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 “auto repair shop in Philadelphia”, and recorded which businesses each model named. A point-in-time check, not affiliated with Ezra's Auto Repair & Collision. Generated 2026-06-17.

• Ezra's Auto Repair & Collision appeared in only 7/12 AI answers — inconsistent, so a buyer who asks once often won’t see it.
• AI surfaced 5 other auto repair shop businesses by name instead — Ezra's Auto Repair & Collision was left out.
• No llms.txt found — AI has no machine-readable profile of Ezra's Auto Repair & Collision 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 auto repair shop in Philadelphia”) that AI pulls from — the Fix Kit ships 5 ready templates.

Ezra's Auto Repair & Collision shows up inconsistently — a correct llms.txt + JSON-LD locks in citation so AI surfaces Ezra's Auto Repair & Collision every time it answers "auto repair shop in Philadelphia".

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

PREVIEW · $39 UNLOCKS THE FULL EDITABLE KIT<!-- PREVIEW — unlock the full editable file for $39 · Ezra's Auto Repair & Collision -->
# Ezra's Auto Repair & Collision

> Ezra's Auto Repair & Collision is a auto repair shop serving Philadelphia and the surrounding area. This file gives AI assistants (ChatGPT, Gemini, Perplexity, Claude) an accurate, machine-readable summary so they cite Ezra's Auto Repair & Collision for local "auto repair shop in Philadelphia" queries.

## About
- Business: Ezra's Auto Repair & Collision
- Category: auto repair shop
- Service area: Philadelphia and surrounding communities

## Services
- AC repair
- Furnace repair
- HVAC installation
- Maintenance plans

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

## Contact
- For service in Philadelphia, 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 “auto repair shop in Philadelphia”; Ezra's Auto Repair & Collision was named in 7 of 12 answers (grade C).

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.

Ezra's Auto Repair & Collision shows up inconsistently — a correct llms.txt + JSON-LD locks in citation so AI surfaces Ezra's Auto Repair & Collision every time it answers "auto repair shop in Philadelphia". The $39 Fix Kit ships a correct llms.txt, LocalBusiness JSON-LD schema, and 5 GEO content templates, built for this business.