Live webinar Cutting scrap on calendering and coating with hybrid simulation — TBD
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AIKEMICS / For /I run a lab
For lab managers & R&D leads

Repeatable, sharable models.

Turn your experimental data into institutional knowledge. Move from one-off studies to validated, versioned simulation workflows your whole team can build on, grounded in 13+ years of LRCS computational modeling and AI research.

A pilot-scale electrode coating line with foil reels and a control panel
10×faster recipe iteration
The problem we solve

Great experiments shouldn't live in one person's notebook.

Lab-scale insight is hard to retain. Researchers leave, methodologies drift, and results from six months ago can't be reproduced, let alone applied to a new chemistry or a new line.

Aikemics wraps your experimental workflows in physics-informed simulation models that are versioned, documented and replayable. The knowledge stays in the institution.

What you get

From raw data to replayable knowledge.

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Versioned workflows

Every experiment and simulation run is versioned. Roll back, branch and compare. Source control for your science.

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Model calibration

Feed your existing measurements into physics-based models from our library. Quantified calibration, not a black box that overfits your last dataset.

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Team-ready dashboards

Share validated workflows with colleagues. They don't need to understand the underlying model math to use them.

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Faster iteration cycles

Run experiments in simulation before burning materials. Prioritize which physical tests actually need to happen.

Common questions

What lab teams ask us.

No. The platform is designed to work with sparse experimental data. Physics-based priors from our library do the heavy lifting. Your measurements calibrate and constrain the model. They don't need to be exhaustive.
All data stays in your environment. We support on-premise deployment, private VPC and strict data isolation for multi-tenant cloud. The hybrid architecture was built specifically for European sovereignty constraints. No recipe data ever leaves your custody.
Yes. We can provide data adapters for common LIMS and ELN platforms, plus a REST API for custom pipelines. Your workflow stays central. Aikemics plugs in.
Get started

Bring your experiment. We'll build the model.

Share a scoped challenge from your lab. We return a feasibility note and a calibration proposal within a week.