I help product teams and agencies add real AI features to existing SaaS products without rewriting the codebase.

Most teams don't need a brand new AI product. They need AI features that work cleanly inside the product they already have: a RAG search that returns the right results, a voice agent that handles real conversations, or a document pipeline that scales across tenants. That's what this service delivers — production-grade integrations, not demos.

A typical AI feature integration may include:

RAG pipeline (Supabase pgvector, LangChain, embeddings)

OpenAI agents and tool use

voice AI (ElevenLabs, LiveKit, Cartesia, Tavus)

multi-tenant document ingestion and processing

prompt design and basic evaluation

API endpoints, queueing, and background jobs

documentation and tests

deployment-ready code that integrates into your repo

This service is ideal for:

SaaS products adding AI to an existing codebase

agencies subcontracting AI work to a senior engineer

teams that want production-grade AI, not demo-grade

founders who already have a product and need AI features shipped quickly