Industrial AI in precision tubing plants for automotive
Tier 1/2 plants that form, cut, and weld precision tube for steering columns, shock absorbers, drive shafts, exhaust systems, suspension parts, and stabilizer bars operate under IATF 16949 and each OEM customer's APQP/PPAP cycle: every traceability record, every weld parameter, and every gauge changeover must be provable with evidence, not reconstructed by hand.
This case catalog lands the IRIS architecture (Connect + Edge + Agents) on that reality: from the paper travel card that gets lost today to the PPAP evidence pack that today takes weeks of manual work. Readers will find how each iLEAN piece attacks a specific point of the operation, and how they all coordinate against the same capital pain: zero recalls from mislabeled welds or lots.
Capture without changing habits: photo, voice, email, integrations
Travel card digitized at startup
Payback 4-9 months · the lot queryable from startup
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The vintage tube mill starts talking
Payback 5-10 months · tube mill replacement CAPEX deferred
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Steel and ECN alerts, read in seconds
Payback 3-7 months · from 2-4 hours of latency to seconds
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The line lead dictates hands-free
No standalone payback · enabling piece
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Two taps at the weld cell
No standalone payback · enabling piece
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Metrology spreadsheet straight into the ERP
Payback 4-9 months · 50-80% fewer quality and lab seats
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Steel coil received with one photo
Payback 3-8 months · from 45 minutes at the dock to 5
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Laser weld cell stitched to the ERP
Payback 3-6 months · zero hand-typed weld parameters
See the case →Machine vision on the line, in real time
More cases from this series
- The travel card no longer gets lost on paperiLEAN Connect photographs the travel card at batch startup and makes the tube lot traceable in the…
- Talk to the AI without stopping your walkWith a headset, the line lead dictates issues hands-free; iLEAN structures and saves them within seconds.
- Zero hand-typed weld parametersiLEAN stitches the laser weld cell to the ERP: the correct parameter arrives on its own, with no manual…
- Two worlds that finally talk: spreadsheet and ERPiLEAN absorbs the dimensional-measurement spreadsheet in real time and uploads it to the ERP after…
- The truck no longer waits on your receiving dockOne photo of the delivery note and heat-lot labels is enough for iLEAN to push the data to the ERP after…
- No critical alert gets read too late againiLEAN catches steel delays and OEM specification changes at zero latency and suggests the specific…
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