Early-Stage AI Design for Product Teams

What I Do

I focus on de-risking the early phase of AI development — when ideas are still forming and the technical path isn’t yet clear. With 8+ years in applied AI research, I help teams move from early-stage exploration to focused, testable prototypes.

Who I Help

I work with teams who have ambition but need clarity and expertise to move forward confidently.

  • Product teams exploring how AI fits into their roadmap
  • Startups building their first AI systems
  • Technical leads figuring out feasibility, design, or where things are stuck

How I Work

You bring the domain knowledge, I bring the strategic AI expertise. In close partnership, we de-risk early development. My role is to:

  • Lead technical exploration and feasibility assessment.
  • Architect the core system design and technical strategy.
  • Hands-on Prototyping: I write code for key components and guide your team to prove what’s possible.

This collaboration builds the clarity and technical confidence your team needs to move forward.

Areas of expertise

I focus on areas where I’ve built the most experience:

  • 🧠 LLM strategy and custom AI feature design
  • 🔎 Search and recommendation systems
  • 🧬 Cross-domain problems (RL, biosignals, optimization)