MentionedOn
Which local businesses AI assistants actually recommend.
July 19, 2026 snapshot: 25,220 AI answers across 1,261 leaderboards, 21 trades, and 40 U.S. cities.
Automation, with the evidence left in
We research the hours first. If nothing is worth building, we say so and you pay nothing. If one workflow clears the bar, we define the success gate and the human exception path before code or money changes hands.
Proof you can inspect
These are the public evidence roster. Each product publishes a dataset or methodology so the headline can be challenged.
Which local businesses AI assistants actually recommend.
July 19, 2026 snapshot: 25,220 AI answers across 1,261 leaderboards, 21 trades, and 40 U.S. cities.
What a website loads before a visitor receives a consent choice.
July 19, 2026 snapshot: 1,943 completed scans with methods and limitations published alongside the findings.
Which public company events create a grounded reason to act now.
July 19, 2026 snapshot: 1,253 public signals across 806 watched companies, with sources attached.
Fictional example · not a client result
The construction example separates observed facts from assumptions, shows low/likely/high ranges, names the limitations, and recommends one bounded pilot with a pass/fail gate.
Shared planning model
How it works
This is the same process described on our full process page and in the assessment itself.
We study your operation, hiring, and tools to identify where repetitive work is consuming measurable time.
You receive a private assessment link with observed facts, explicit assumptions, opportunity ranges, and limitations.
Read the evidence on your own time. If the opportunity is too small or automation is the wrong answer, we say so.
If you want to proceed, a 30-minute working session sets the success gate, human review path, fixed scope, and price.
We integrate one workflow, test it on real output, document the exceptions, and measure it against the agreed gate.
The house rule
Free assessment
Share your company, website, and email. We return a private assessment with sources, assumptions, ranges, and one recommended pilot. No call is required to read it.
We do not run third-party marketing analytics on this form or the public site.
Straight answers
No. The form requests the research. We email a private assessment link when it is ready, usually within 24 hours. A call is optional after you have read it.
No. The public examples are fictional planning models. They show the evidence standard, assumptions, ranges, and pilot gates we use; they are not claims about real companies.
Then that is the recommendation. Automation is not always the answer, and we will tell you when the hours or risk do not justify a build.
The assessment is free. Fixed-scope Quick-Win Builds start at $5,000 only after the workflow, success gate, and exception path are clear.