Cell, module and pack lines produce more weld, formation and aging data than any team can read. AgentMesh watches it in line and diverts suspect parts to rework. On storage sites it gives early warning of thermal runaway, as an alarm on the systems you already have.
A new line learns as it runs. A bad weld found at end-of-line test has already cost a finished module.
Fire codes, insurers and safety reviews ask for evidence that warning signs were watched, every hour, on every rack.
Cell chemistry, weld schedules and formation recipes can't go to someone else's cloud.
Each job is a domain kit: connections, fingerprints, rules, a playbook and reports for one class of asset. A pod can run several.
Weld, formation and aging signatures judged in line. On the line, Lane A diverts a suspect part to rework. On storage sites, early signs of thermal runaway go out as an alarm.
Weld seams, tab alignment and electrode defects checked by DeepVision and fused with the process signals for the same part.
Non-conformance reports and traceability records drafted with the evidence attached, ready for your quality engineer to sign.
Connections go through the Unovie Gateway with allow-listed protocols. Everything is read-only unless the table says otherwise.
| System | How AgentMesh uses it |
|---|---|
| Laser-weld controllers and weld-current clamps | read-only |
| Formation and cycler data | read-only |
| Battery and energy management systems | read-only |
| MES and quality system | records out |
| Fire alarm panel | alarm input only |
| Work-order system (e.g. SAP, Maximo) | work orders out |
An engineer reviews your sensors, network and control systems before anything is signed — a 1–2 day visit.
Read-only connection, baselines from your history, replay of past events.
Live findings in the agreed lanes, drafted records, a measured latency report.
Results review and a signed evidence pack.
Pilot on one cell line or one storage site: replay of past weld and formation data in weeks 1–2, live in-line flags in weeks 3–6.
Site audit: no charge, 1–2 days on site · 6-week paid pilot: $40–60K, credited in full against a production site signed within 90 days
The pod, the decision path, data safety and failover, for your architects.
Designed against NIST SP 800-53 and the NIST AI RMF, with evidence for your assessor.
Data, safety, hardware, price and what happens when the link drops.
Engineers on site across Texas, serving programs nationally.
