We embed with finance, ops, and customer teams at €20–250M revenue companies in CEE — and ship one production AI system per quarter that meaningfully changes a P&L line. One workflow at a time, with the receipts. Larger scopes — multi-system rollouts, capability builds, training programs — on request.
Each engagement ships a single workflow into production in < 90 days, scoped against a quantified opportunity. The three below are running this morning, with named owners on the operator side.
RAG over 22 years of carrier rates + a fine-tuned classifier on customer intent. Quotes are now 4 minutes vs. 6 hours.
Multimodal reader on radiology PDFs + clinician sign-off queue. The other 92% is auto-routed and the SLA dropped from 6 days to 11 hours.
Trained on 11 years of internal IC memos. First-draft memos in 14 minutes. Analysts now run one more deal per week.
If your problem sits next to this list, we'll scope it with you. If it's far from it, we'll either bring partners in or introduce you to a team that does it daily — your call.
OCR + classification + ERP write-back. Replaces clerical FTEs without breaking audit.
Internal-knowledge retrieval over your messy SharePoint. With evals, not hope.
Quoting, scheduling, basic support. Strict scope; with human-handoff loops measured in seconds.
Pre-flight checks on contracts, claims, lab reports. We don't replace lawyers; we filter them.
Time-series + LLM-augmented features for ops, demand, and price elasticity work.
Multi-step automation glued to your tools. Tightly scoped, observability-first, no autonomous spend.
They were the only team that brought a written kill-criterion to the kickoff. We didn't have to.
No daily rates. No T&M. Each engagement has a named outcome, a written kill-criterion, and a finite end date.
A handful of questions we get on every intake call. If yours isn't here, send a 6-line note — average response 9h.
Fixed-fee per engagement (Diagnostic / Pilot → Production / Operator Retainer above). No T&M, no day-rates. We eat overruns; that's the trade.
ISO 27001:2022 certified, SOC 2 Type II in progress (Q4 2026). EU-only data residency by default; on-prem deployment available for regulated workloads. NDA + DPA signed before any data crosses.
Median 9 business hours from a 6-line note to a yes/no/refer. If we're a fit, kickoff within 2 weeks. The Q3 2026 calendar has 2 slots open as of this morning.
Operating teams who already have a named workflow problem and an internal owner who can sign off. Less well in five-vendor "select an AI partner" bake-offs — we're transparent about it so you don't waste a procurement cycle.
Available — multi-day operator workshops in EN, HU, or DE for L1–L3 leadership. Priced separately from build engagements. Ask in your intake note.
EN, HU, DE for written deliverables and steering. The shipped systems support whatever languages your customers and ops teams use; we test specifically on Hungarian and German agglutinative cases.
We work with three operating teams at a time, no more. If you're scoping a real workflow with a real owner, send us a 6-line note about what's broken and we'll come back with whether we can help — within nine business hours.