ON-PREM DIGITAL WORKERS · FOR REGULATED MANUFACTURERSON-PREM DIGITAL WORKERS

We create a layer that organizes operational knowledge and supports decisions where security, context, and accountability matter.
On-prem on dedicated hardware by default, or a dedicated single-tenant private cloud when it fits the path.
It's not about generating impressive answers. It's about moving from scattered knowledge to reliable action.
Every answer links to the exact passage in your document, highlighted on the original page. Click a citation and you see the page, the paragraph and the spot the sentence came from. No guessing where the model got it.
Every answer is grounded in your documents and lands in the audit-ready log.
Four assistants, source-grounded answers with citations, and capacity in tiers, not tokens.
See the platformData isolation inside your own perimeter, access enforced at the data layer, an audit-ready log of every question.
How we secure itKPIs agreed in writing, a 60-90 day phase, activation on results. The program is open, with continuous intake.
Read the programOne platform, deployed on-prem by default or in a dedicated single-tenant private cloud. Configured for the operational reality of each environment.
INDUSTRY · FLAGSHIPService documentation, instructions, drawing-to-offer and knowledge operations for regulated manufacturers.
Explore ManufacturingDocumentation operations for teams that work offline, in demanding and disconnected environments.
Support for the internal audit function on your organization's own documents.
Document operations for public institutions with strict data sovereignty requirements.
Traceable knowledge flow across suppliers, contractors, and compliance checkpoints.
We build with Co-Development partners first, with the KPIs agreed in writing. A 60-90 day phase, then activation on results. The program is open, with continuous intake.
Top international level athletes turned entrepreneurs. We thrive in competitions, sweat, pain and getting up after failures.
A team of five. Experience in industry, AI, operations and regulation. Backed by an AI advisor: physics PhD from UC Berkeley, research at MIT and Harvard, recipient of the “Outstanding Young Pole” award.

Our team

Built EUR 1.1M+ B2B revenue as CCO at a Polish software house. MSc HCI (Tampere), MBA.

Operations in sensitive-data environments.

Fullstack engineering across RAG, AI and cloud.
The cooperation covers pre-deployment analysis, joint solution design based on feedback, a pilot deployment, and a production deployment.

Project implemented under the European Funds for Smart Economy 2021-2027, KPT ScaleUp Booster project.