Perspectives on data, AI and agents, industry by industry.

Warranty cost is a lagging signal. Automotive quality teams can read it earlier

By the time warranty cost shows up in the P&L, the failure has been in the field for months. Joining claims, service reports, build records and supplier data turns warranty from an accounting line into an early-warning system — provided people keep the quality decisions.