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

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

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

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

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

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

## About
- Business: Columbus Eyeworks
- Category: optician
- Service area: Columbus and surrounding communities
- Website: https://www.columbuseyeworks.com

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

## Why choose us
- Local optician 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.columbuseyeworks.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 “optician in Columbus”; Columbus Eyeworks was named in 5 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.

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