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+Outcome tiles
- Up to 40% faster time-to-market
- ~40% improved engineering productivity
- Optimized hardware for testing
- Software reuse across models
+How we quantify the results
- Baseline current cycle times, build/test throughput, environment failure rates, and HIL utilization.
- Model impact from shift-left validation and toolchain standardization.
- Define a phased roadmap with milestones and measurable KPIs.