Procurement-ready assets
Executive ROI brief
Explains where savings come from and how the payback case is evaluated.
Open brief| Review area | Procurement question | ML Mind response |
|---|---|---|
| Value | How do we know this will save money? | Start with read-only telemetry audit and validate savings opportunities before deeper deployment. |
| Risk | Will cost cutting break quality? | ML Mind uses integrity-adjusted savings: savings count only when answer quality and critical facts are preserved. |
| Integration | Do we need a large migration? | No. The adoption path can begin with Observe and progress to Control only when justified. |
| Security | What data is needed? | Data needs depend on the selected level: logs only, telemetry, pre-model context, gateway or ModelOps metrics. |