Model-informed deployment.
Embed physics-informed predictions into your MES, SCADA or PLC. Validated setpoints surface where operators actually work, not in a dashboard nobody opens.
Deliver predictions where your systems already run.
Aikemics exposes model outputs as engineered setpoints, confidence ranges and trigger conditions for the systems your operators trust.
The same white-box models support local execution, secure private cloud and synchronized library updates.
This is not a research prototype. It is built for MES/SCADA and future-state automation.
Practical integration benefits.
API-ready outputs
Standardized data feeds and REST endpoints plug into control rooms and dashboards without custom adapters.
Local-first deployment
Sensitive process data stays on-premise. Model updates still come through cloud-synchronized libraries.
Proven compatibility
Designed for SCADA, MES, LIMS and automation stacks used in battery manufacturing.
Traceable predictions
Every recommendation includes the model path and confidence, so integration teams can audit it directly.
Make the models part of your automation stack.
We help you get simulation results into the tools your operators already use and trust.