Keep formulations, test results, and process changes connected.

The problem

Materials and battery teams need to connect formulations, characterization files, test results, protocols, and process changes — often across months of runs and multiple people's records.

What MAIC does

Upload those files into a MAIC project to compare runs or batches, surface prior findings, and keep reasoning attached to the source documents. Answers cite the result file or protocol they came from, so conclusions stay checkable.

Questions teams ask

• How did cycle life compare across the last three cathode formulations?
• Which characterization runs support the new binder choice?
• What protocol did we use for the March coin-cell builds?
• Has this impedance pattern shown up in earlier batches?

How answers stay grounded

MAIC never invents data. Every answer is assembled from excerpts retrieved out of what your team actually uploaded, with the supporting documents cited alongside — so people stay in control of the call, with the evidence in front of them. If the uploaded records don't contain the answer, MAIC says so.

Get started

Get early access, explore the other use cases, or read how MAIC protects project data.