Troubleshooting quality
Use controlled deployment and Kubernetes test cases with known outcomes to assess explanation quality and diagnostic usefulness.
Validation roadmap
Measure the assistance.
Not marketing latency.
We do not publish production benchmarks, competitor speed comparisons or validated customer outcomes. This page describes the planned evaluation approach.
Planned evaluation
Test the quality of a recommendation.
Reliability & safety
Track unsupported conclusions, missing context, prompt-injection handling and attempts to exceed authorised tool access.
Cost per workflow
Measure token usage, inference cost and response time for representative tasks. Publish results only when the methodology and evidence are available.
Evidence status