Layer C · Workforce AI Usage & SaaS AI Spend

Larridin
Measurement layer for enterprise AI: what AI costs, what teams produce with it and which workflows to automate next.
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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

Buyer fit
Fits CIOs and transformation leads who need adoption and impact data across many AI tools. Check employee monitoring and works council requirements in the UK and EU.
Market outlook
Early vendor in a category that SaaS management tools are also entering.
What to check
- Combines AI cost, usage and output measurement.
- Covers both people and agents.
- Privacy and employee-relations review needed before rollout.
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