You don't need to rebuild your product to start using AI.

I help teams add useful AI functionality to existing web and mobile applications while keeping their current product architecture intact.

This can include an AI copilot, intelligent search, document analysis, content generation, summarization, recommendations, workflow automation, RAG, natural-language interfaces, or other product-specific capabilities.

The focus is on finding where AI creates genuine user value, not adding AI just because it's fashionable.