- Benchmark coverageKnow which tasks, environments, and edge cases are represented before rollout.
- Failure replayInvestigate whether a fix really solves a repeated operational failure.
- Regression visibilityCatch when one improvement silently harms another workflow.
Real-world evaluation is what turns model changes into release decisions
Without real hardware benchmarks, regression tracking, and failure replay, teams often mistake progress in demos for progress in deployment.
Evaluation matters most for teams shipping weekly policy changes, managing cross-functional approval, or trying to prove value in a production-adjacent pilot.