Built for industrials.

We learn how your engineers really work, from the first model to the released part, and put AI to work in the tools they already use.

Request a briefing

Line planning, work instructions and changeovers, learned on your shop floor.

Line balancing
Work instructions
Robot cells
Production schedules
Downtime analysis
Factory layout

Design variants, load cases and drawings, learned from how your engineers work in CAD.

Design variants
Lightweighting
Load cases
Machining checks
Tolerances and drawings
Test stands and fixtures

Schematics, layouts and harnesses, learned from how your engineers work in their design tools.

Schematic review
PCB layout
Wiring harnesses
Control cabinets
Drive sizing
Signal integrity

From request to offer: costing, bills of materials and price curves, learned from your sales engineers.

Request intake
Cost breakdowns
Bills of materials
Price by quantity
Offer documents
Follow-up

Inspection plans, measurement reports and root causes, learned from your quality engineers.

Inspection plans
Measurement reports
8D reports
Supplier audits
Risk analysis
Complaint analysis

Supplier comparisons, contracts and spend, learned from the daily work of your buyers.

Supplier comparison
Should-cost models
Contract review
Spend analysis
Alternative parts
Delivery risk

Forecasts, stock levels and routes, learned from how your planners work.

Demand forecasts
Inventory planning
Route planning
Load planning
Customs documents
Warehouse slotting

Diagnosis, spare parts and service reports, learned from your technicians.

Fault diagnosis
Spare parts
Service reports
Maintenance plans
Remote support
Retrofit proposals

Requirements, architectures and test evidence, learned from your systems engineers.

Requirements tracing
System architecture
Airframe design
Test campaigns
Technical publications
Certification evidence

Who it is for

Manufacturing
Design, production planning and quality, from the first part to series.
Electrical Engineering
Schematics, control cabinets and automation code for machines and plants.
Defense Tech
Engineering under export control, where designs cannot leave your own infrastructure.

Where the work happens

Design
Parts and assemblies modelled in Siemens NX, CATIA and SolidWorks.
Simulation
Load cases set up, run and judged in Ansys and COMSOL, where one run can take hours.
Release and change
Engineering changes and approvals in Teamcenter and SAP, across design, procurement and the plant.
Automation
Control cabinets and machine code in EPLAN and TIA Portal, from the plan to commissioning.

What good work means

An engineering team is judged on a design that works the first time.

A late change costs a tooling run or a start of production. The solver and the release process decide what counts as done, so that is what the work is measured against.

Your data stays yours

Design files are the company. They stay inside it.

Each person owns the record of their own work and decides what the team sees. We never measure individual productivity. Security, privacy, legal and the works council are at the table from the first week.

How we start

One team, one workflow, one baseline.

A sponsor picks a team of five to ten people and one workflow. We sit with them for four weeks, then review the result together against the measure agreed at the start.