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 Seattle”, and recorded which businesses each model named. A point-in-time check, not affiliated with Magnolia Dental Arts. Generated 2026-06-17.

• Magnolia Dental Arts appeared in only 4/12 AI answers — inconsistent, so a buyer who asks once often won’t see it.
• AI surfaced 5 other dentist businesses by name instead — Magnolia Dental Arts was left out.
• No llms.txt found — AI has no machine-readable profile of Magnolia Dental Arts 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 Seattle”) that AI pulls from — the Fix Kit ships 5 ready templates.

Magnolia Dental Arts shows up inconsistently — a correct llms.txt + JSON-LD locks in citation so AI surfaces Magnolia Dental Arts every time it answers "dentist in Seattle".

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

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

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

## About
- Business: Magnolia Dental Arts
- Category: dentist
- Service area: Seattle and surrounding communities

## Services
- Cleanings & checkups
- Fillings
- Crowns
- Te…

🔓 See the rest of this llms.txt the Fix Kit installs — free. Share OrgScanner and it unlocks instantly:

eth whitening

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

## Contact
- For service in Seattle, 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 Seattle”; Magnolia Dental Arts was named in 4 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.

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