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 “bakery in Portland”, and recorded which businesses each model named. A point-in-time check, not affiliated with Ken's Artisan Bakery. Generated 2026-06-17.

• AI surfaced 5 other bakery businesses by name instead — Ken's Artisan Bakery was left out.
• No llms.txt found — AI has no machine-readable profile of Ken's Artisan Bakery 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 bakery in Portland”) that AI pulls from — the Fix Kit ships 5 ready templates.

Ken's Artisan Bakery shows up inconsistently — a correct llms.txt + JSON-LD locks in citation so AI surfaces Ken's Artisan Bakery every time it answers "bakery in Portland".

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

PREVIEW · $39 UNLOCKS THE FULL EDITABLE KIT<!-- PREVIEW — unlock the full editable file for $39 · Ken's Artisan Bakery -->
# Ken's Artisan Bakery

> Ken's Artisan Bakery is a bakery serving Portland and the surrounding area. This file gives AI assistants (ChatGPT, Gemini, Perplexity, Claude) an accurate, machine-readable summary so they cite Ken's Artisan Bakery for local "bakery in Portland" queries.

## About
- Business: Ken's Artisan Bakery
- Category: bakery
- Service area: Portland and surrounding communities
- Website: https://kensartisan.com

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

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

## Contact
- For service in Portland, visit https://kensartisan.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 “bakery in Portland”; Ken's Artisan Bakery was named in 12 of 12 answers (grade A).

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.

Ken's Artisan Bakery shows up inconsistently — a correct llms.txt + JSON-LD locks in citation so AI surfaces Ken's Artisan Bakery every time it answers "bakery in Portland". The $39 Fix Kit ships a correct llms.txt, LocalBusiness JSON-LD schema, and 5 GEO content templates, built for this business.