessibilityPerformanceBrowser audit
Links do not have a discernible name
11 Fail
Performance and AccessibilityPerformanceBrowser audit
Links do not have a discernible name
Check name
Links do not have a discernible name
Score
0/100
Status
fail
Device
desktop
Category
Performance
Fix guidance
Link text (and alternate text for images, when used as links) that is discernible, unique, and focusable improves the navigation experience for screen reader users. [Learn how to make links accessible](https://dequeuniversity.com/rules/axe/4.11/link-name).
References
https://web.dev/learn/performance/Evidence
{
"description": "Link text (and alternate text for images, when used as links) that is discernible, unique, and focusable improves the navigation experience for screen reader users. [Learn how to make links accessible](https://dequeuniversity.com/rules/axe/4.11/link-name)."
}Performance and AccessibilityPerformanceBrowser audit
Network dependency tree
11 Fail
Performance and AccessibilityPerformanceBrowser audit
Network dependency tree
Check name
Network dependency tree
Score
0/100
Status
fail
Device
desktop
Category
Performance
Fix guidance
[Avoid chaining critical requests](https://developer.chrome.com/docs/performance/insights/network-dependency-tree) by reducing the length of chains, reducing the download size of resources, or deferring the download of unnecessary resources to improve page load.
References
https://web.dev/learn/performance/Evidence
{
"description": "[Avoid chaining critical requests](https://developer.chrome.com/docs/performance/insights/network-dependency-tree) by reducing the length of chains, reducing the download size of resources, or deferring the download of unnecessary resources to improve page load."
}Performance and AccessibilityPerformanceBrowser audit
Reduce JavaScript execution time
11 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
1.8 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": "1.8 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": 1838.7569999999996
}Performance and AccessibilityPerformanceBrowser audit
Render-blocking requests
11 Fail
Performance and AccessibilityPerformanceBrowser audit
Render-blocking requests
Check name
Render-blocking requests
Score
0/100
Status
fail
Device
desktop
Category
Performance
Estimated savings
Est savings of 440 ms
Fix guidance
Requests are blocking the page's initial render, which may delay LCP. [Deferring or inlining](https://developer.chrome.com/docs/performance/insights/render-blocking) can move these network requests out of the critical path.
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 440 ms",
"description": "Requests are blocking the page's initial render, which may delay LCP. [Deferring or inlining](https://developer.chrome.com/docs/performance/insights/render-blocking) can move these network requests out of the critical path."
}Performance and AccessibilityPerformanceBrowser audit
Use efficient cache lifetimes
11 Fail
Performance and AccessibilityPerformanceBrowser audit
Use efficient cache lifetimes
Check name
Use efficient cache lifetimes
Score
0/100
Status
fail
Device
desktop
Category
Performance
Estimated savings
Est savings of 90,531 KiB
Fix guidance
A long cache lifetime can speed up repeat visits to your page. [Learn more about caching](https://developer.chrome.com/docs/performance/insights/cache).
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 90,531 KiB",
"description": "A long cache lifetime can speed up repeat visits to your page. [Learn more about caching](https://developer.chrome.com/docs/performance/insights/cache)."
}Performance and AccessibilityPerformanceBrowser audit
Font display
6 Warning
Performance and AccessibilityPerformanceBrowser audit
Font display
Check name
Font display
Score
50/100
Status
warning
Device
desktop
Category
Performance
Estimated savings
Est savings of 10 ms
Fix guidance
Consider setting [font-display](https://developer.chrome.com/docs/performance/insights/font-display) to swap or optional to ensure text is consistently visible. swap can be further optimized to mitigate layout shifts with [font metric overrides](https://developer.chrome.com/blog/font-fallbacks).
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 10 ms",
"description": "Consider setting [font-display](https://developer.chrome.com/docs/performance/insights/font-display) to swap or optional to ensure text is consistently visible. swap can be further optimized to mitigate layout shifts with [font metric overrides](https://developer.chrome.com/blog/font-fallbacks)."
}Performance and AccessibilityPerformanceBrowser audit
Improve image delivery
6 Warning
Performance and AccessibilityPerformanceBrowser audit
Improve image delivery
Check name
Improve image delivery
Score
50/100
Status
warning
Device
desktop
Category
Performance
Estimated savings
Est savings of 6 KiB
Fix guidance
Reducing the download time of images can improve the perceived load time of the page and LCP. [Learn more about optimizing image size](https://developer.chrome.com/docs/performance/insights/image-delivery)
References
https://web.dev/learn/performance/Evidence
{
"displayValue": "Est savings of 6 KiB",
"description": "Reducing the download time of images can improve the perceived load time of the page and LCP. [Learn more about optimizing image size](https://developer.chrome.com/docs/performance/insights/image-delivery)"
}Performance and AccessibilityPerformanceBrowser audit
Loading performance
4 Fail
Performance and AccessibilityPerformanceBrowser audit
Loading performance
Check name
Loading performance
Score
61/100
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": "interactive",
"title": "Time to Interactive",
"score": 47,
"displayValue": "4.6 s",
"numericValue": 4638.210303426031
},
{
"id": "largest-contentful-paint",
"title": "Largest Contentful Paint",
"score": 41,
"displayValue": "2.7 s",
"numericValue": 2701.5067864020402
},
{
"id": "speed-index",
"title": "Speed Index",
"score": 36,
"displayValue": "2.7 s",
"numericValue": 2661.9346191121067
},
{
"id": "network-rtt",
"title": "Network Round Trip Times",
"score": 100,
"displayValue": "30 ms",
"numericValue": 34.471169999999994
},
{
"id": "max-potential-fid",
"title": "Max Potential First Input Delay",
"score": 68,
"displayValue": "200 ms",
"numericValue": 195.00000000000045
},
{
"id": "total-blocking-time",
"title": "Total Blocking Time",
"score": 22,
"displayValue": "580 ms",
"numericValue": 576.8337849235522
},
{
"id": "server-response-time",
"title": "Initial server response time was short",
"score": 100,
"displayValue": "Root document took 270 ms",
"numericValue": 273
},
{
"id": "first-contentful-paint",
"title": "First Contentful Paint",
"score": 74,
"displayValue": "1.2 s",
"numericValue": 1209.9047036201268
}
]
}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 |
|---|---|---|---|
| 42/100 | Level 2, Agent-Limited | Current report |