How AI is helping automakers stop service revenue from driving away

A customer who skips one service appointment may not look like a serious loss. But once that vehicle moves to an independent garage, the manufacturer could lose years of maintenance income, spare-parts sales, warranty renewals and a future upgrade opportunity.

For automakers, this leakage often begins long before the customer formally exits the authorised network. A missed workshop visit may be stored in one system, an unresolved complaint in another and an approaching warranty expiry in a third. The warning signs are visible, but rarely connected in time.