AI visibility test · sample deliverable

Same question, four cities, one trade.
Four real pool companies. None of them named.

Homeowners no longer start with Google. A growing share ask an assistant "who should I call?" and act on the first names it gives. We ran that exact test for pool service across four South Florida markets and checked four real local businesses against the answers.

Question asked
"Who are the best pool service companies in [city]? Name the specific local businesses a homeowner should call."
Assistant
DeepSeek deepseek-chat, temp 0.2, one run per city
Run
29 Oct 2026

What came back

MarketCompanies the assistant namedLocal business checkedResult
Miami, FL Established Miami pool service companies:
Aqua Pool Service
Blue Science Pool Service
Sunshine Pool Service
Miami Pool Service
Pool Troopers
All Clean Pool Services
Aqua King Pool Services
NOT NAMED
Doral, FL Blue Science Pool Service
Sunshine Pool Service
Aqua Pool Service & Repair
Pool Troopers
Tips before you call:
licensed and insured
Aqua King Pool Services
All Clean Pool Services
NOT NAMED
Kendall, FL Blue Science Pool Service
Sunny Pool Service
Aqua Pool Service & Repair
Pool Troopers
Tropical Pool Care
Crystal Clear Pool Service
All Clean Pool Services
Aqua King Pool Services
NOT NAMED
Boca Raton, FL Boca Pool Service
Sunshine Pool Care
Aqua Blue Pools
Crystal Clear Pool Service
Pools by Greg
Boca Raton Pool Repair
Pool Panthers
Eagle Pools
NOT NAMED

"Named" = the business did not appear anywhere in the assistant's answer, verified with a phrase matcher (word-boundary, rejects longer different names) so a lookalike company cannot create a false positive.

The pattern that matters

Across four different cities the assistant kept returning the same handful of generic names — a "Sunshine Pool Service", an "Aqua Pool Service", a national franchise, a retail chain. In Miami, Doral and Kendall it recycled nearly identical lists, with the city swapped. Zero verified local independents appeared in any of the four answers.

That is not a design problem and it is not fixed by a new website. Assistants answer from what they can verify: structured business data, consistent name/address/phone across the web, third-party mentions, and pages that answer the question directly. Companies without that trail do not lose points — they do not appear at all.

What we test and fix

Run the free check on your business

Method note: this sample used one trade (pool service) and four markets. Results are single-run and model-dependent — assistants vary between runs and models, which is exactly why the re-check matters. No ranking claims are made here beyond the answers quoted above.