I’ll embed in your AI team — a few days a week, or end to end
I bring AI systems from chaos to working software in weeks, not quarters. I take a stalled project or an empty slot in the architecture and turn it into a reliable system — with metrics and GDPR. 15+ years of engineering; AI assembled into a controlled pipeline, not “I use a model”.
verifiedspeed proven on the flagship — six products in ten days, every number opens in code
Not a title — a format
You can embed in different ways — from a light start to end-to-end delivery. Brightness encodes depth of involvement. The deep formats aren’t taken cold: we start small and scale up.
AI system review
in daysA map of your AI: which models you run, where the risks are, what they cost to operate, and where data-protection law (GDPR) bites. A light start — understand the scope before any commitment.
A few days a week on the team
1–2 days/wkEmbedded part of the week: I lead the AI track, hold the architecture decisions and the quality bar, and stay reachable between tasks. As the team grows I’m a multiplier, not a bottleneck.
End to end for 2–3 months
2–3 monthsI take a stalled project or an empty slot in the architecture and bring it to reliable operation: design the AI system, set the metrics and the method, and train the team to carry it on.
Contract-to-hire
to staffA few days a week and end-to-end work are the main formats, but I’ll discuss a strong full-time offer too. Contract-to-hire is an honest way to test the fit in practice.
These are working formats, not prices. Project ranges live in ways to work together.
I close the gap between business, AI architecture and product
One role, really, approached from two angles — depending on where the team has a gap. It’s not a menu: I take the angle that solves your actual problem.
Tech lead & AI architect
AI that answers from your data; workflows where AI handles specific steps under clear rules; the right model per task; security and reliability under load. For when a pilot needs to grow into an architecture you can trust with real traffic.
Product owner for AI
Business process → architecture → hands-on build → measurable result. For when an AI idea needs to become a working product, not a pretty demo.
What I don’t take is below.
For each role — a checkable run
Not “I can do AI”, but a concrete outcome with an open number. The flagship opens in code right now; metrics from company work are on my CV — I name the companies and periods and verify on request.
- AI in production, with metricson CV
A business loop: request handling 30 min → 2 min, −3h of a dispatcher’s manual work a day
- Cost & architectureon CV
The right model per task: AI running up to 5× cheaper than one expensive model for everything
- Scale & reliability under loadon CV
A real-time product: 0 → 400,000+ users, response time −90%, cloud migration in 48 hours
- Idea to producton CV
A B2B service: idea → $375K early-stage raise (raised, not revenue)
- End-to-end speedin code
Flagship: 6 products in 10 days, 145 commits — opens in code
verifiedthe flagship case opens in code; metrics from company work — I name companies and periods on my CV and verify on request
Where I’m not the best choice
An honest filter saves both of us time — and builds trust. If your task is in the right column, better to say so up front.
I take
- AI from chaos to reliable operation.
- Architecture, the cost of running AI, and reliability under load.
- Ownership of the whole product — with a measurable result.
- End-to-end speed — weeks, not quarters.
I don’t take
- Research on AI models — training from scratch.
- Project management with no product ownership.
- A CTO title with no hands-on work.
- Maintaining legacy code with no product to grow.
Three doors into the evidence
Everything above rests on a real run. Three doors — each answers a different question.
What I do
The full breakdown by product lifecycle: market → build → launch → quality → the AI-run process underneath.
Открыть →OffersWays to work together
The same skill packaged into concrete engagements — from a light review to end-to-end delivery.
Открыть →CaseProven in practice
Six linked products in one funnel in 10 days — the method in action, every number checkable.
Открыть →Let’s discuss how I’d fit in
We’ll start with a short look at your AI task — no commitment. We’ll pick a format: a review, a few days a week, end to end for a couple of months, or contract-to-hire. A strong full-time offer is on the table too.