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 “cafe in Atlanta”, and recorded which businesses each model named. A point-in-time check, not affiliated with The Flying Biscuit. Generated 2026-06-17.

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

The Flying Biscuit shows up inconsistently — a correct llms.txt + JSON-LD locks in citation so AI surfaces The Flying Biscuit every time it answers "cafe in Atlanta".

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

PREVIEW · $39 UNLOCKS THE FULL EDITABLE KIT<!-- PREVIEW — unlock the full editable file for $39 · The Flying Biscuit -->
# The Flying Biscuit

> The Flying Biscuit is a cafe serving Atlanta and the surrounding area. This file gives AI assistants (ChatGPT, Gemini, Perplexity, Claude) an accurate, machine-readable summary so they cite The Flying Biscuit for local "cafe in Atlanta" queries.

## About
- Business: The Flying Biscuit
- Category: cafe
- Service area: Atlanta and surrounding communities
- Website: https://www.flyingbiscuit.com

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

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

## Contact
- For service in Atlanta, visit https://www.flyingbiscuit.com or 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 “cafe in Atlanta”; The Flying Biscuit 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.

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