CODE-DRIVEN MECHANICS · COMPUTER NUMERICAL DESIGN · EARLY ACCESS

Better components.
At every point.

CoDesigner creates computational recipes for your components — code-driven mechanics that optimize every surface point for manufacturing. From simple CAD geometry to powerful, physics-driven designs. In hours.

CODE-DRIVEN MECHANICS
INJECTION MOULDING & CNC MACHINING
COMPUTER NUMERICAL DESIGN (CND)
// The opportunity

Your components can be even better than they already are.

Engineers create brilliant components. But there's an untapped opportunity: what if every surface point could be computationally optimized? What if the design had a recipe — a code-driven formula that accounts for shrinkage, warpage, and tolerances simultaneously? CoDesigner creates that recipe. The result: components that perform exactly as intended in production.

AI that modifies geometry, not opinions.
CNC transformed production. Computer Numerical Design (CND) does the same for geometry.  ·  Read Janus' article on CND →
The adjustments can sometimes be less than a millimeter. Invisible to the naked eye. The manufacturing impact is not.
// 01  ·  Engineer's CAD
STRAIGHT · CAD

Designed by the engineer.
Straight lines, right angles.

// 02  ·  CoDesigner recipe
COMPENSATED · PHYSICS

Mould or toolpath optimised.
Every point pre-compensated.

// 03  ·  Final part
±0 PERFECT · AS DESIGNED

Part emerges exactly as designed.
Near-zero tolerance variation.

// The engineer's role

Engineers invent components
no AI can. We make
those components better.

The most valuable part of engineering is the part only engineers can do: inventing the component. Engineers create brilliant spatial reasoning, functional logic, and geometry that makes components work. They go from blank page to concept — with intuition and experience that no AI can replicate.

That rough CAD is not a problem. It is the perfect input. It encodes everything the engineer knows about what the component needs to do. CoDesigner takes it from there, freeing engineers to do what only they can: invent the next component. AI is accelerating in every field — now also in mechanics. And we are not slowing down.

🧠
// The engineer
Invents the component — concept, function, rough CAD
CD
// CoDesigner
Optimises every surface point for manufacturing — returns ready geometry
// How it works

From 3D model to
better component. In hours.

CoDesigner computes the ideal geometry for every surface point simultaneously — and gives you back a component that performs exactly as designed when it comes out of production.

// 01
Starting with 3D

Your 3D model and design intent go in. The geometry of the component, the material, the production process, the tolerances — everything the engineer already knows.

// 02
Physics and desires in every point

The CoDesigner Geometry Engine computes what the component needs to become — simultaneously across every surface point, across every relevant physical domain.

// 03
A better component, returned

You receive a manufacture-ready model: every point computed, every domain considered. The component that comes out of production is the component the engineer designed.

// Where it applies

Better components.
Two production paths.

Whether you are moulding or machining, the goal is the same: a component that comes out exactly right. CND computes what that component needs to be — at every surface point — and gives it back, ready for production.

Injection Moulding
The component comes out
exactly as designed.

CoDesigner modifies both the component geometry and the metal mould at every single point. In non-functional areas — draft angles, internal wall profiles, non-visible surfaces — the component itself is adjusted for manufacturability. The mould is then pre-compensated for shrinkage, warpage, and flow-induced deformation before a single shot is made. The component that emerges looks exactly as the engineer designed it: straight, accurate, near-zero tolerance variation. Capabilities include 3D variable draft angles, 3D variable shrinkage compensation, and flow-induced warpage correction at every surface point simultaneously.

input Engineer's CAD
CoDesigner output Compensated mould geometry
result The component the engineer designed
CNC & Machined Parts
Your machine moves point by point.
We give it the right coordinates.

For precision machined components, CoDesigner optimises the part for stress, strain, stiffness, material utilisation, function, and tolerances, and outputs an STL that feeds directly into your CAM software. The CNC mill already moves point by point and can produce spline-based surfaces. CoDesigner bridges both gaps: a better part geometry, and a toolpath optimised to produce it exactly. This includes acceleration-optimised roundings and fillets across all 6 degrees of freedom and load-compensated machining computed per surface point.

input Engineer's CAD
CoDesigner output Optimised STL → CAM
result Accurate machined part
// What the engine considers

Every engineering domain.
Optimised in balance, not in isolation.

Traditional tools run one analysis at a time. CoDesigner finds the optimum across all disciplines simultaneously. The component that emerges is the best answer across everything at once. Hover or drag to explore.

// drag & explore
◆  CoDesigner Geometry Engine

The best components
you have ever made.

CoDesigner doesn't flag problems — it solves them, returning manufacture-ready geometry. Built on Computer Numerical Design (CND) — the design layer for injection moulding and CNC teams — developed from university research, applied to production, and designed to make every component that leaves your organisation better than the one before it.

// Built by Component Group

Deep expertise. Now AI-powered.

4,000+ engineers trained 25 yrs product development expertise Computer Numerical Design State-of-the-art shape analysis foundation

CoDesigner is built by Component Group, a Copenhagen-based consortium consisting of Component 2.0 and Component AI. Over more than two decades, the team has trained and educated more than 4,000 engineers and developed 25 years of product engineering expertise. We have seen first-hand how exceptional they are at creating ideas and concepts. And how they spend the majority of their time on DFM corrections, tolerance dimensioning, and manufacturing iteration. That is what CoDesigner automates, in hours.

The geometry engine is built on state-of-the-art shape analysis methods, coupled with language-to-geometry generators and end-to-end differentiable numerical schemes. Years of engineers, experts, and researchers analysing and developing methods in algorithmic mechanics and mathematics enter the optimization process, allowing a body of knowledge previously locked in human expertise to be operational algorithmically. AI is moving fast — now also in mechanics. We are building the tools to keep pace.

Geometry in code supercharges computation. CNC already machines point by point. CoDesigner brings code-driven geometry together with every point on every surface, and applies them systematically to production. This is Computer Numerical Design: the design equivalent of what CNC did for manufacturing.

// Two ways to work with us

One component.
Or your entire production pipeline.

CoDesigner works at whatever depth your team needs, from optimising individual parts today to running a fully integrated geometry pipeline at scale.

// Part & DFM Optimisation
Get the recipe for any part.
No integration required.

Bring a 3D model. Get back optimised, manufacture-ready geometry as a computational recipe — compensated for shrinkage, warpage, and DFM constraints. Works for individual parts, DFM verification, and small batches. The fastest way to start.

STL / STEP input Optimised geometry out Injection moulding CNC machining Hours, not weeks
Apply for early access →
// Enterprise Pipeline
A recipe pipeline for your
entire production.

For teams running high volumes or complex product families. CoDesigner is set up as a complete design pipeline: operationalizing your engineering knowledge, running at unlimited scale, and integrating directly with your own AI agents via a Python-native interface. Custom setup, delivered by Component AI.

Python-native AI agent integration Unlimited scale CAD export (STEP, STL, implicit)
Talk to us →
// From the field

The speed from product concept to finished tooling and running production is unprecedented. It opens up entirely new ways of working — and gives us the confidence to scale in ways we simply couldn't before.

Head of Moulds & Moulding  ·  Leading consumer goods OEM

// Early access

Be first to use CoDesigner

We are opening access to a small group of manufacturing teams. Apply for early access and we will reach out directly.

// Anything specific you are working on? (optional)

Rather talk first?  Book a 15-minute call →