I integrate AI into existing products, internal systems, and business workflows.

The work starts from what your team already uses. I add a defined AI capability without unnecessarily rebuilding the surrounding product. Typical engagements include adding document processing, connecting models to approved business data and tools, introducing AI-assisted workflows, repairing fragile model integrations, and building control or evaluation layers around existing AI features. Each engagement is scoped around a specific feature, integration, or milestone, with written completion criteria before development begins.