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 “plumber in Charlotte”, and recorded which businesses each model named. A point-in-time check, not affiliated with AAA City Plumbing. Generated 2026-06-17.

• AAA City Plumbing appeared in only 4/12 AI answers — inconsistent, so a buyer who asks once often won’t see it.
• AI surfaced 5 other plumber businesses by name instead — AAA City Plumbing was left out.
• No llms.txt found — AI has no machine-readable profile of AAA City Plumbing 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 plumber in Charlotte”) that AI pulls from — the Fix Kit ships 5 ready templates.

AAA City Plumbing shows up inconsistently — a correct llms.txt + JSON-LD locks in citation so AI surfaces AAA City Plumbing every time it answers "plumber in Charlotte".

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

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

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

## About
- Business: AAA City Plumbing
- Category: plumber
- Service area: Charlotte and surrounding communities
- Website: https://www.aaacityplumbing.com

## Services
- Drain cleaning
- Water heater repair
- Leak detection
- Emergency plumbing

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

## Contact
- For service in Charlotte, visit https://www.aaacityplumbing.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 “plumber in Charlotte”; AAA City Plumbing was named in 4 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.

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