From prototype
to production

We take AI products from prototype to production — fixed scope, fixed price, fixed date.

Book a free 30-minute call ↗
What we do

We take AI products from prototype to production — backend, cloud, LLM infrastructure and SOC 2 — for a fixed price.

Two senior engineers, any stack, any cloud — with fixed scope, fixed price and a fixed delivery date. For AI startups at seed–A and businesses that know where they lose time and money.

2–3kRPS on an AI platform we built
~50%Faster processing after our rebuild
−60%Manual-entry errors after integration
Book a 30-minute call↗See the four offers↗
Why now

95%ofcorporateGenAIpilotsneverdeliverameasurableresult.Moststallbetweendemoandproduction.

We build for the other 5%.Source: MIT NANDA, “The GenAI Divide: State of AI in Business 2025” ↗
Offers

Four ways to start. Each at a fixed price.

FIXED PRICE · FIXED SCOPE · FIXED DATE
Offer 01AI STARTUPS SEED–A

AI to production

“The pilot works in the demo — and never reaches production.”

We audit architecture, LLM cost and latency, reliability and security, then ship the 90-day plan as a sprint.

AUDIT · 2 WKS
€4–8k
SPRINT · 4–8 WKS
€20–40k
Book an audit call
Offer 02OWNERS & OPS LEADS

Solve a business problem

“We know where we lose time and money. We don’t know how to fix it.”

A one-day session maps the process and picks 1–2 solutions with a clear effect. A fixed-price proposal follows within a week.

SESSION · 1 DAY
€1.5–3k*
SPRINT
€10–30k
Book a session call
Offer 03NON-TECH FOUNDERS

Rescue a vibe-coded MVP

“Every new feature breaks two old ones — and customers are already paying.”

Code written by AI or a cheap contractor, in any stack — Next.js, Supabase, Python, Node and more: we diagnose security holes and tech debt, then stabilise it without stopping your product.

DIAGNOSTICS · 2 WKS
€3–6k
SPRINT
€15–40k
Book a diagnostics call
Offer 04B2B SAAS → ENTERPRISE

SOC 2 / GDPR engineering sprint

“Our first enterprise client wants SOC 2. Our infrastructure isn’t ready.”

IAM, secrets, Terraform and audit processes, done by engineers who have already taken an AI platform through SOC 2 and GDPR.

SPRINT · 6–8 WKS
€20–50k
COMPLIANCE SUPPORT
€2–5k/mo
Book a compliance call
* The session fee is credited to the sprint if you go ahead.After launch: support and growth retainers from €1.5k/month — evals, monitoring, LLM cost optimisation.
How we work

Five steps from first call to production.

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  1. 01Paid entryAudit, diagnostics or strategy session — fixed price, two weeks max.
  2. 02Plan & priceA one-page proposal: scope, deadline, fixed price. You decide.
  3. 03Sprint4–8 weeks of focused delivery. Demo every week, repo access from day one.
  4. 04Production & handoverRelease, docs, monitoring. Code and infrastructure transfer to you.
  5. 05Ongoing supportOptional retainer: evals, monitoring, cost optimisation, new features.
Selected work

Products we took to production.

atomiz
CASE 01 · AI PLATFORM · SEED-FUNDED

Pam — an AI platform ready for enterprise buyers

An AI platform built from the ground up to sell to large companies: it stays fast under heavy load, ships updates without interrupting customers and passed the security and privacy checks enterprise deals require.

2–3k
REQUESTS PER SECOND AT PEAK
Zero
DOWNTIME ON RELEASES
SOC 2
AND GDPR IN PLACE
atomiz
CASE 02 · AI / NLP ANALYTICS

OmniTrend — faster insights, room to grow

An AI analytics platform that turns large volumes of text into insights. After the rebuild, customers get results sooner and the product handles far more data — so it can take on bigger clients without breaking.

~50%
FASTER PROCESSING
3×
MORE DATA HANDLED
atomiz
CASE 03 · PROCESS AUTOMATION

24Print — less manual work, fewer costly mistakes

Customer company details now come straight from the official Polish business registry instead of being typed in by hand. The team spends less time on data entry, and fewer orders go out with wrong details.

−60%
MANUAL-ENTRY ERRORS
Our foundation

A production-ready backend in week one.

Every project starts on a proven production foundation that adapts to your stack and cloud, so your budget goes into your product — not into rebuilding plumbing.

atomiz-foundation
$ atomiz init --stack yours --cloud yours
[ OK ]SERVICETyped, tested service templates — or your existing stack
[ OK ]CLOUDAny major cloud provider, provisioned with Terraform
[ OK ]SHIPPINGCI/CD with zero-downtime deploys
[ OK ]OBSERVABILITYMonitoring and alerting from day one
[ OK ]COMPLIANCEBaseline SOC 2 controls
[ OK ]LLM LAYERRetrieval, memory, evals and cost tracking
Ready for your product in week one_
Team

Two founders. No juniors behind the curtain.

Both in the EU: GDPR by default, European time zones and a good overlap with the US East Coast.

CEO · SALES & DELIVERYPRAGUE

Maksym Martyniuk

Engineering and delivery lead specialising in databases, performance, data pipelines and integrations. Turns business goals into clear technical plans and keeps scope, deadlines and budgets on track — the predictability outsourcing clients usually miss — while building systems that stay fast as the business grows.

LinkedIn ↗
CTO · ARCHITECTURE & INFRACARTAGENA

Filip Stoika

Lead engineer specialising in AI products, scalable backend architecture and cloud infrastructure. Leads and mentors engineering teams, drives architecture decisions and builds reliable, high-performance systems that scale with the business — with deep hands-on experience in LLM systems and in taking products through security and privacy compliance certifications.

LinkedIn ↗
Book a call

30 minutes with an engineer. A written plan within days.

Free, no obligation. You talk to the engineer who would lead your project — not a sales rep.

  1. 01Pick a time that suits you and describe the problem in two lines
  2. 02You get a calendar invite with a video link right away
  3. 0330-minute call: goals, constraints, budget
  4. 04You get the recommended entry point, scope and price in writing

Book your call

30 MIN · ONLINE · YOUR TIME ZONE

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FAQ

Questions before the start?

What does the first step cost?

Every engagement starts with a fixed-price entry: an audit, a diagnostics run or a one-day strategy session, from €1.5k to €8k depending on the offer. The call itself is free.

Who owns the code?

You do. After payment, the repository, infrastructure and documentation are transferred to you — no lock-in.

Who actually does the work?

The two founders. The person on your call is the person who designs and ships your system.

Which technologies do you work with?

We are technology-agnostic and AI-native. We work in the stack you already have — Python, TypeScript, Next.js, Supabase and others — on AWS, Google Cloud or Azure, and use AI tooling throughout our own delivery.

Will you sign an NDA?

Yes. We are happy to sign your NDA before the first call, or send you ours. See our NDA page.

What if the scope changes?

The fixed price covers the agreed scope. Changes are quoted as separate change requests, so the price only moves when you decide it should.