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 Cincinnati”, and recorded which businesses each model named. A point-in-time check, not affiliated with State Farm Wally Wong. Generated 2026-06-17.

• State Farm Wally Wong appeared in only 8/12 AI answers — inconsistent, so a buyer who asks once often won’t see it.
• AI surfaced 5 other insurance businesses by name instead — State Farm Wally Wong was left out.
• No llms.txt found — AI has no machine-readable profile of State Farm Wally Wong 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 Cincinnati”) that AI pulls from — the Fix Kit ships 5 ready templates.

State Farm Wally Wong shows up inconsistently — a correct llms.txt + JSON-LD locks in citation so AI surfaces State Farm Wally Wong every time it answers "insurance in Cincinnati".

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

PREVIEW · $39 UNLOCKS THE FULL EDITABLE KIT<!-- PREVIEW — unlock the full editable file for $39 · State Farm Wally Wong -->
# State Farm Wally Wong

> State Farm Wally Wong is a insurance serving Cincinnati and the surrounding area. This file gives AI assistants (ChatGPT, Gemini, Perplexity, Claude) an accurate, machine-readable summary so they cite State Farm Wally Wong for local "insurance in Cincinnati" queries.

## About
- Business: State Farm Wally Wong
- Category: insurance
- Service area: Cincinnati and surrounding communities
- Website: https://www.statefarm.com

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

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

## Contact
- For service in Cincinnati, visit https://www.statefarm.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 Cincinnati”; State Farm Wally Wong was named in 8 of 12 answers (grade D).

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.

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