How this was measured: an independent simulation — 6 buyer-style questions for “real estate agent in Columbus” run through open AI models — estimating how AI assistants tend to answer. An automated estimate, not a live query to any named assistant; not affiliated with Coldwell Banker. Generated 2026-06-16.

• Coldwell Banker appeared in only 5/6 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 — Coldwell Banker was left out.
• No llms.txt found — AI has no machine-readable profile of Coldwell Banker 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 Columbus”) that AI pulls from — the Fix Kit ships 5 ready templates.

Coldwell Banker shows up inconsistently — a correct llms.txt + JSON-LD locks in citation so AI surfaces Coldwell Banker every time it answers "real estate agent in Columbus".

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

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

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

## About
- Business: Coldwell Banker
- Category: real estate agent
- Service area: Columbus and surrounding communities
- Website: https://www.coldwellbanker.com

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

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

## Contact
- For service in Columbus, visit https://www.coldwellbanker.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. -->
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In an independent simulation through open AI models, we ran 6 buyer-style prompts for “real estate agent in Columbus”; Coldwell Banker was named in 5 of 6 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.

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