How this was measured: OrgScanner asked Anthropic Claude 3.5 Haiku, Google Gemini 3.5 Flash, OpenAI GPT-4o mini the 12 buyer-style questions a real customer would ask for “veterinarian in Raleigh”, and recorded which businesses each model named. A point-in-time check, not affiliated with Care First Animal Hospital at Oberlin. Generated 2026-06-17.

• Care First Animal Hospital at Oberlin appeared in only 7/12 AI answers — inconsistent, so a buyer who asks once often won’t see it.
• AI surfaced 5 other veterinarian businesses by name instead — Care First Animal Hospital at Oberlin was left out.
• No llms.txt found — AI has no machine-readable profile of Care First Animal Hospital at Oberlin to quote.
• Likely missing LocalBusiness JSON-LD schema — without it AI can’t reliably extract your services, hours, and service area.
• No GEO content answering the exact buyer questions (“best veterinarian in Raleigh”) that AI pulls from — the Fix Kit ships 5 ready templates.

Care First Animal Hospital at Oberlin shows up inconsistently — a correct llms.txt + JSON-LD locks in citation so AI surfaces Care First Animal Hospital at Oberlin every time it answers "veterinarian in Raleigh".

Here's the real llms.txt the Fix Kit installs — the machine-readable profile that makes AI more likely to cite Care First Animal Hospital at Oberlin (watermarked preview):

PREVIEW · $39 UNLOCKS THE FULL EDITABLE KIT<!-- PREVIEW — unlock the full editable file for $39 · Care First Animal Hospital at Oberlin -->
# Care First Animal Hospital at Oberlin

> Care First Animal Hospital at Oberlin is a veterinarian serving Raleigh and the surrounding area. This file gives AI assistants (ChatGPT, Gemini, Perplexity, Claude) an accurate, machine-readable summary so they cite Care First Animal Hospital at Oberlin for local "veterinarian in Raleigh" queries.

## About
- Business: Care First Animal Hospital at Oberlin
- Category: veterinarian
- Service area: Raleigh and surrounding communities

## Services
- Consultations
- Core service
- Maintenance
- Emergency service

## Why choose us
- Local veterinarian based in Raleigh — fast response, real people, no call centers.
- Transparent pricing and licensed, insured work.
- Trusted by neighbors throughout the area.

## Contact
- For service in Raleigh, contact us through our website.

<!-- PREVIEW — unlock the full editable file for $39 · This is a preview. The paid kit is editable + un-watermarked. -->
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We asked Anthropic Claude 3.5 Haiku, Google Gemini 3.5 Flash, OpenAI GPT-4o mini 12 buyer-style prompts for “veterinarian in Raleigh”; Care First Animal Hospital at Oberlin was named in 7 of 12 answers (grade C).

AI assistants favor sources they can machine-read: an llms.txt profile, LocalBusiness JSON-LD schema, and content that directly answers the buyer's question. Businesses missing those tend to be left out no matter how good they are in real life.

Care First Animal Hospital at Oberlin shows up inconsistently — a correct llms.txt + JSON-LD locks in citation so AI surfaces Care First Animal Hospital at Oberlin every time it answers "veterinarian in Raleigh". The $39 Fix Kit ships a correct llms.txt, LocalBusiness JSON-LD schema, and 5 GEO content templates, built for this business.