Real AI cases in premium LED headlights
Each case shows the problem exactly as it plays out on a Tier 1 plant floor, the iLEAN piece that solves it, and the estimated impact — with IATF/VDA-traceable signatures on every capture. All are deployable piece by piece; you start with one, not with the whole platform.
Capture without changing habits: photo, voice, email, integrations
Paperless headlight batch startup — order, PPAP and reel
Payback 3-8 months · 4-8 h latency down to zero-second
View the case →
Camera on the vacuum metallizer panel
Payback 6-12 months · defers >€800K CAPEX without touching the SCADA
View the case →
OEM spec changes reach the line on time
Payback 3-6 months · 3-4 h latency down to seconds
View the case →
The assembly supervisor's earpiece
Operational knowledge feeds the live FMEA in real time
View the case →
Two-tap human APQP validation, IATF signature
Enabling piece: nothing enters the QM ERP without a human signature
View the case →
Goniophotometer Excel into the QM ERP, live
Payback 4-8 months + −50/−80% QM module licenses
View the case →
LED reel receiving in 5 minutes
Payback 3-7 months + −50/−70% receiving module licenses
View the case →
Laser marker stitched into the ERP
Payback 2-5 months · zero recalls from wrong serial
View the case →In-line machine vision, in real time
Agents that document, coordinate and defend the audit
More cases in automotive
- Car air conditioning control with AI — an R-1234yf leak is not an incident, it is a regulated cost.How iLEAN joins Edge vision, refrigerant tightness and compressor/condenser/evaporator traceability to…
- Bi-color wheel painting with AI — a mist on the transition is the most expensive part of the day.How iLEAN cross-references masking vision, booth parameters and the color transition line to avoid…
- The laboratory’s measurements, in the ERP in minutes and with fewer licensesLuminance, chromaticity and force-travel: iLEAN reads the laboratory’s Excel on save and feeds it into…
- The human gate that makes artificial intelligence auditableNothing the AI captures enters the central system without human validation: a visual summary on a…
- AI control of electrical connectors and pins — a bent pin passes the inspection desk and shows up at the test bench.How iLEAN verifies pin geometry, sequence and crimping of automotive electrical connectors in line with…
- Your product’s genealogy starts at the receiving dockDelivery note, reel labels, certificates and moisture data captured by photo and fed into the ERP. From…
Share your case and get an estimated ROI within 48 hours.
We work on your plant's real data, not ours. No-commitment diagnostic.