4 min read - Agent Inventory: Finding Shadow AI Before It Becomes an Operational Risk
AI Governance
Published March 7, 2026 · Author Exceev Consulting
In March 2026, the Microsoft Frontier Suite announcement supplied the dated context for assessing discovery coverage. The announcement sets the external boundary. Your own evidence must establish whether the idea fits your organisation.
Decide how to handle discovery coverage
Proceed only after verifying Discovery coverage, Named ownership, Access visibility, Risk classification before authorising operational use.
Governance must connect policy to runtime behaviour. Every material action needs an owner, an allowed scope, evidence that can be reviewed and a route for escalation or appeal. Apply that rule to discovery coverage and named ownership.
Start with discovery coverage. That check determines which evidence will be useful for the other dimensions.
What the Microsoft Frontier Suite announcement source contributes to discovery coverage
Microsoft Frontier Suite announcement was reviewed on 27 August 2026 for its treatment of discovery coverage. Check the current source before a procurement, architecture or compliance decision. An announcement describes the offer or initiative. Your internal evidence determines whether it meets the need. This operational framework is not legal advice.
Examine discovery coverage, named ownership, access visibility, risk classification
1. Discovery coverage
For discovery coverage, record the current state, the owner and the decision that depends on this dimension. Keep the inventory limited to verifiable facts.
2. Named ownership
For named ownership, map the dependencies, data and affected people. Test any assumption that could invalidate the initiative before investing further.
3. Access visibility
For access visibility, choose observable evidence and a minimum threshold. The test should tell you whether to proceed; an impressive demonstration is not enough.
4. Risk classification
For risk classification, set the boundary, escalation path and exit condition. The team must be able to stop, replace or return the solution to manual operation.
Decision matrix for discovery coverage
| Dimension | Decision question | Minimum evidence |
|---|---|---|
| Discovery coverage | What exists today, and who owns it? | A dated inventory and a named owner |
| Named ownership | Which dependencies or constraints could block the initiative? | A dependency map and the assumptions to test |
| Access visibility | Which result would justify proceeding? | A test result measured against a defined threshold |
| Risk classification | How will the team contain, stop or replace the solution? | A boundary, escalation path and exit condition |
Leadership, business, technology and security teams should assess the same evidence on discovery coverage and named ownership before deciding.
Test discovery coverage in five steps
- Scope discovery coverage. Write down the question, owner and date by which an answer is required.
- Establish the named ownership baseline. Measure the current process, including quality, incidents and review effort.
- Test access visibility. Limit data, users, permissions and duration so the change remains reversible.
- Review risk classification. Examine errors, manual rework, escalations and effects on affected people.
- Answer the original question. Record proceed, change or stop, together with the evidence supporting that choice.
Evidence to retain for named ownership
The evidence pack keeps the findings on discovery coverage with the other material needed for the decision:
- the decision, its owner and consulted stakeholders;
- the inventory associated with discovery coverage;
- the baseline and test results for named ownership;
- the access, risks and approvals connected to access visibility;
- the rollout, monitoring and exit plan for risk classification.
If this initiative stops, retain its findings on discovery coverage and risk classification so the next review does not repeat the same assumptions.
Mistakes that weaken access visibility
Avoid:
- publishing a policy without implementing runtime controls
- leaving ownership shared so no person can make a stop decision
- recording outputs but not the tools, permissions and approvals used
A 30-day plan for risk classification
- Days 1 to 5. Name the owner of discovery coverage, define the boundary and collect available sources.
- Days 6 to 12. Map named ownership, including its data, access, dependencies and failure scenarios.
- Days 13 to 20. Test access visibility against a baseline and pre-agreed stop criteria.
- Days 21 to 26. Ask the responsible functions to review the findings on risk classification.
- Days 27 to 30. Compare the four findings with the decision above and define the next required proof.
Record the decision on discovery coverage
Keep a short record with the owner, evidence reviewed and decision. Add the condition that would trigger another review of discovery coverage or risk classification.
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