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 “real estate agent in St Louis”, and recorded which businesses each model named. A point-in-time check, not affiliated with St. Louis Living Realty. Generated 2026-06-17.

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

St. Louis Living Realty shows up inconsistently — a correct llms.txt + JSON-LD locks in citation so AI surfaces St. Louis Living Realty every time it answers "real estate agent in St Louis".

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

PREVIEW · $39 UNLOCKS THE FULL EDITABLE KIT<!-- PREVIEW — unlock the full editable file for $39 · St. Louis Living Realty -->
# St. Louis Living Realty

> St. Louis Living Realty is a real estate agent serving St Louis and the surrounding area. This file gives AI assistants (ChatGPT, Gemini, Perplexity, Claude) an accurate, machine-readable summary so they cite St. Louis Living Realty for local "real estate agent in St Louis" queries.

## About
- Business: St. Louis Living Realty
- Category: real estate agent
- Service area: St Louis and surrounding communities

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

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

## Contact
- For service in St Louis, 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 “real estate agent in St Louis”; St. Louis Living Realty 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.

St. Louis Living Realty shows up inconsistently — a correct llms.txt + JSON-LD locks in citation so AI surfaces St. Louis Living Realty every time it answers "real estate agent in St Louis". The $39 Fix Kit ships a correct llms.txt, LocalBusiness JSON-LD schema, and 5 GEO content templates, built for this business.