Vehicle Quality Intelligence combines vision AI inspection with SPC (Statistical Process Control), torque monitoring, and assembly verification to achieve 100% inspection at production speed. Every vehicle body, paint finish, powertrain assembly, and interior fitment is inspected at each station. AI defect classification identifies not just that a defect exists, but which production parameter caused it — enabling same-shift correction rather than next-day investigation. Warranty prediction: AI analyses production data to predict which vehicles in a batch have elevated warranty risk before they leave the plant — enabling targeted pre-delivery inspection. All quality disposition decisions (pass/rework/scrap) require quality engineer authorisation.

Automotive supply chains are among the most complex in industry — JIT delivery of 30,000+ components per vehicle, from hundreds of Tier 1, Tier 2, and Tier 3 suppliers globally. A single missing component stops the entire production line. Supply Chain Intelligence monitors 284 Tier 1 suppliers in real time and tracks Tier 2/3 dependencies for critical components. JIT scheduling: AI coordinates delivery windows to match production sequence — the right parts arrive at the right station at the right time. Disruption prediction: geopolitical events, weather, port congestion, and supplier financial signals monitored with 6-week advance warning. All supplier relationship decisions remain with procurement leadership.