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

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

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

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

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

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

## About
- Business: Cascade Bicycle Studio
- Category: bicycle
- Service area: Seattle and surrounding communities
- Website: https://cascadebicyclestudio.com

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

## Why choose us
- Local bicycle 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, visit https://cascadebicyclestudio.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 Seattle”; Cascade Bicycle Studio 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.

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