Five signals. One honest read.

Would AI recommend your business?

Tell us where your business lives online and what kind of customer you want to win. We will examine the clarity and credibility of the signal—not promise a ranking no one controls.

We inspect

Your public positioning, service clarity, entity consistency, useful answers, proof, and corroborating sources.

We prioritize

You receive the gaps most likely to obstruct understanding and the order in which they deserve attention.

You decide

Use the findings yourself or discuss implementation with Blue Collar AI. The assessment is a diagnosis, not a lock-in.

Assessment intake

Start with the business you want AI to understand.

Give us the public starting point and the outcome you care about. We will return a prioritized diagnosis of the signal—not a mystery score designed to sell you more mystery.

NO BLACK BOX PROMISE

We cannot guarantee that any model will recommend any business.

We can make the evidence clearer, stronger, and easier to use.