By competing where it has control: its own map and its review pace. Asked which pest control company to call, with no name given, ChatGPT cited a franchise brand site in 242 of 250 answers. But among Maps top-three pest businesses, the ones it named had far more recent reviews, an association rather than proof of cause.
As published on our pest control data page, the median pest control business in our sample had 457 Google reviews and 22 new in 90 days, a pace behind only HVAC and plumbing among the eight trades we studied on our benchmark pages. In the Maps top three, the 42 that ChatGPT named had a median of at least 55.5 new reviews in 90 days; the 84 it didn't name had 4. Fourteen of the named group hit our counting cap, so their real pace may be higher.
That's an association, not a cause: the named businesses also had far more reviews in total (median 808 against 47.5). Still, the gap is wide, and reviews are the one part of it an independent fully controls.
Once a homeowner names your company, the answers check different sources:
| Source cited when ChatGPT was asked about a named pest company | Answers (of 1,500) |
|---|
| BBB | 1,395 |
| Government or licensing site | 1,382 |
| The company's own website | 1,221 |
| Birdeye review pages | 737 |
| Franchise brand site | 148 |
| HomeAdvisor | 112 |
| Angi | 91 |
| Thumbtack | 19 |
Source: Mindflow research, OpenAI API with web search, October 3–17, 2026; 250 unbranded answers, and two answers each about 750 pest control businesses in 50 metros. Counts the links attached to answers; one answer can cite several sources. Review data from the saved files as collected, before the rulings that later adjusted listings in 23 metros; the 90-day count is a floor for businesses whose newest 100 reviews all fell inside 90 days. All trades: what ChatGPT checks before recommending a contractor.
The map spot alone doesn't carry over: ChatGPT named 41 of the 150 pest businesses in the Maps top three across 50 metros, and in no metro did it name all three.