Production AI engineering for funded B2B SaaS.
An embedded senior architect ships AI features into your product — multi-tenant, secure, payment-ready — with senior review on every release.
€7,500 / month
Every claim below links to where you can check it.
Ingest
NextAuth v5
sets tenant context
Extraction pipeline
extract → validate → ground in history
PostgreSQL, Row-Level Security
tenant_id = current_setting()
Act
draft → review → e-sign + Stripe
White-label portal
per-tenant delivery
AI gets you a demo. It doesn’t get you to production.
The gap isn’t the model. It’s everything around it: tenant isolation that actually holds, retrieval that stays grounded, payments that reconcile, an audit trail that survives a compliance review.
In Veracode’s 2025 GenAI Code Security Report — 80 coding tasks across more than 100 models — 45% of AI-generated code introduced an OWASP Top 10 vulnerability. Veracode 2025 Functional and shippable are not the same thing.
Funded teams stall right here. The feature works in a branch and can’t go live.
wintura.ai is live. Open it and judge the work directly.
We ship this stack because we run it in production. wintura.ai is a live, multi-tenant B2B SaaS built end to end by Soatech’s founder — the same class of work an Embedded Architect ships into your product.
Isolation is enforced in the database with PostgreSQL Row-Level Security, not with application-layer filters that one forgotten clause can defeat. Extraction is validated before anything is saved. Payments run on Stripe, card and ACH, reconciled against proposal state. Signatures carry a tamper-evident audit trail.
Four ways to start.
All of them lead to the same place: a senior architect, embedded in your team, shipping to production. Every price is fixed and published.
Production Audit
€1,500
3–5 days
A written diagnosis of one AI feature or codebase, plus a call: what is unsafe, what is missing for production, and what closing the gap takes.
The fee credits in full toward the work if you continue.
Production Sprint
€5,000
~2 weeks, one-off
One AI feature, scoped and fixed-price, shipped to production. You approve the scope before anything starts.
A one-time cost, below a month of the pod — the no-commitment way to get one thing shipped.
Embedded Architect
€7,500
per month
A senior architect embedded in your team, shipping production AI features on a steady cadence, with senior review on every release. Month to month.
Most teams settle into this.
Prototype → Production
€3,500
~1 week
Built it in Bolt, Lovable, v0 or Cursor? One prototype taken to a production baseline — real auth, real data isolation, real error handling.
An entry point, not the main offer.
Who actually does the work.
Soatech is a studio founded and led by Alvi Lika, and delivered by senior architects only — each with a different depth: multi-tenant data, LLM reliability, payments, infrastructure.
Every engagement is matched to the expertise it needs, and adjusted as the work changes — drawn from a small network of architects with production track records, not a staffed bench and not a solo freelancer. No juniors, no offshore hand-off. You know which architect is on your project, and why, before any work begins.
That is the whole structure: founder-led, senior-only, and sized to the problem — never pretending to be larger than we are.
What we commit to in writing.
- Fixed scope, fixed price
- You approve a written scope before work begins. The price does not move unless the scope does — in writing, with your sign-off.
- You own everything
- All code and IP, delivered in your repository from day one. No lock-in, no licence held over you.
- Audit on time
- The Production Audit is delivered within five working days, or you do not pay for it.
- Cancel the pod anytime
- Embedded Architect is month to month. One month’s notice, no penalty, full handoff documentation.
- Senior architects only
- No juniors and no offshore hand-off. The architect on your project is a senior engineer with a production track record, matched to what it needs — and you know who before work starts.
Questions.
What is an Embedded Architect?
An Embedded Architect is Soatech’s core engagement: a senior architect embedded in your team who owns architecture, AI integration, and senior review on every release — shipping production-grade AI features into your product rather than handing over hours. It is €7,500 per month, month-to-month with one month’s notice. The delivery unit is a two-person pod: the embedded architect plus your founder.
Who is Soatech for?
Soatech works with funded seed and Series A B2B SaaS teams that have traction and an AI feature on the roadmap and need it to be production-grade — multi-tenant, secure, payment-ready — not another prototype. It is not a fit for unfunded idea-stage projects or hobby apps.
What does an embedded AI engineering pod cost?
Soatech’s Embedded Architect is €7,500 per month — a senior architect embedded in your team shipping production AI features, billed monthly with no minimum beyond the first month. A one-off Production Sprint (one feature, fixed price) is €5,000; a Production Audit is €1,500.
Who does the work — one person or a team?
A team of senior architects, founded and led by Alvi Lika. Delivery is senior-only, matched to the expertise your project needs, drawn from a small network with production track records. No juniors, no offshore hand-off. You are always told which architect is on your project and why.
Do you have client references or case studies?
Soatech does not publish client work. The reference is wintura.ai — a live, multi-tenant B2B SaaS the founder built end to end, which you can inspect directly. It runs the same stack Soatech builds on.
What is your stack?
Next.js and React, PostgreSQL with Row-Level Security for multi-tenant isolation, NextAuth v5 for auth, Stripe for card and ACH payments, Playwright for end-to-end tests, and Sentry for monitoring. LLM features use zero-retention model APIs.
How do you handle our data, IP and GDPR?
You own all code and IP from day one. Soatech is EU-based, in Tirana on Central European Time, and works GDPR-aligned with EU Standard Contractual Clauses. LLM features use zero-retention APIs, so your data is not retained for model training.
How is this different from a contractor?
A contractor gives you hours. The Embedded Architect gives you a scoped outcome with a senior architect accountable for what ships, senior-only delivery matched to your needs, and a live reference build you can inspect before you commit.
What if we are not happy?
Every engagement is fixed-scope and approved in writing before it starts, so deliverables hold no surprises. The Audit is delivered on time or free, and the monthly pod can be cancelled with one month’s notice and full handoff documentation.
How fast can you start?
A scoping call happens within a few days. A Production Audit typically starts within a week of scope sign-off. Pod engagements start once scope and cadence are agreed.
Can you take our Bolt, Lovable, v0 or Cursor prototype to production?
Yes. Prototype → Production (€3,500, about a week) hardens one prototype to a production baseline: real authentication, real data isolation, real error handling. It often continues into ongoing work once you are funded.
Where are you based?
Tirana, Albania, on Central European Time — a full working-day overlap with the EU and a morning overlap with the US East Coast.
The fastest way to find out if this is real: talk to the architect who’d scope it.
Book a 30-minute scoping call. A senior architect will tell you what your feature actually takes to ship to production — and whether Soatech is the right team for it.