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)