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.