ai-for-clinics.com
AI for Clinics
AI for Clinics is a live directory of U.S. healthcare startups building clinical AI and the clinic of the future. Browse by state, city, and vertical to see founders, stage, funding, and what each company ships.
ai-for-clinics.com
AI for Clinics is a live directory of U.S. healthcare startups building clinical AI and the clinic of the future. Browse by state, city, and vertical to see founders, stage, funding, and what each company ships.
Submitted URLs are declarations until checked. Verification inspects published content and does not execute third-party tools.
The score measures observable documentation quality. Each component below lists its earned points, exact checks, and source observations. It is not a prediction of AI rankings or citations.
Overall readiness
Confidence: high· V2
How this score is calculated
round(98.54 ÷ 100 × 100) = 99/100
98.54 points earned out of 100 assessed. All 100 available points were assessed. The checks below show each result. Optional integrations and file size earn no extra points.
Full scoring rules and worked exampleCurrent usable primary file: 25/25.
Current llms.txt retrieval succeeded (HTTP 200); usable text verified.
llms.txt: Documentation sections: AI for Clinics; Browse; Verticals; States; Cities; Featured startups. Derived from headings; source checked 2026-11-10.
Listing updated: . Machine-readable profile (JSON)
{
"schemaVersion": "1.0",
"name": "AI for Clinics",
"slug": "ai-for-clinics",
"website": "https://ai-for-clinics.com/",
"category": "ai",
"description": "AI for Clinics is a live directory of U.S. healthcare startups building clinical AI and the clinic of the future. Browse by state, city, and vertical to see founders, stage, funding, and what each company ships.",
"capabilities": [
"llmsTxt documentation"
],
"aiResources": {
"llmsTxt": {
"type": "llmsTxt",
"url": "https://ai-for-clinics.com/llms.txt",
"status": "verified",
"available": true,
"httpStatus": 200,
"checkedAt": "2026-11-10T22:22:01.150Z",
"lastSuccessfulAt": "2026-11-10T22:22:01.150Z",
"contentType": "text/plain; charset=utf-8",
"contentSize": 27851,
"estimatedTokens": 6958,
"tokenMethod": "UTF-16 characters / 4 (approximation)",
"contentHash": "bc0081d38b6e03c1773de71f7d5b8616d1a1a4bdf6ba5a45a0311342150dfd3b",
"internalLinks": 185,
"externalLinks": 0,
"document": {
"h1Count": 1,
"firstBlockIsH1": true,
"title": "AI for Clinics",
"usefulTitle": true,
"headingCount": 10,
"uniqueHeadingCount": 10,
"hasSections": true,
"orderedHeadings": true,
"sectionWithContent": true,
"fileListLinks": 185,
"summaryPresent": true,
"contextPresent": true,
"validLinks": 185,
"invalidLinks": 0,
"duplicateLinks": 0,
"descriptiveLinks": 185,
"annotatedLinks": 77
},
"linkHealth": {
"eligibleCount": 185,
"selectedCount": 5,
"sampledCount": 5,
"working": 5,
"broken": 0,
"unknown": 0,
"checkedAt": "2026-11-10T22:22:02.061Z",
"sourceHash": "bc0081d38b6e03c1773de71f7d5b8616d1a1a4bdf6ba5a45a0311342150dfd3b",
"method": "deterministic sample, at most 5 URLs, at most 2 concurrent hosts, 15s budget",
"results": [
{
"url": "https://ai-for-clinics.com/startups/actokine-therapeutics/",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:22:02.061Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
"url": "https://ai-for-clinics.com/browse/state/TX/",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:22:02.061Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
"url": "https://ai-for-clinics.com/browse/vertical/care-coordination/",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:22:02.061Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
"url": "https://ai-for-clinics.com/browse/vertical/ai-in-healthcare/",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:22:02.061Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
"url": "https://ai-for-clinics.com/blog/fundraising-readiness-and-investor-qa-for-health-tech-startups/",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:22:02.061Z",
"attempted": true,
"status": "working",
"reason": "http_success"
}
]
},
"headings": [
"AI for Clinics",
"Browse",
"Verticals",
"States",
"Cities",
"Featured startups",
"Articles",
"Market research",
"URL patterns",
"For agents"
],
"warnings": [],
"summary": "Documentation sections: AI for Clinics; Browse; Verticals; States; Cities; Featured startups.",
"summarySourceHash": "bc0081d38b6e03c1773de71f7d5b8616d1a1a4bdf6ba5a45a0311342150dfd3b",
"processingVersion": "2.0",
"method": "markdown-ast-analysis"
},
"llmsFullTxt": null,
"webmcp": null
},
"readiness": {
"score": 99,
"version": "2.0",
"confidence": "high",
"components": [
{
"name": "availability",
"weight": 25,
"assessedWeight": 25,
"points": 25,
"rules": [
{
"id": "current_access",
"label": "Current usable primary file",
"weight": 25,
"observation": "Current llms.txt retrieval succeeded (HTTP 200); usable text verified.",
"points": 25
}
],
"explanation": "Current usable primary file: 25/25."
