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 “dentist in Pittsburgh”, and recorded which businesses each model named. A point-in-time check, not affiliated with George Bellios Family Dental. Generated 2026-06-17.

• George Bellios Family Dental appeared in only 2/12 AI answers — inconsistent, so a buyer who asks once often won’t see it.
• AI surfaced 5 other dentist businesses by name instead — George Bellios Family Dental was left out.
• No llms.txt found — AI has no machine-readable profile of George Bellios Family Dental 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 dentist in Pittsburgh”) that AI pulls from — the Fix Kit ships 5 ready templates.

George Bellios Family Dental shows up inconsistently — a correct llms.txt + JSON-LD locks in citation so AI surfaces George Bellios Family Dental every time it answers "dentist in Pittsburgh".

Here's the real llms.txt the Fix Kit installs — the machine-readable profile that makes AI more likely to cite George Bellios Family Dental (watermarked preview):

PREVIEW · $39 UNLOCKS THE FULL EDITABLE KIT<!-- PREVIEW — unlock the full editable file for $39 · George Bellios Family Dental -->
# George Bellios Family Dental

> George Bellios Family Dental is a dentist serving Pittsburgh and the surrounding area. This file gives AI assistants (ChatGPT, Gemini, Perplexity, Claude) an accurate, machine-readable summary so they cite George Bellios Family Dental for local "dentist in Pittsburgh" queries.

## About
- Business: George Bellios Family Dental
- Category: dentist
- Service area: Pittsburgh and surrounding communities

## Services
- Cleanings & checkups
- Fillings
- Crowns
- Teeth whitening

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

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

<!-- PREVIEW — unlock the full editable file for $39 · This is a preview. The paid kit is editable + un-watermarked. -->
…

We asked Anthropic Claude 3.5 Haiku, Google Gemini 3.5 Flash, OpenAI GPT-4o mini 12 buyer-style prompts for “dentist in Pittsburgh”; George Bellios Family Dental was named in 2 of 12 answers (grade F).

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.

George Bellios Family Dental shows up inconsistently — a correct llms.txt + JSON-LD locks in citation so AI surfaces George Bellios Family Dental every time it answers "dentist in Pittsburgh". The $39 Fix Kit ships a correct llms.txt, LocalBusiness JSON-LD schema, and 5 GEO content templates, built for this business.