Insights

Lessons from the work, written down.

Short, practical essays drawn from building Proof Signal and Igloocubes and rebuilding client sites — what actually changes how AI tools see a business, and what doesn't.

What building an AI-visibility product taught me about how AI recommends businesses

Everyone has a theory about how ChatGPT picks which businesses to name. Running Proof Signal means testing those theories against real sites every week. Here's what holds up.

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Rebuilding a 2020-era website for the AI era: the IPE case

Industrial Process Equipment sells sanitary pumps to food processors. Not a glamorous industry — which is exactly why it's a useful test of what AI-readiness actually requires.

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Want to talk through how this applies to your business?

These essays come from real work. If your situation rhymes with one of them, a 30-minute call is the fastest way to find out.