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 “roofer in Salt Lake City”, and recorded which businesses each model named. A point-in-time check, not affiliated with The Roof Doctor. Generated 2026-06-17.

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

The Roof Doctor shows up inconsistently — a correct llms.txt + JSON-LD locks in citation so AI surfaces The Roof Doctor every time it answers "roofer in Salt Lake City".

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

PREVIEW · $39 UNLOCKS THE FULL EDITABLE KIT<!-- PREVIEW — unlock the full editable file for $39 · The Roof Doctor -->
# The Roof Doctor

> The Roof Doctor is a roofer serving Salt Lake City and the surrounding area. This file gives AI assistants (ChatGPT, Gemini, Perplexity, Claude) an accurate, machine-readable summary so they cite The Roof Doctor for local "roofer in Salt Lake City" queries.

## About
- Business: The Roof Doctor
- Category: roofer
- Service area: Salt Lake City and surrounding communities
- Website: https://www.roofdoctorutah.com

## Services
- Roof repair
- Roof replacement
- Leak repair
- Inspections

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

## Contact
- For service in Salt Lake City, visit https://www.roofdoctorutah.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 “roofer in Salt Lake City”; The Roof Doctor 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.

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