The AI search readiness checklist for cash-pay specialty clinics

Layer 1: Retrieval readiness (8 checks)

Short answer. Layer 1 ensures the AI crawler can reach and parse the clinic site. Failures at this layer make all subsequent work invisible. Run the curl test first; if you fail curl, no other check matters until you rebuild on a server-side rendered architecture.

1. curl test passes (clinic name, providers, services, pricing visible in plain HTML on first response)
2. TTFB under 400 milliseconds (target under 200ms)
3. HTTPS clean with no mixed content warnings
4. No login gate on public content
5. robots.txt with explicit Allow for GPTBot, OAI-SearchBot, ChatGPT-User, ClaudeBot, anthropic-ai, PerplexityBot, Google-Extended, Bingbot, Applebot, CCBot
6. llms.txt at domain root, under 3,000 tokens, with 8-15 quotable Q&A pairs
7. ai.txt declaring training, retrieval, citation permissions
8. sitemap.xml with per-page lastmod metadata

Layer 2: Semantic clarity (12 checks)

Short answer. Layer 2 ensures the AI engine can understand what the clinic does, who serves there, and what each page means. Schema depth is the primary work. Vertical-specific entities beat generic LocalBusiness on every credential-anchored, drug-anchored, and procedure-anchored prospect query.

1. MedicalClinic Schema.org entity (not just LocalBusiness)
2. Full PostalAddress with streetAddress, addressLocality, addressRegion, postalCode, addressCountry
3. GeoCoordinates with latitude and longitude
4. openingHoursSpecification per day of week
5. Physician entity per provider with hasCredential array (board certification, state license, fellowship)
6. Drug entity per medication-based protocol (semaglutide, tirzepatide for GLP-1; specific products for med spa)
7. MedicalProcedure entity per service offered
8. Offer schema for every cash-pay program with UnitPriceSpecification
9. Accreditation as memberOf (Joint Commission, AAAASF, AAAHC, CARF, LegitScript depending on vertical)
10. FAQPage schema matching visible FAQ content
11. BreadcrumbList on every non-home page
12. WebPage with breadcrumb, mainEntity, speakable references

Layer 3: Citation optimization (8 checks)

Short answer. Layer 3 ensures the content structure makes individual sentences quotable in isolation. Answer Capsules (40-60 words under each H2) are the primary citation extraction unit. Programmatic city pages multiply citation surface area.

1. Answer Capsule (40-60 words) under every H2 across the site
2. Island Test: each 134-167 word passage stands alone with no broken references
3. Unresolved Reference Rate below 5 percent
4. Fact density 6+ verifiable facts per 100 words on research and methodology pages
5. Programmatic city pages (8-15 minimum) for clinic catchment
6. 10 launch articles drafted with Answer Capsule format
7. Citation tracking infrastructure across ChatGPT, Perplexity, Gemini, Google AI
8. Recency cadence: weekly or bi-weekly content with dated lastReviewed metadata

Vertical compliance checks (4 items)

1. HIPAA-compliant patient information handling on intake forms and patient portals
2. FDA compliance on any drug-related claims (no off-label promotion, no compounding misrepresentation)
3. FTC compliance on endorsement disclosure for influencer or compensated content
4. State medical board advertising rules per state (varies by state; verify against specific state Board rules)

Ongoing maintenance (3 items)

1. lastReviewed metadata updated quarterly minimum per page
2. RSS feed with content:encoded full body publication
3. Content velocity: minimum 2 substantive content updates per month

How to use this checklist

Run each check sequentially. Layer 1 first. If any Layer 1 item fails, fix Layer 1 before progressing. Layer 2 second. Layer 3 third. Compliance and maintenance are ongoing.

KailxLabs ships every item on this checklist as part of the $5,999 Foundation Build. Operators preferring to implement directly have the open framework.

Related reading

• The complete KailxLabs methodology
• $5,999 AI Citation Foundation Build pricing
• Free 48 hour AI visibility report
• Claim verification
• Entity reference
• GEO agency for cash-pay clinics
• Schema readiness checker tool