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 Chicago”, and recorded which businesses each model named. A point-in-time check, not affiliated with Alliance Bakery. Generated 2026-06-17.

• We asked Anthropic Claude 3.5 Haiku, Google Gemini 3.5 Flash, OpenAI GPT-4o mini 12 buyer-style questions for “bakery in Chicago” — Alliance Bakery was never named, effectively invisible to AI search.
• AI surfaced 5 other bakery businesses by name instead — Alliance Bakery was left out.
• No llms.txt found — AI has no machine-readable profile of Alliance 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 Chicago”) that AI pulls from — the Fix Kit ships 5 ready templates.

Publish a machine-readable llms.txt + LocalBusiness JSON-LD for Alliance Bakery so AI can extract and cite it — the single reason 5 other bakery businesses get surfaced for this search and Alliance Bakery does not.

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

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

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

## About
- Business: Alliance Bakery
- Category: bakery
- Service area: Chicago and surrounding communities
- Website: https://www.alliancebakery.com

## Services
- Consultations
- Core service
- Main…

🔓 See the rest of this llms.txt the Fix Kit installs — free. Share OrgScanner and it unlocks instantly:

tenance
- Emergency service

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

## Contact
- For service in Chicago, visit https://www.alliancebakery.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. -->
…

We asked Anthropic Claude 3.5 Haiku, Google Gemini 3.5 Flash, OpenAI GPT-4o mini 12 buyer-style prompts for “bakery in Chicago”; Alliance Bakery was named in 0 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.

Publish a machine-readable llms.txt + LocalBusiness JSON-LD for Alliance Bakery so AI can extract and cite it — the single reason 5 other bakery businesses get surfaced for this search and Alliance Bakery does not. The $39 Fix Kit ships a correct llms.txt, LocalBusiness JSON-LD schema, and 5 GEO content templates, built for this business.