03/ 03Expertise

AI & Machine Learning

Models for operational decisions, tested on stated data.

We build models that support operational decisions: finding and locating faults, forecasting demand and language-model agents for technical work. We prefer methods an engineer can check, combined with physical models where they exist.

Each project is tested on public benchmarks or stated data before a number is quoted, and its page says what the test can and cannot show.

  • Anomaly & leak detection
  • Demand forecasting
  • Physical models + statistics
  • Language-model agents
  • Benchmark evaluation

Projects 04

01 Hydraulic model + statistics · water utilities

Night-Flow Leak Finder

Finds leaks on the public BattLeDIM benchmark network and ranks the pipes most likely to be leaking. Click any pipe to make your own leak.

02 Machine learning · forecasting and inventory optimisation · grocery retail

Demand Behind the Empty Shelf

When a fresh product sells out, sales stop telling the truth. We estimate the demand behind the empty shelf, with an interval, and turn it into tomorrow's order.

03 AI · regulatory retrieval and evaluation · chemicals and fire protection

Restricted From When

Ask about EU chemical restrictions in Polish, German, English or Ukrainian. Get the exact paragraph that applies on the date you choose, for your use.

04 AI agents · security · freight forwarding

Dispatch Agent, Under Attack

An AI dispatch agent, built and attacked in a sandbox we made. A QR code on a delivery note tries to move the truck.

Have a problem like this one?

Tell us what you need to compute, simulate or decide, and we will tell you how we would approach it.

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