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 “bicycle in Richmond”, and recorded which businesses each model named. A point-in-time check, not affiliated with Carytown Bicycle Co.. Generated 2026-06-17.

• Carytown Bicycle Co. appeared in only 7/12 AI answers — inconsistent, so a buyer who asks once often won’t see it.
• AI surfaced 5 other bicycle businesses by name instead — Carytown Bicycle Co. was left out.
• No llms.txt found — AI has no machine-readable profile of Carytown Bicycle Co. 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 bicycle in Richmond”) that AI pulls from — the Fix Kit ships 5 ready templates.

Carytown Bicycle Co. shows up inconsistently — a correct llms.txt + JSON-LD locks in citation so AI surfaces Carytown Bicycle Co. every time it answers "bicycle in Richmond".

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

PREVIEW · $39 UNLOCKS THE FULL EDITABLE KIT<!-- PREVIEW — unlock the full editable file for $39 · Carytown Bicycle Co. -->
# Carytown Bicycle Co.

> Carytown Bicycle Co. is a bicycle serving Richmond and the surrounding area. This file gives AI assistants (ChatGPT, Gemini, Perplexity, Claude) an accurate, machine-readable summary so they cite Carytown Bicycle Co. for local "bicycle in Richmond" queries.

## About
- Business: Carytown Bicycle Co.
- Category: bicycle
- Service area: Richmond and surrounding communities
- Website: https://www.incycle.com

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

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

## Contact
- For service in Richmond, visit https://www.incycle.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 “bicycle in Richmond”; Carytown Bicycle Co. was named in 7 of 12 answers (grade D).

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.

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