Industrial AI in automotive starter battery plants
Starter battery plants (lead-acid, EFB, AGM) combine a sensitive chemical process — grid casting, pasting, formation/charging — with a high-cadence assembly line and automotive-grade quality requirements (IATF 16949, OEM customer-specific requirements), where a poorly-traced defect can turn into a costly warranty claim. iLEAN brings the IRIS architecture (Edge + Connect + Agents) to that reality: it turns paper shift logs and vintage machine panels into structured data at zero-second latency, catches critical assembly defects in line with computer vision, and builds audit dossiers automatically.
All without changing the operator's habits, and with a human validating every data point before it reaches the ERP. Below, 12 real use cases landed on the sub-sector, grouped by iLEAN piece.
Capture without changing habits: photo, voice, email, integrations
Grid casting log, no paper
Payback 4-9 months · grid lot in the system at zero latency
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The curing oven panel talks back
Payback 5-10 months · over $300K replacement deferred
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Recycled lead delays caught in seconds
Payback 3-7 months · from 2-3 h of latency to seconds
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Battery line lead, hands-free
No standalone payback · enabling piece
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Two taps at the formation line
No standalone payback · enabling piece
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Battery lab results straight to ERP
Payback 4-9 months · -50 to -80% quality module seats
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Lead and acid received by photo
Payback 3-8 months · truck at the dock from 45 min to minutes
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Serial marker fed by the ERP
Payback 3-6 months · zero hand-typed date codes
See the case →Machine vision on the line, in real time
More cases from this series
- Zero critical defects, fully traced4 coordinated verification rings — ERP, marking, Edge vision and evidence pack — against the critical…
- The audit dossier that builds itselfEvery critical change generates a pre/post photo, log and sign-off. Agents builds the audit dossier by…
- The serial marker that no longer gets hand-typedThe ERP publishes lot, date and model straight to the marker via API. Lot change = one tap, not manual…
- Grid casting start, no paperThe grid casting shift log gets photographed with a phone and lands in the central system at zero-second…
- What the line lead knows now stays on recordThe line lead dictates an incident while walking the floor; iLEAN structures it and replies in seconds,…
- The lab Excel sheet that's already in the ERPILEAN reads the lab's quality Excel sheet and pushes it to the ERP after human validation. Up to -80% on…
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