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 Pittsburgh”, and recorded which businesses each model named. A point-in-time check, not affiliated with Lawrenceville Vision Care. Generated 2026-06-16.

• Lawrenceville Vision Care appeared in only 1/12 AI answers — inconsistent, so a buyer who asks once often won’t see it.
• AI surfaced 5 other optician businesses by name instead — Lawrenceville Vision Care was left out.
• No llms.txt found — AI has no machine-readable profile of Lawrenceville Vision Care 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 Pittsburgh”) that AI pulls from — the Fix Kit ships 5 ready templates.

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

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

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

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

## About
- Business: Lawrenceville Vision Care
- Category: optician
- Service area: Pittsburgh and surrounding communities
- Website: https://lawrencevillevisioncare.com

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

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

## Contact
- For service in Pittsburgh, visit https://lawrencevillevisioncare.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 Pittsburgh”; Lawrenceville Vision Care was named in 1 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.

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