Engineering and simulation
Your engineers’ own AI.
Simulation surrogates trained on your own runs: fast first answers, and better with every run you add.
Likely yes, with margin at the weld 1. The new rib sits outside the range of past runs, so run the full solver before sign-off 2.
- 1Solver runs, bracket family
- 2Range check against the training runs
Illustrative
- Tasks to start with. A Test Lab takes one.
- 3
- The Formula it starts withWith TLM
- OLM
- To roll back to the last release, by design
- 60 s
- Eigna Local. Data never leaves.
- Local
The work that cannot leave
Simulation data and designs are a company’s crown jewels. Years of runs describe how your products behave. They should train your model, not someone else’s.
- Simulation runs
- Designs and CAD
- Test results
- Maintenance and quality records
Where it runs, for engineering
Eigna Local
Data never leaves.
On your workstations and servers, next to the solver. Or Eigna Cloud, on a dedicated GPU in your region.
Training runs on a GPU we rent in a region you approve: an encrypted snapshot goes there for each run and is deleted after it. Where nothing may leave your network, it runs on your own GPU.
The first expert
Three tasks to start with.
Simulation runs, test results and checks your engineers have signed off.
Simulation surrogates
A model trained on past runs gives a first answer in seconds, before the full solver runs.
Likely yes, with margin at the weld 1. The new rib sits outside the range of past runs, so run the full solver before sign-off 2.
- 1Solver runs, bracket family
- 2Range check against the training runs
Learns from · Solver runs for this product family, checked by your engineers.
Maintenance and quality
Learns from your machines, your inspections and your fixes.
The rejects match a worn fixture pattern seen twice before 1. Both times the fix was a new clamp insert 2.
- 1Inspection log, line 3
- 2Fix report, approved by quality
Learns from · Inspection reports and fixes your quality team closed.
Engineering questions
Answers from your own reports, standards and signed-off checks, with sources.
Your valve test procedure, revision C 1. The last approved test report used the same setup and fixture 2.
- 1Test procedure, valves
- 2Approved test report, valve series
Learns from · Reports and checks your engineers signed off.
The proof we will measure
A metric, a baseline and a sealed test, agreed before we start.
The target is set with you before the Test Lab starts. If the expert does not beat your baseline, you keep the report.
17.8%
Our first training run cut forecast error 17.8% against its base model. It is not yet ahead of a simple last value baseline, and we publish that too.
Rules in plain words
What the rules ask, and what every release gives you.
- 01
The solver stays the reference
A surrogate gives the first answer. The full solver gives the last.
- 02
Released only when better
A new surrogate goes live only when it beats the current one on runs it never saw.
- 03
Products with AI inside
Where a model becomes part of a product’s safety function, the EU AI Act’s duties for products apply from 2 August 2028.
Engineering and simulation
Released only when better.
A new surrogate goes live only when it beats the current one on runs it never saw. The full solver still gives the last answer.
Engineering: questions and answers
How many runs does it need?
Enough to cover the range you design in. The Test Lab checks that first: if the runs do not cover the range, the report says so.
What happens outside the range of past runs?
It says so, and points you to the full solver. A surrogate that guesses outside its range does not pass the gate.
Can it run next to our solver licences?
Yes. With Eigna Local it runs on your own workstations or servers; your solver and its licences stay where they are.
Test Lab
Request a Test Lab for engineering.
One task, your data, a sealed setup, about four weeks. If the expert beats your baseline, the test set becomes your first release gate. If not, you keep the report.
- RouteDirect to R&D teams in automotive, aerospace, machinery and energy equipment; later through simulation software partners.
- Watch forIt needs GPU capacity and clean simulation data. We start with one product family.
- ReplyWithin two working days, from a founder.
