You already have a product. You want to add AI to it — the right way, not a gimmick. I design and build AI features that slot into what you've already got and actually make it better for your users.

This is for teams with a live product who want real AI capability — an assistant, smart generation, parsing messy input into structure, automation, classification — designed thoughtfully and built to ship. I handle both the UX of the AI feature (this is where most AI features fail) and the engineering behind it.

I integrate AI where it earns its place: faster workflows, less manual work, genuinely useful generation. I design the interaction so it feels trustworthy and clear, then build it with the right model for the job — Mistral, Claude, GPT, or Gemini — including the unglamorous parts: prompts, fallbacks, retries, and graceful failure.

ScopeGuard parses messy client notes into a structured SOW. NNPS Nostalgia Builder reads a user's choices and generates a persona on the fly. Both in my related work — real AI features, designed and shipped.