Full-Stack AI Consulting Services
I help founders and product teams move from vague AI opportunity to working product direction, technical blueprint, and decision-ready evidence, drawing on three decades of building intelligent systems and active applied research in AI.
From Market Opportunity to AI Product Direction
Align strategy, product, and engineering around a clear definition of what to build, why it matters, and where AI creates real leverage.
Lock the Target
Refine the product idea and align strategy, product, engineering, and research. The result is a concept document everyone signs off on.
Explore Opportunities
Uncover high-value strategies that recent AI advances make possible.
Resolve Blockers
Workarounds for data gaps, running costs, and AI imperfections that stall real projects.
From Product Vision to Technical Blueprint
Translate product goals into a concrete R&D plan: what to prove, what to build first, which risks matter most.
Set the R&D Agenda
Turn high-level product goals into an R&D plan: what to prove, what to build, which uncertainties matter most.
Make the Right AI Stack Choices
Select models, components, and tools; focus effort on what is unique while leveraging what already exists.
Validate Before You Scale
Attack the biggest unknowns first and cheaply. Each step must earn the next with evidence.
From AI Product Concept to Tangible Evidence
Build working prototypes that reduce uncertainty, prove feasibility, and generate evidence for product, technical, and funding decisions.
Shape the AI to Fit
Select, adapt, and tune the models so they solve the real problem, verified on realistic data.
Build an end-to-end prototype
Full solution prototype: workflows, orchestration, data flow, tool integration, and user interaction.
Produce an evidence package
Turn prototype outcomes into a decision-ready package: results, figures, example outputs, and presentation slides.
Interested in exploring a consulting engagement or early-stage collaboration?
Reach out to discuss product direction, technical validation, or prototype-driven discovery.