A first product, not a staff-aug bench
Founders who need someone who can sit in the problem, choose the architecture, and write the first production code.
Giorgi Mdivani · Founder & Lead AI Engineer
Build your AI product from idea to production.
Founders hire me to take an AI product from idea to production. You work with me. I bring people when the build needs more than one senior.
Based in Georgia. Working with founders across the UK, US, and internationally.
Who this is for
Startup founders building something new.
This is the work people actually book.
AI that has to ship
Agents, RAG, and document workflows that are evaluated, observable, and wired into a real product — not a slide.
A senior partner who can grow a team
Start with Giorgi. Add Mdivani Agency engineers when the roadmap is bigger than one person should carry.
What I build
One engagement,
not three service lines.
A first build needs AI that holds up with real users, a product around it that ships, and an architecture underneath that still makes sense later. That is one piece of work, and there is nothing here you have to choose between.
The sharpest edge
AI Engineering
Agents, RAG, document intelligence, and LLM features that belong in a real product — not a demo.
- AI agents and agentic workflows
- LLM-powered applications
- RAG and knowledge systems
- AI automation
- Document intelligence
- AI integrations and product features
- Evaluation, reliability, and AI infrastructure
The product around it
Product Engineering
Greenfield SaaS, web, mobile, and the backend that makes a first product shippable.
- Greenfield SaaS products
- Web and mobile applications
- Backend and API development
- Integrations, auth, and payments
- MVP and first-product development
The decisions before it
Architecture & Technical Leadership
The decisions before the first sprint: architecture, cloud, stack, and a roadmap you can hire against.
- Product and AI architecture
- AWS and cloud architecture
- Technology selection
- Technical roadmap
- Engineering team setup and scaling
The studio
Senior-led. Scalable when needed.
Mdivani Agency is the studio behind the work, not a traditional development shop. I stay the technical contact. When a product needs more than one senior engineer, I bring trusted people in — without inserting account managers between you and the build.
You work with me
Discovery, architecture, and the critical path are mine. That is the point: a founder gets a senior partner, not a relay of PMs and layered developers.
The agency scales the bench
Extra engineers and specialists join when the scope needs them. I remain accountable for quality, architecture, and what ships.
Proof
Named products,
in production, with outcomes.
Outcomes below are from public descriptions of that work — not invented testimonials.
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 caseEolas 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 casePhoenix 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.”
Work with Giorgi
You hire the engineer, not a sales
process.
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
Next
Tell me what you’re building.
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.
Let’s talk about your product