AI Products

AI-native applications, copilots and intelligent automation platforms.

AI Products UX challenges

Products in ai products combine regulatory constraints, multi-role workflows and high cost of failure. UX decisions directly affect compliance, adoption and revenue.

I apply user-centered design and structured research to reduce friction in these environments — with outcomes measured against operational and business metrics.

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Something is not working. Let's find out what.

A direct conversation about your product, the symptoms you see, and whether an investigation would be worth it. No pitch deck.