Use every simulation
to move the answer forward.

One vector response in. One complete update out.

Abstract gradient field
The product

The maintenance layer, wrapped around your simulator.

Your simulator remains the source of truth.

Configureapply x
Simulateobserve vector y
SimWrapreturn next x
Controlled simulator study

Usable in six responses.

10 / 10

fixed systems

Controlled simulation.

9 / 10

changing systems

Controlled simulation.

240 / 240

scale trials

64 to 4,096 variables.

Verify the returned configuration with one independent simulator call.

Technical fit

Use SimWrap when evaluations are the scarce resource.

Inverse response matching

Digital twins

Hardware in the loop

Co-simulation control

Engineering models

Stochastic calibration

Fit follows the interface. Performance follows the pilot.

Evaluation to production

Start hosted.
Move offline when latency matters.

Hosted for evaluation. Offline for production.