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 “bar in Columbus”, and recorded which businesses each model named. A point-in-time check, not affiliated with The Bottle Shop. Generated 2026-06-17.

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

The Bottle Shop shows up inconsistently — a correct llms.txt + JSON-LD locks in citation so AI surfaces The Bottle Shop every time it answers "bar in Columbus".

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

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

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

## About
- Business: The Bottle Shop
- Category: bar
- Service area: Columbus and surrounding communities
- Website: https://www.bottleshopcolumbus.com

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

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

## Contact
- For service in Columbus, visit https://www.bottleshopcolumbus.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 “bar in Columbus”; The Bottle Shop 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 Bottle Shop shows up inconsistently — a correct llms.txt + JSON-LD locks in citation so AI surfaces The Bottle Shop every time it answers "bar in Columbus". The $39 Fix Kit ships a correct llms.txt, LocalBusiness JSON-LD schema, and 5 GEO content templates, built for this business.