Do AI engines recommend heating engineers in Manchester?
When someone asks ChatGPT, Gemini or Claude to recommend a heating engineer in Manchester, does your name come up — or a competitor’s? Run an audit and find out, with a mention rate and confidence interval, not a one-off screenshot.
The exact questions we put to the AI engines
These are real buyer questions for heating engineers in Manchester — asked several times across every engine we run, so the result is a measured mention rate, not a lucky single answer.
?Emergency boiler repair near me in Manchester tonight
?Best heating engineer for a heat pump installation in Manchester
?Who installs and services air conditioning in Manchester?
What the audit measures
- ✓All three engines — ChatGPT, Gemini and Claude, on every audit. No engine held back for a higher tier.
- ✓Each question asked k=3 times per engine — a mention rate with a 95% confidence interval.
- ✓Share of voice against the competitors AI names before you.
- ✓Fixes derived from what the engines actually cited — not a generic checklist.
See the national heating engineers overview.