We tested 600 AI queries. 88% named a plumber. Zero appeared on all four platforms.
Last updated: April 2026
1,760
Businesses Analyzed
4
AI Platforms Tested
10
Florida Metros
600
AI Queries Tested
600
AI queries tested
Across 5 plumbing specialties: general plumber, emergency plumber, drain cleaning, water heater repair, sewer line
10
Florida metro areas
Miami, Tampa, Orlando, Jacksonville, Ft. Lauderdale, West Palm Beach, Naples, Sarasota, Tallahassee, St. Pete
4
AI platforms tested
Claude, ChatGPT, Gemini, Perplexity
12
Queries per city/specialty
3 query types per specialty: best in city, who to call, find a reliable provider
Executive summary from the full report. No email required.
How often each AI platform named specific local dental practices (A-response rate).
150/150 queries returned local practice names
150/150 queries returned local practice names
149/150 queries returned local practice names
80/150 queries returned local practice names
The bottom line
Every AI platform recommends completely different plumbers. ChatGPT has zero overlap with any other platform. If you only optimize for one AI tool, you are invisible on the other three where customers are already searching.
Valero, A. (April 2026). Florida Plumber AI Visibility Study. Local Vitals. getlocalvitals.com/research/florida-plumber-ai-visibility
This research is published under CC BY-NC 4.0. You may cite and reference this data with attribution.
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600 queries were run across Claude (with web search), ChatGPT (GPT-4o with search), Gemini, and Perplexity during April 2026. Queries covered 10 Florida metro areas and 5 plumbing specialties. Every response was coded by type (local business named, general advice, franchise only, platform referral, or not triggered). No sponsored placements or paid tools were used. Full methodology is included in the report.
Questions about the data or methodology: hello@getlocalvitals.com