Surface / AI inventory
Start with what is actually there.
Device evidenceIllustrative discovered AI inventory| AI asset | Account context | Connection | Review |
|---|
| CursorCoding agent | Work account | Corporate repository | Approved |
| Claude DesktopDesktop AI | Personal account | MCP configured | ! Needs review |
| OllamaLocal runtime | Not applicable | Local models | Undecided |
DevicesMCP serversAccountsCredentialsCloud APIs
Monitor / Activity & attribution
Follow the work behind the usage.
Example recordsRelative consumption
Usage over time - Attribution
- Tool → person → project
- Agent mode
- Unattended configured
- Model pricing
- Unpriced remains visible
- Device health
- Reporting / paused / silent
AppsAgentsCost by deviceToken costActivity log
Govern / Policy findings
Give every finding a next step.
! Review requiredObservedUnattended agent.
Corporate repository.
No named approval is recorded for the configured operation.
- Rule
- Named approval required
- Policy
- Version retained
- Owner
- Platform engineering
- State
- Open / awaiting review
PoliciesFrameworksRemediationsHistory