A dashboard starts with a decision
More charts do not fix conflicting definitions. If operations and finance calculate the same metric differently, a new dashboard can simply make that disagreement more visible. OpsFoundry begins with the decision the report must support, then documents the calculation, source, refresh timing, and owner.
Useful starting points include order exceptions, inventory availability, delayed handoffs, and work awaiting approval. We select measures that match your operating process rather than filling a screen with every available field.
Build a reporting chain you can explain
The deliverable is both the reporting surface and the information needed to trust and maintain it.
- Metric dictionary with formula, exclusions, units, and accountable owner.
- Source-to-report mapping and reconciliation checks.
- Refresh timestamps and visible stale-data warnings.
- Views that connect a summary to the records needing attention.
- Documented thresholds and next actions for each exception.
Validate before expanding
Start with a small set of metrics and reconcile them against agreed source records. Test empty periods, late-arriving transactions, cancellations, and permission differences. Show missing information as missing, not as zero.
Success means that a user can explain the number, see how current it is, and know what to do next. Track the time spent preparing reports and resolving discrepancies alongside dashboard adoption.