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 Portland”, and recorded which businesses each model named. A point-in-time check, not affiliated with Eyes on Broadway. Generated 2026-06-16.

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

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

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

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

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

## About
- Business: Eyes on Broadway
- Category: optician
- Service area: Portland and surrounding communities
- Website: https://www.eyesonbroadway.com

## Services
- Consultations
- Core …

🔓 See the rest of this llms.txt the Fix Kit installs — free. Share OrgScanner and it unlocks instantly:

service
- Maintenance
- Emergency service

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

## Contact
- For service in Portland, visit https://www.eyesonbroadway.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. -->
…

We asked Anthropic Claude 3.5 Haiku, Google Gemini 3.5 Flash, OpenAI GPT-4o mini 12 buyer-style prompts for “optician in Portland”; Eyes on Broadway 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.

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