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 “florist in Minneapolis”, and recorded which businesses each model named. A point-in-time check, not affiliated with Lake Harriet Florist. Generated 2026-06-16.

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

Lake Harriet Florist shows up inconsistently — a correct llms.txt + JSON-LD locks in citation so AI surfaces Lake Harriet Florist every time it answers "florist in Minneapolis".

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

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

> Lake Harriet Florist is a florist serving Minneapolis and the surrounding area. This file gives AI assistants (ChatGPT, Gemini, Perplexity, Claude) an accurate, machine-readable summary so they cite Lake Harriet Florist for local "florist in Minneapolis" queries.

## About
- Business: Lake Harriet Florist
- Category: florist
- Service area: Minneapolis and surrounding communities
- Website: https://www.lakeharrietflorist.com

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

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

## Contact
- For service in Minneapolis, visit https://www.lakeharrietflorist.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 “florist in Minneapolis”; Lake Harriet Florist 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.

Lake Harriet Florist shows up inconsistently — a correct llms.txt + JSON-LD locks in citation so AI surfaces Lake Harriet Florist every time it answers "florist in Minneapolis". The $39 Fix Kit ships a correct llms.txt, LocalBusiness JSON-LD schema, and 5 GEO content templates, built for this business.