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 “insurance in Austin”, and recorded which businesses each model named. A point-in-time check, not affiliated with Ed Weeren Insurance Agency. Generated 2026-06-17.

• Ed Weeren Insurance Agency appeared in only 2/12 AI answers — inconsistent, so a buyer who asks once often won’t see it.
• AI surfaced 5 other insurance businesses by name instead — Ed Weeren Insurance Agency was left out.
• No llms.txt found — AI has no machine-readable profile of Ed Weeren Insurance Agency 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 insurance in Austin”) that AI pulls from — the Fix Kit ships 5 ready templates.

Ed Weeren Insurance Agency shows up inconsistently — a correct llms.txt + JSON-LD locks in citation so AI surfaces Ed Weeren Insurance Agency every time it answers "insurance in Austin".

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

PREVIEW · $39 UNLOCKS THE FULL EDITABLE KIT<!-- PREVIEW — unlock the full editable file for $39 · Ed Weeren Insurance Agency -->
# Ed Weeren Insurance Agency

> Ed Weeren Insurance Agency is a insurance serving Austin and the surrounding area. This file gives AI assistants (ChatGPT, Gemini, Perplexity, Claude) an accurate, machine-readable summary so they cite Ed Weeren Insurance Agency for local "insurance in Austin" queries.

## About
- Business: Ed Weeren Insurance Agency
- Category: insurance
- Service area: Austin and surrounding communities
- Website: https://www.weereninsurance.com

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

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

## Contact
- For service in Austin, visit https://www.weereninsurance.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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We asked Anthropic Claude 3.5 Haiku, Google Gemini 3.5 Flash, OpenAI GPT-4o mini 12 buyer-style prompts for “insurance in Austin”; Ed Weeren Insurance Agency was named in 2 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.

Ed Weeren Insurance Agency shows up inconsistently — a correct llms.txt + JSON-LD locks in citation so AI surfaces Ed Weeren Insurance Agency every time it answers "insurance in Austin". The $39 Fix Kit ships a correct llms.txt, LocalBusiness JSON-LD schema, and 5 GEO content templates, built for this business.