Put AI to work across manufacturing engineering, quality, supplier ops, and homologation. One task at a time.
Three roles in automotive ops, redesigned at the task level
Manufacturing engineering
Illustrative pattern from task structure across live postings. Bring your baseline and we replace these with your numbers.
AI reads the BOM, station cycle times, takt targets, prior changeover data, drafts the rebalance and tolerance update. Engineer reviews the trade-offs against takt, ergonomics and SOP compliance.
Quality engineering
Illustrative pattern from task structure across live postings. Bring your baseline and we replace these with your numbers.
AI reads the warranty claim or 8D record, cross-references prior CAPAs, pulls supplier PPAP and FAI history, drafts the root-cause hypothesis with containment options. Engineer reviews the flagged cases and owns the disposition.
Test engineering
Illustrative pattern from task structure across live postings. Bring your baseline and we replace these with your numbers.
AI reads the test telemetry, cross-references prior validation runs, requirement specs and known anomalies, drafts the triage and recommended next test. Engineer reviews and signs off on go/no-go.
Four workflows in automotive, redesigned live
The roles above run inside workflows. Pick one. The redesign engine produces a before/after view in 30 seconds, tasks that collapse when agents take over, sequential steps that go parallel, net-new agent guardrails the original workflow never had.
Plan-to-Produce
Demand to schedule to assembly-line execution. The redesign engine shows where agent-led scheduling replaces sequential human handoffs in OEM and tier-1 plants.
Quality Management
Inspection, deviation, 8D, supplier corrective action. The redesign shows where agents own routine inspection and reporting, and where quality engineers own the judgment.
Maintenance (Preventive/Predictive)
Predictive vs reactive maintenance in an automotive plant. Watch the workflow restructure from a fixed schedule into agent-led predictive triggers tied to OEE.
Source-to-Pay
Tier-2 onboarding, PPAP validation, PO release, three-way match. The redesign collapses supplier qualification + invoice validation into one approval-gated flow.
Where AI cowork lands first on the line
516 automotive tasks where the AI takes the load and the human stays on the decision. Pulled live from our task taxonomy. The top 5 are below. 745 more are ready for full automation, expand the list to see them.
745 automotive tasks ready for full automation›
How we work with OEMs and tier-1s
Co-sponsored model. Plant manager, COO, or VP Engineering plus your transformation office in the room. Sprint proves the redesign in 90 days inside one line or one engineering function. Transformation Engagement scales across plants and across the operating model, same PLM, same MES, same homologation discipline.
Want an OEM-specific walkthrough?
20 minutes. We pull your top three task patterns from the dataset and show you the redesign live, with your role mix and your safety and homologation frame.
Book a time