Prompt sample
We sample referral-style questions for a city and service category.
Sample benchmark preview
This sample shows what a completed benchmark looks like before you request one for your own business. It is not a diagnosis of your business and does not promise rankings, leads, or AI mentions.
What we tested
Business: Sample Lansing HVAC Company. Category: HVAC repair and installation. Market: Lansing, MI.
How to read this sample
We sample referral-style questions for a city and service category.
The free result shows sampled visibility evidence, not a full ranking study.
Names that appeared in sampled answers help decide whether a deeper review is worthwhile.
The free benchmark does not diagnose your website, proof issues, technical SEO, or page-by-page fixes.
If there is a visibility gap, you can decide whether a deeper review is worth considering.
Decision checkpoint
Use the same AI benchmark intake assistant to check your own local market before deciding on any deeper review.
Start the Free AI Referral Visibility BenchmarkPublic proof behind the benchmark
Buyers can review Matt LaClear’s public background before requesting the benchmark. The free benchmark stays narrow: sampled AI recommendation answers, competitor/source patterns, and a recommended next step.
The business was not consistently included when the sampled prompts asked for local recommendations.
Other providers or directory-style sources appeared in some sampled answers instead of the target business.
The free benchmark identifies the visibility symptom. An optional deeper review can clarify what should be considered first.
This sample does not claim complete market coverage, private AI conversation behavior, rankings, traffic, leads, revenue, or future AI recommendations. It also does not diagnose the prospect website. Page-level website recommendations belong only in an optional deeper review.
Where this fits
Every step answers a different question and keeps the free benchmark separate from the optional deeper review.
Are AI systems recommending you, ignoring you, or recommending competitors?
What did the sampled results show?
After the benchmark, decide whether any deeper review or help is needed.
Public background
Matt’s public profile and media page are available before you decide whether the benchmark or any deeper review is a fit.
Start with sampled AI referral visibility evidence, then decide later whether anything deeper is needed.
Request the Free Benchmark