Technical Walkthrough
From cycler output to action alert in under 2 minutes.
Three stages. No new hardware. No disruption to your formation protocol.
STEP 01
Connect to Formation Cycler
Our edge connector software installs on a standard rack PC co-located with your cycler cluster. It subscribes to the cycler's data stream and buffers cell telemetry locally. Setup time: 4–6 hours per line. No production interruption required — the edge connector monitors passively.
- Compatible with Arbin, Maccor, Basytec, Novonix
- Runs on standard industrial PC (fan-less, DIN-rail)
- Air-gapped local buffer — formation data stays on-site
STEP 02
Real-Time ML Inference
As formation progresses, our model scores each cell every 5 minutes against its expected signature envelope. The model adapts to your cell chemistry and cycler profile during a 2-week calibration window, then maintains continuous learning as your process evolves.
- 5-minute scoring cadence across all active cells
- dQ/dV decomposition identifies 6 failure modes
- Adjustable sensitivity threshold — configure for your scrap tolerance
STEP 03
Alert + Root Cause Report
When a cell's signature deviates from its expected envelope beyond the sensitivity threshold, Moldpathio fires a tray-level alert to your dashboard and (optionally) your MES webhook or email. The alert includes defect class, confidence, affected positions, and process adjustment guidance.
What Moldpathio connects to
Moldpathio reads from your cyclers and writes to your existing alerting and data export channels. It does not replace your MES, your cycler controller, or your formation protocol. It adds a quality inference layer on top of the data those systems already generate.
Questions about setup for your specific cycler or cell chemistry?
Dmitri will map your exact cycler configuration, walk you through the 2-week calibration timeline for your electrode chemistry, and answer protocol-level questions before you commit to a pilot.
Book a Technical Call