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Agent analytics summarize interactions and trends. That addresses active agent adoption, whereas the current case requires troubleshooting agent tool reliability.

Billing and usage metrics show consumption by supported service. That addresses metered agent cost prioritization, whereas the current case requires troubleshooting agent tool reliability.

Structured evaluation can reveal answer quality defects. It is used for prepublication answer accuracy validation; this scenario calls for troubleshooting agent tool reliability.

Agent inventory supports ownership and approval tracking. Its purpose is tenant agent lifecycle inventory; the specified need is safe end-of-life agent removal.

Named ownership ensures someone remains accountable for the agent. It would support remediation of orphaned agent ownership, not the stated safe end-of-life agent removal.

Change review protects users from untested revisions. It would support controlled agent version promotion, not the stated safe end-of-life agent removal.

Environment permissions separate authoring from production governance. This helps with protected production agent configuration instead of the required governed agent integration boundaries.

Runtime and tool diagnostics provide action-level failure context. The action is relevant to detailed agent execution troubleshooting rather than governed agent integration boundaries.

Environment administration provides solution and agent resource context. This helps with locating an agent's deployment environment instead of the required governed agent integration boundaries.

Least-privilege tool credentials limit damage from agent misuse. That addresses narrow connector authority, whereas the current case requires containment of an unauthenticated destructive agent.

Operational logs also require privacy and security governance. It is used for confidentiality of agent diagnostics; this scenario calls for containment of an unauthenticated destructive agent.

Data access review identifies source exposure before enabling deployment. That addresses sensitive source permission assessment, whereas the current case requires containment of an unauthenticated destructive agent.

Representative tests catch behavior defects before user exposure. It would support prepublication scenario validation, not the stated mandatory agent governance signoff.

Containment limits further misleading answers while corrections are prepared. It would support emergency withdrawal of bad agent content, not the stated mandatory agent governance signoff.

Controlled publication distributes the reviewed version to eligible users. Its purpose is approved release to target users; the specified need is mandatory agent governance signoff.

Removing the service eligibility path stops further authorized metered use. The action is relevant to ending a canceled metered agent pilot rather than operational agent cost visibility.

Eligible billing policy configuration provides the permitted usage path. This helps with enabled cohort-specific metered agent use instead of the required operational agent cost visibility.

Notifications are not equivalent to enforced consumption termination. This helps with correct response to metered budget overrun instead of the required operational agent cost visibility.

Targeted publishing limits the discoverable audience. That addresses department-scoped agent distribution, whereas the current case requires hold an unreviewed catalog agent.

Catalog maintenance handles abandonment and orphaned resources. It is used for cleanup of stale production agent; this scenario calls for hold an unreviewed catalog agent.

Agent inventory lists managed availability and governance state. That addresses tenant-wide available agent discovery, whereas the current case requires hold an unreviewed catalog agent.

SharePoint agents use permitted site material for retrieval. Its purpose is site-specific knowledge assistant; the specified need is multi-step agent with business integrations.

Maker testing allows validation before broad distribution. Its purpose is isolated agent author verification; the specified need is multi-step agent with business integrations.

Copilot Chat agent creation configures a focused conversational assistant. It would support simple internal FAQ agent, not the stated multi-step agent with business integrations.

Grounding quality depends on governed source freshness. This helps with current agent policy knowledge instead of the required nonmutating financial assistance.

Agent instructions define intended purpose and unsupported-response handling. The action is relevant to defined specialist agent scope rather than nonmutating financial assistance.

Action tools let an agent perform controlled operations beyond retrieval. The action is relevant to scoped ticket mutation rather than nonmutating financial assistance.

Decommissioning reduces the active managed agent inventory. It is used for withdrawal of obsolete agent; this scenario calls for denial of risky unapproved agent.

Publishing makes a reviewed agent available to its intended audience. That addresses governed deployment to employees, whereas the current case requires denial of risky unapproved agent.

Agent approval evaluates governance risk before broad availability. It is used for pending agent approval decision; this scenario calls for denial of risky unapproved agent.

Tenant app/agent catalog policies control discoverability. Its purpose is curated enterprise agent inventory; the specified need is troubleshooting metered agent access.

Agent access can be scoped to designated authorized users. It would support HR-only specialist agent usage, not the stated troubleshooting metered agent access.

Agent visibility does not override content access and enterprise security. Its purpose is protected internal sources from external user; the specified need is troubleshooting metered agent access.