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Workplace AI Adoption Metrics

Measure, segment, and communicate enterprise assistant usage to prove value and guide responsible expansion.

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Linking metrics to ROI narratives

1. **Productivity gains:** Quantify hours saved, increased throughput, or faster cycle times.
2. **Quality improvements:** Show reductions in error rates, improved customer satisfaction, or better compliance adherence.
3. **Risk mitigation:** Report declines in policy violations or improvements in audit readiness due to assistant guidance.
4. **Employee engagement:** Share evidence that assistants reduce burnout or unlock skill development opportunities.

Ensure every ROI claim references explicit metrics; avoid vague statements.

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