Updated 2026-02-25
AI ROI Dashboard and Metrics Guide
Build an executive-friendly dashboard to track AI adoption quality, savings, and risk indicators.
ROIMeasurement 9 min For Executives and department heads
What You Will Get
- Define an executive-level metric stack for AI
- Build weekly and monthly review cadence
- Set thresholds for scale, pause, or redesign decisions
Dashboard objective
Measure business impact, not AI activity.
Core metrics
- Workflow adoption rate
- Hours saved per user
- Quality pass rate
- Rework/error trend
- Policy incident count
Reporting template
For each workflow report:
- baseline
- intervention
- outcome
- next decision
Decision thresholds
- quality falls below target -> pause scaling
- incidents rise -> tighten controls
- savings plateau -> redesign workflow/model/tool mix
Governance cadence
- weekly function review
- monthly leadership review
- quarterly strategy reset