Layer C · Workforce AI Usage & SaaS AI Spend

Microsoft Copilot Analytics
Part of Microsoft
Native Microsoft 365 measurement of Copilot and agent adoption, credit consumption and business impact, delivered through Viva Insights and the admin centre.
Last checked . Visit Microsoft Copilot Analytics
At a glance
- Control layer
- C: Consumption and workforce
- Five-Layer model
- Usage Transparency, Productivity Value
- Status
- Active
- Typical buyers
- IT and SaaS management, Technology leadership (CIO)
- Delivery
- Not yet assessed
- Adoption analytics
- Outcome tracking
- Cost attribution
Spend controls it documents
Alerts on thresholds
Value evidence it is designed to record
- Adoption and usage
- Estimated time savings
- Measured process change
Buyer fit
The starting point for any Microsoft 365 Copilot estate. It covers readiness and adoption, a Copilot Dashboard with estimated savings, an Agent Dashboard, a Consumption Dashboard for Copilot and GitHub AI credits, and Advanced Reporting where uploaded business outcome data can be set against usage. Estimated savings are modelled, not measured; the business impact report is the stronger evidence. Azure cost management does not cover any of this.
Market outlook
Part of Microsoft 365. Stable, but deeper features depend on Viva Insights licensing and only see Microsoft tools.
What to check
- The Copilot business impact report needs business outcome data uploaded by the customer.
- The Consumption Dashboard shows users and spending policies nearing their limits; the limits themselves are set in the admin centre.
- Blind to non-Microsoft AI tools, so it does not replace a cross-vendor workforce AI view.
Sources
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By Ed Epstein, who works at IBM. The postings on this site are my own and don't necessarily represent IBM's positions, strategies or opinions. About and disclosure · Methodology