Giorgi Mdivani · Founder & Lead AI Engineer

Ship the product. Own the architecture.
Skip the staff-aug bench.

Founders hire me when they need senior software ownership — product, architecture, and AI that has to work with real users — without standing up a full engineering org first.

You work with me. I bring people only when the critical path needs more than one senior.

Working with founders across the UK and US.

Who this is for

For founders under launch pressure.

You’re past slides. You need someone who can sit in the problem, choose the stack, and get a real product into users’ hands — or fix the AI feature that looks good in a demo and falls apart in production.

Not for teams shopping for commodity developers by the hour.

Named outcomes

Three ways founders usually start.

Prototype → production sprint

You have something that almost works — or a clear wedge that doesn’t exist yet. We audit what’s real, cut what isn’t, and ship a production path to launch: architecture, product surface, and the boring bits that make it shippable.

AI that survives users

Agents, RAG, document workflows, and LLM features wired into a real product. Evaluated, observable, and owned like any other production system — not a slide deck.

Fractional senior ownership

Architecture decisions, critical-path engineering, and technical leadership while you stay lean. Start with me. Scale the bench only when the roadmap is bigger than one senior should carry.

Where to start

Not sure which of those you need?

Start with a short production-readiness audit: what’s shippable, what’s theater, and the shortest path to something users can trust.

Most engagements grow out of that — into a sprint, an AI hardening pass, or ongoing fractional ownership.

Book a production-readiness audit

How it works

One owner on the critical path.

A first build usually needs product that ships, AI that holds up with real users, and architecture that still makes sense in six months. That is one piece of work — not three packages you have to assemble.

You work with me

Discovery, architecture, and the critical path stay with Giorgi.

The studio scales when needed

Extra engineers join for scope that needs them. No account-manager layer between you and the build.

Proof

Named products,
in production, with outcomes.

Proof beats another “senior team” claim.

METIS / Lloyd’s MGA

Operational compliance platform for a Lloyd’s MGA

A regulated insurance business ran approvals, evidence, and accountability on spreadsheets. It now runs on one platform where every step is recorded and an audit can be answered from the system itself.

Read the METIS case

Eolas Medical

Hospital knowledge app with AI search

A production system used by hospitals and individual clinicians, with web and mobile clients on the same backend and AI search that stays inside patient-data access controls.

Read the Eolas case

Phoenix Court / LocalGlobe

AI analytics for investment teams

Reported 30% higher engagement on insights, 40% less time spent on analysis, and 60% faster deploys after the pipeline work.

Read the Phoenix Court case
Giorgi is the best example of what a full-stack engineer should be. He can work in any part of a product's life cycle.
David Espinosa, CTO at Eolas Medical

Work with Giorgi

You hire the engineer who owns the call.

Giorgi Mdivani
Giorgi Mdivani
Founder & Lead AI Engineer

I’m a senior software and AI engineer with more than a decade shipping production systems — AWS serverless, TypeScript, and the product surface around them. I started Mdivani Agency so founders could work with me directly, then scale delivery without changing who owns the architecture.

Typical background on a call: greenfield SaaS, an AI feature that has to survive real users, or a first cloud architecture that will not need a rewrite in six months.

  • AI Engineering
  • Software & Product Architecture
  • Technical Leadership
  • AWS Cloud Architecture
  • Serverless & Distributed Systems
  • Full-Stack Product Engineering
  • LLM Applications & Agentic Systems
  • Data & API Architecture
  • DevOps & Infrastructure as Code
  • TypeScript / Node.js
  • Python
  • React / Next.js / React Native
Also on LinkedInUpworkGitHub

Next

Tell me what you’re shipping.

Share a bit of context — the idea, the constraint, and when you want something in users’ hands. I reply to every inquiry within 1–2 business days.

Tell me what you’re shipping