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 Nashville”, and recorded which businesses each model named. A point-in-time check, not affiliated with Greg's Auto Repair. Generated 2026-06-17.

• Greg's Auto Repair appeared in only 6/12 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 — Greg's Auto Repair was left out.
• No llms.txt found — AI has no machine-readable profile of Greg's Auto Repair 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 Nashville”) that AI pulls from — the Fix Kit ships 5 ready templates.

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

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

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

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

## About
- Business: Greg's Auto Repair
- Category: auto repair shop
- Service area: Nashville and surrounding communities

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

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

## Contact
- For service in Nashville, 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 Nashville”; Greg's Auto Repair was named in 6 of 12 answers (grade D).

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.

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