Discovery.
Our engineer sits with your domain experts. We map the workflow, surface the pain, and scope the smallest production tool that moves the needle.
Applied AI Engineering
We ship production AI tools for mid-market firms in 6 to 8 weeks.
Polystat is an applied AI engineering firm. We work alongside your people to identify the workflows where Claude can have the most impact, build the production tools, and support them once they ship.
Book a call Warsaw / New York / Zurich
01 / The Bet
Putting AI to work in your operations takes hands-on engineering and deep familiarity with how your business actually runs. Most firms have the domain knowledge. Few have the in-house engineering capacity to build production tools around it. We close that gap.
A typical engagement starts with a small team sitting down with your people.
02 / How it runsBuild.
Production-grade code, embedded in your environment. The applied AI engineer pairs with the same domain expert daily. You see progress every week, not at the end.
Handoff.
The tool ships. Your team uses it. We stay for two weeks of post-launch support, then your engineers own it.
A hypothetical engagement
Consider a mid-sized commercial bank where credit analysts spend 30 percent of their time pulling data from three internal systems and writing standardized memos. The engagement begins with our engineer sitting next to two analysts for a week. By week six, the analysts are reviewing memos written by a Claude-powered tool, not writing them from scratch. The tool handles the work. The analysts handle the judgment.
How we engage.
03 / ServicesMost engagements start with a production pilot. We can also meet you at other points on your AI journey.
Production Pilot
Six to eight weeks. Fixed scope. Fixed price. One workflow, one shipped tool. Your team uses it the day after we hand it off.
Talk to usAI Roadmap
Four-week paid assessment. Top three use cases scored by ROI and feasibility. Fixed price.
Talk to usEmbedded Team
Ninety-day engagement. Three to six applied AI engineers embedded in your org. Multiple workstreams.
Talk to usTalent Augmentation
Senior AI engineers plugged into your existing team, drawn from our partner network across Europe.
Talk to usWhy Polystat.
04 / AboutFounder-led delivery.
The person you talk to is the person who ships. Ten years running a software engineering consultancy in deep tech (Kafka, Scala, big data), now applied to Claude.
Senior teams, built per engagement.
Applied AI engineers drawn from a curated partner network of European software firms, all transitioning to AI work. You pay for the engineers on your project, not for a sales floor or a bench.
Mid-market focus, not mid-market pricing.
Tier-one systems integrators cost what tier-one systems integrators cost. We are built for firms that want production output without a $1M strategy phase.
Founder-led. Senior teams. No junior pyramids.
Industries we work with.
05 / PracticeFinancial services.
Credit memos, KYC review, regulatory filing prep, reconciliation, document classification.
Healthcare.
Prior authorization, clinical documentation, compliance review, coding workflows.
Tech.
Support triage, internal documentation, customer-facing automation.
Case studies.
Our first engagements are in flight. Detailed case studies will live here when the first pilot ships.