I help SaaS founders make the right call on AI before they spend months building the wrong thing.

A lot of teams are under pressure to "add AI" to their product and end up wiring up an OpenAI call as a side project, or over-engineering an agent system they don't need yet. This audit gives you a clear, honest read on where AI actually fits in your product, what to build first, and what to skip.

A typical audit includes:

a 2-hour working session with the founders or technical lead

review of your current product, codebase, or architecture

AI feature opportunity analysis

recommended stack (RAG, agents, voice, embeddings, fine-tuning)

risks, costs, and "do not do this" notes

a prioritized 90-day roadmap

a written findings document you can share internally

This service is ideal for:

founders deciding whether to add AI to their SaaS

teams choosing between RAG, fine-tuning, and agents

products that already have AI features but they aren't working well

companies evaluating an AI roadmap before committing budget