From roadmap
to shipped.
Production-grade LLM systems, shipped at 8M-user scale. We're the team SaaS founders call when they need AI features that actually work in production, not a proof of concept.
One small team.
Whole delivery.
No handoffs between agencies, no juniors learning on your budget. We scope the work, build it into your stack, and ship it in pieces you can watch land.
What we build
for you.
AI Integration & LLM Engineering
RAG systems, agent workflows, LLM-powered internal tools, and AI features built into your product. We handle the full pipeline: retrieval, prompting, evals, cost optimization, and production monitoring. Claude, Gemini, OpenAI, open-source models.
Custom Product Engineering
When you need to ship product, not just AI features. Next.js, TypeScript, Postgres, everything modern. We plug into your team or run the engineering end-to-end. No juniors on client work.
AI Infrastructure & Scaling
LLM cost optimization, inference caching, eval pipelines, vector DB tuning, observability. The unsexy work that makes the difference between a demo and a production feature.
Work that's
in production.
Honen by StudyFetch.
A StudyFetch product that turns a team's docs, recordings and videos into real courses. We shipped the core product and AI features end to end.
The AI team you'd hire
if you could.
Production, not proofs of concept
Every AI feature we ship runs in production at scale. Users at that scale don't care about your demo. Neither do we.
Senior-led engagements
Every project is architected and reviewed by an engineer who has shipped production systems at 8M+ user scale. Our full team executes, never juniors left unsupervised.
Transparent cost and timeline
Fixed-scope proposals with real delivery dates. No hourly games, no "AI is hard" excuses. Shipped in weeks, not quarters.
We don't sell AI. We ship systems that happen to use AI. The difference matters in production.
Questions founders
ask us.
Why hire you instead of hiring an in-house AI engineer?
Do you work with companies outside Europe?
How do you price projects?
What's the smallest engagement you take?
What industries do you work in?
We also build internal AI tools for teams drowning in manual work.
The same engineers who scaled AI to millions of users build the internal copilot, document search, or workflow tool your team keeps asking for. EU data residency, GDPR-native.
AI tools for your businessTell us what
you're shipping.
We take on a small number of clients each quarter. If you're a SaaS company that needs to ship AI features, or you've started and gotten stuck, tell us what you're working on. We usually reply within 24 hours with a concrete next step.
Add the capacity
you're missing.
A 30 minute call with an engineer who would actually build it. No deck, just your roadmap and what we would ship first.
