Leadership sees
Licenses deployedReality may be
Daily work unchanged
AI Reality
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AI adoption & cost intelligence
See what you’re actually getting.
AI Reality gives CIOs one independent view of meaningful adoption, licenses and consumption costs—across every team, tool, and model.
Spend is rising faster than meaningful adoption.
The AI reality gap
You can see the invoice.
Leadership sees
Licenses deployedReality may be
Daily work unchangedLeadership sees
Employees activeReality may be
Shallow experimentationLeadership sees
Pilots launchedReality may be
Few repeatable workflowsLeadership sees
AI spend growingReality may be
No cost per meaningful userAI adoption is not a deployment milestone. It is a measurable change in how work gets done.
One independent view
See the difference between access, activity and meaningful adoption—then connect it to what you actually pay.
Adoption intelligence
Cost intelligence
Decision intelligence
| Department | Meaningful adoption | Annual cost | Cost / active user | Active licenses | Underused | Decision |
|---|---|---|---|---|---|---|
| ENEngineering | 82% | ₪412,000 | ₪286 | 184 | 8% | Maintain |
| CCCustomer care | 71% | ₪285,000 | ₪198 | 232 | 12% | Enable |
| MKMarketing | 44% | ₪364,000 | ₪471 | 96 | 31% | Reallocate |
| FNFinance | 38% | ₪198,000 | ₪342 | 74 | 42% | Consolidate |
Observed: platform usage, licenses and consumption costs. No assumptions about employee productivity or financial value.
Vendor-neutral by design
AI Reality shows adoption and spend across the organization.
Available data depends on the permissions and reporting capabilities of each platform.
Observed data. Clear decisions.
AI Reality uses platform integrations to map licenses, consumption and meaningful usage—then shows where cost and adoption diverge.
Usage, licenses, consumption, tools, models, departments and measurable cost.
System evidenceEmployees are mapped across five levels—from non-AI users to advanced creators whose solutions are adopted by others.
Five-level modelReallocate underused licenses, consolidate overlapping tools and focus enablement where adoption is stuck.
Decision-ready outputPrivacy by default
Executive views are aggregated. Individual cost data is anonymized by default and can only be re-identified through permission-controlled access.
Individual-level visibility supports cost allocation and responsible enablement. It is not an employee-performance score.
The AI Reality Report
One fixed-price baseline of adoption, licenses, consumption and organizational cost.