Takt time, quality, and the EV transition.
automotive teams feel it every week: the status quo scales cost, not outcomes. There is no clean upgrade path — only rip-and-replace.
Bottom-up, the reachable market clears a nine-figure ceiling before expansion.
automotive budgets are shifting from headcount to platform.
The primitives finally exist to do this at the edge.
A bottom-up motion the incumbents can’t run.
Line changes, quality gates, and ROI.
“The quality gates were the unlock.”
throughput on the EV line after the cycle-time program.