We build AI systems that do real engineering work
Products for simulation and engineering teams. Infrastructure for enterprises that need AI on their own terms. Custom agents for everything in between.
Products and Services
What we build
Products
AI platforms purpose-built for engineering and simulation teams. Deploy agents that prep CAD, mesh, and set up solvers — and surrogate models that turn weeks of simulation into minutes.
Explore ProductsInfrastructure & Data Services
Own your AI stack
Fine-tuned models, air-gapped LLM deployments, and document intelligence — for enterprises where data privacy, cost, or control rules out off-the-shelf AI.
Explore InfrastructureCustom Enterprise Agents
Production-grade agents, built to spec
Support, sales, research, and voice agents that connect to your databases, APIs, and knowledge bases — deployed and monitored in production.
Explore Custom AgentsAI-native. Engineering-fluent. On your side of the table.
Most firms in this space are simulation consultancies adding a sprinkle of AI, or software resellers with an implementation arm. We're neither.
We're an AI engineering company that speaks simulation, CAD, PLM, and manufacturing natively. We train and deploy ML models, build data pipelines and scalable AI systems in production — and we understand boundary conditions, mesh quality, and why your BOM never matches your as-built. We don't resell software, so our only incentive is what works on your stack.
Built by simulation engineers
Seven years inside ANSYS shaped how we build. We know where CAE workflows break because we lived them before we automated them.
Your data and IP stay yours
Runs on your infrastructure. Your geometry, BOMs, and field data never leave your environment, and you own the IP for everything the pipeline produces.
We check our own work, and we show it
In our own propeller study, a verification agent caught a sign-convention error before it reached the report, and the winning design was cross-checked against a full CFD run. We would rather catch it than ship it.
Works with the solvers you already trust
Fluent, STAR-CCM+, OpenFOAM, Icepak. We sit over your existing stack instead of asking you to rip it out and start again.
How we engage
From first problem to production, in clear steps
Every engagement starts small and fixed-price, so you can prove the approach before committing to a build. No open-ended retainers to start, no rip-and-replace.
- 01
Discovery Sprint
Fixed price · 2–4 weeks
Our productized entry point. We scope your problem against your real data and systems, prove feasibility, and hand back a plan you can act on, with us or without us.
Deliverable: a technical feasibility assessment, a working proof-of-concept on your data, and a costed build plan.
- 02
Build
Typically 8–16 weeks
We design and build the production system on your infrastructure, validated against your solvers and data, with the source code, documentation, and knowledge transfer so your team can own it.
Deliverable: a production-grade system, full source and docs, and your team trained to run it.
- 03
Support retainer
Ongoing, optional
Once it's live, we keep it healthy: monitoring, accuracy checks against the underlying solvers, model updates, and new use cases as your team finds them.
Deliverable: monitoring, drift and accuracy checks, and a standing line to the engineers who built it.
From a focused discovery sprint to a production-grade system. Every engagement is scoped and costed upfront: you know the number before you commit.