Automotive OEM
Embedding Generative AI in Operational Workflow
Agents embedded in the delivery workflow: one spec in, a tested and evidenced feature out, with 96 requirements checked through three CI gates and regression moved from days to overnight.
- Regression cycle
- Days to overnight
- Requirements verified
- 96
- CI quality gates
- 3
A companion-app team wanted generative AI inside its existing Jira, GitHub and CI workflow rather than in a separate tool. Agents now take a specification, produce implementation, tests and evidence, and hand each step to a person for accept or reject.
A verifier toolbox wired into CI checks every change against the requirement set through three gates, with an LLM judge scoring traceability from requirement to test. Nightly hardware-in-the-loop regression on real devices replaced a multi-day manual cycle.
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