An AI Product Engineer who owns the feature, not just the model.
Product thinking plus engineering execution — I scope, build and ship AI features that solve a real user problem, not just a technical demo.
Get Started with AI Product Engineer
Free 30-min strategy call. I'll review your project and respond within 24 hours.
50+ founders consulted last month
The hard part of AI products isn’t the model call — it’s deciding what to build, designing the UX around uncertainty, and shipping something reliable enough that users trust it. That’s the job I do end to end.
What you get
Every engagement is built around measurable outcomes — not just deliverables.
Product-first scoping
Start from the user problem, not the model — so the AI feature actually gets used.
Full-stack AI delivery
Prompt design, backend integration, and frontend UX — one owner across the whole feature.
Built-in evaluation
Quality metrics and user feedback loops baked in from day one, not bolted on after launch.
Ship fast, iterate faster
Working prototypes in days, production-hardened versions in weeks — not quarters.
Product first, model second
Most AI features fail because they started from the model instead of the user problem. I scope from the user’s actual need, decide where AI genuinely helps, and build the full feature — prompt design, backend, frontend UX and monitoring — as one connected piece of work.
What’s included
- Product scoping and UX design for AI features
- Full-stack delivery — prompt design through to frontend
- Evaluation metrics and user feedback loops from day one
- Fast prototypes, production-hardened launches
From kickoff to results
A clear, transparent process — no surprises.
Problem discovery
Identify where AI genuinely improves the user experience — and where it doesn’t.
Prototype & test
Build a working version fast and get it in front of real users before over-investing.
Production build
Harden the prototype — error handling, guardrails, cost controls, monitoring.
Ship & iterate
Launch, watch usage data, and keep refining the product based on real behaviour.
01Do you build the whole product or just the AI feature?
Either — I can own a single AI feature inside your existing product, or build the full product end to end.
02What’s your tech stack?
Next.js/React on the frontend, Node or Python on the backend, and OpenAI/Anthropic APIs or open-source models depending on the task.
03How do you decide if AI is the right solution?
I start by scoping the user problem without assuming AI is the answer — sometimes a simple rule beats a model.
04Can you join an existing engineering team?
Yes — I regularly plug in as the AI specialist inside an existing team, not just as an outside vendor.
Ready to get started?
Book a free 30-minute strategy call. No pitch, no pressure — just honest advice on where to focus.