},
{
"name": "structure",
"weight": 25,
"assessedWeight": 25,
"points": 25,
"rules": [
{
"id": "title",
"label": "One project H1 at the beginning",
"weight": 10,
"observation": "1 H1 heading(s); starts with H1: yes.",
"points": 10
},
{
"id": "sections",
"label": "Coherent content sections",
"weight": 5,
"observation": "H2 with content: yes; no heading-level jumps: yes.",
"points": 5
},
{
"id": "file_lists",
"label": "Documentation links organized in lists",
"weight": 5,
"observation": "185 valid link occurrence(s) inside Markdown lists.",
"points": 5
},
{
"id": "heading_uniqueness",
"label": "Non-repeated headings",
"weight": 5,
"observation": "10 unique heading(s) out of 10; code examples are excluded.",
"points": 5
}
],
"explanation": "One project H1 at the beginning: 10/10. Coherent content sections: 5/5. Documentation links organized in lists: 5/5. Non-repeated headings: 5/5."
},
{
"name": "links",
"weight": 25,
"assessedWeight": 25,
"points": 23.54,
"rules": [
{
"id": "link_syntax",
"label": "Resolvable HTTP(S) link syntax",
"weight": 5,
"observation": "185 valid URL occurrence(s), 0 malformed, unsupported or unresolved.",
"points": 5
},
{
"id": "link_uniqueness",
"label": "Unique documentation destinations",
"weight": 5,
"observation": "185 unique destination(s) from 185 valid occurrence(s).",
"points": 5
},
{
"id": "link_labels",
"label": "Descriptive link labels",
"weight": 2.5,
"observation": "185 of 185 unique links have non-placeholder labels. This is a text heuristic, not a semantic guarantee.",
"points": 2.5
},
{
"id": "link_notes",
"label": "Context beside file links",
"weight": 2.5,
"observation": "77 of 185 unique links have notes beside a Markdown list link.",
"points": 1.04
},
{
"id": "link_health",
"label": "Sampled destination accessibility",
"weight": 10,
"observation": "5 of 185 destinations sampled: 5 working, 0 confirmed 404/410, 0 unknown. Only working and confirmed-broken results enter this fraction.",
"points": 10
}
],
"explanation": "Resolvable HTTP(S) link syntax: 5/5. Unique documentation destinations: 5/5. Descriptive link labels: 2.5/2.5. Context beside file links: 1.04/2.5. Sampled destination accessibility: 10/10."
},
{
"name": "confidence",
"weight": 15,
"assessedWeight": 15,
"points": 15,
"rules": [
{
"id": "verification_age",
"label": "Age of last successful verification",
"weight": 10,
"observation": "Last success: 2026-11-10T22:22:01.150Z. Full points through day 8 (7-day schedule plus 1-day grace), 60% through day 30, 20% thereafter or for an unknown date.",
"points": 10
},
{
"id": "latest_success",
"label": "Latest primary check succeeded",
"weight": 5,
"observation": "Latest primary verification succeeded.",
"points": 5
}
],
"explanation": "Age of last successful verification: 10/10. Latest primary check succeeded: 5/5."
},
{
"name": "metadata",
"weight": 10,
"assessedWeight": 10,
"points": 10,
"rules": [
{
"id": "summary",
"label": "Useful summary blockquote",
"weight": 5,
"observation": "A blockquote before the first H2 with at least 20 non-whitespace characters and no placeholder-only text.",
"points": 5
},
{
"id": "context",
"label": "Useful introductory context",
"weight": 5,
"observation": "An introductory paragraph before the first H2 with at least 20 non-whitespace characters and no placeholder-only text. Listing form fields do not earn these points.",
"points": 5
}
],
"explanation": "Useful summary blockquote: 5/5. Useful introductory context: 5/5."
}
],
"earnedPoints": 98.54,
"assessedWeight": 100,
"availableWeight": 100,
"provisional": false,
"calculatedAt": "2026-11-10T22:22:07.866Z",
"lastVerifiedAt": "2026-11-10T22:22:01.150Z",
"evidence": {
"sourceUrl": "https://ai-for-clinics.com/llms.txt",
"contentHash": "bc0081d38b6e03c1773de71f7d5b8616d1a1a4bdf6ba5a45a0311342150dfd3b",
"processingVersion": "2.0",
"retrievedAt": "2026-11-10T22:22:01.150Z"
},
"linkSampling": {
"eligibleCount": 185,
"selectedCount": 5,
"sampledCount": 5,
"working": 5,
"broken": 0,
"unknown": 0,
"checkedAt": "2026-11-10T22:22:02.061Z",
"sourceHash": "bc0081d38b6e03c1773de71f7d5b8616d1a1a4bdf6ba5a45a0311342150dfd3b",
"method": "deterministic sample, at most 5 URLs, at most 2 concurrent hosts, 15s budget",
"results": [
{
"url": "https://ai-for-clinics.com/startups/actokine-therapeutics/",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:22:02.061Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
"url": "https://ai-for-clinics.com/browse/state/TX/",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:22:02.061Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
"url": "https://ai-for-clinics.com/browse/vertical/care-coordination/",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:22:02.061Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
"url": "https://ai-for-clinics.com/browse/vertical/ai-in-healthcare/",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:22:02.061Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
"url": "https://ai-for-clinics.com/blog/fundraising-readiness-and-investor-qa-for-health-tech-startups/",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:22:02.061Z",
"attempted": true,
"status": "working",
"reason": "http_success"
}
]
},
"warnings": [
"This measures observable documentation, not model rankings or citation probability.",
"H1 is the only required section in the llms.txt proposal. Other checks are LLMSList quality preferences; missing optional sections do not make usable text invalid.",
"Destination accessibility covers a sample of 5 out of 185 unique links, not the entire website."
]
},
"updatedAt": "2026-11-10T22:22:07.866Z"
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