From Chaos to Control: Managing AI Agents at Scale with Agent 365
The Agent 365 Control Plane
Identity, security, and observability for AI agents, at enterprise scale.
Agent 365 · Generally available May 2026
Agents are no longer coming. They're already here.
-
They span everything
Copilot, Teams, and M365, plus local assistants and SaaS agents on emerging platforms.
-
They act, not just chat
Invoke tools, access data, and talk to other agents. Decisions happen in seconds.
-
They multiply fast
Easier to build and deploy means your attack surface grows with every new agent.
Without a control plane, agents become...
-
Invisible
No inventory, no owner. Shadow and ownerless agents run outside the view of the teams accountable for risk.
-
Insecure
Over-privileged access, tool misuse, and prompt injection turn a "helpful" workflow into data oversharing in seconds.
-
Unmanaged
Built across many tools and frameworks with no consistent policy, lifecycle, or audit trail.
You can't govern what you can't see, and you can't secure what you don't understand.
Agent 365: the control plane for AI agents
Observe, govern, and secure every agent (Microsoft-built, open-source, or third-party) using the admin and security workflows your teams already run.
- 01
Observe
One inventory of every agent: telemetry, dashboards, and an agent map across the whole fleet.
- 02
Govern
Identity, least-privilege access, policy templates, and full lifecycle. Manage agents like your workforce.
- 03
Secure
Runtime threat detection, prompt-injection defense, DLP, and compliance built in.
Built on the systems that already run your enterprise
Your agents (Copilot, Teams, open-source, SaaS, custom) sit on top. The control plane handles Registry · Access Control · Visualization · Interoperability · Security. The four Microsoft services below are the trust fabric.
-
Microsoft Entra
Agent ID, the identity and access-control foundation.
-
Microsoft Defender
Threat detection, runtime protection, shadow-AI discovery.
-
Microsoft Purview
Data security and compliance: DLP, sensitivity labels, eDiscovery.
-
Intune + Windows 365
Device discovery and a secured, managed runtime.
No new trust fabric to rebuild. The same identity, security, and compliance stack, now covering agents.
Five capabilities that make enterprise-scale agents possible
-
01 Registry
Stop sprawl at the source: one inventory of every agent.
What it doesSingle source of truth across Entra Agent ID, Teams Store, and discovered shadow agents. Defender + Intune find local and cloud agents on the Shadow AI page. Unsanctioned agents are quarantined on day one. Registry sync extends to AWS Bedrock and Google Cloud (preview).
What we learnedMake discovery continuous, not a one-time audit. Require an owner at registration; a registry without owners is just a list. Quarantine the unsanctioned first, then onboard the rest under policy.
-
02 Access Control
Every agent gets a unique identity, and only the access it needs.
What it doesUnique Agent ID per agent (no shared service accounts). Least privilege by default: scope access to the task, shrink the blast radius. Policy templates enforce a baseline at onboarding. Adaptive Conditional Access via Entra applies risk-based policy in real time and blocks compromised agents.
What we learnedOne Agent ID per agent, scoped tightly to its task. Enforce the baseline with policy templates at onboarding, not later. Let Conditional Access revoke access automatically on risk signals.
-
03 Visualization
Move from monitoring to actionable insight across the fleet.
What it doesAn Agent Map of every connection among agents, users, and resources. Telemetry and alerts with anomaly detection so blind spots do not become incidents. Role-based reporting: IT, security, and business leaders each see the metrics that matter. Per-agent performance plus logging and eDiscovery to stay audit-ready.
What we learnedDefine alerts and ROI metrics before go-live, not after. Use the Agent Map to trace every agent-to-data path. Give IT, security, and business their own role-based views.
-
04 Interoperability
Agents get the same context as the people they work alongside.
What it doesNative M365 access (Word, Excel, SharePoint, Dynamics 365), the same data your users touch. Framework-agnostic: Microsoft, open-source, and third-party agents are first-class. Secure agent-to-agent interop without bespoke plumbing. Three operating modes: delegated and behind-the-scenes are GA; team workflows in preview.
What we learnedGrant task-scoped access through the Agent ID, never standing broad rights. Treat interop as a privilege to scope, not a door to leave open. Make OSS and third-party agents first-class, but governed.
-
05 Security
Defense in depth, from runtime behavior to the data agents touch.
What it doesDefender XDR detects threats and protects agents as they execute. Network-level protection stops prompt injection before it reaches the agent. Purview DSPM for AI, DLP, and sensitivity labels guard against oversharing. Insider risk and audit: detect, retain, and investigate risky agent interactions.
What we learnedLayer runtime + network + data controls. One guardrail is not enough. Assume the agent is a target and plan blast-radius containment. Use Purview DSPM/DLP to catch oversharing before it ships.
Patterns for safely scaling agent-based solutions
- 01
Manage agents like a workforce
Onboard, assign an owner, and offboard. No ownerless agents.
- 02
Identity-first, least privilege
A unique Agent ID per agent, scoped to its task. Templates enforce the baseline.
- 03
Discover before you govern
Switch on shadow-AI discovery early. Quarantine, then bring the rest under policy.
- 04
Instrument for observability
Define alerts and ROI metrics at launch. Watch agent-to-resource paths.
- 05
Layer your defenses
Runtime + network + data controls together. Assume compromise.
- 06
Reuse the trust fabric
Extend Entra, Defender, and Purview. Do not rebuild governance.
From where you are to enterprise AI at scale
-
01 Crawl
Discover & inventory
- Enable registry + shadow-AI discovery
- Baseline every agent and its owner
- Quarantine the unsanctioned
-
02 Walk
Govern
- Apply policy templates and least privilege
- Adaptive Conditional Access via Entra
- Stand up dashboards and alerts
-
03 Run
Secure & scale
- Runtime + prompt-injection defense
- Purview DLP, labels, and eDiscovery
- Measure ROI; sync multi-cloud agents
Customer stories
Two enterprise rollouts of Agent 365 from the live deck. Both sourced from Microsoft customer stories published at Microsoft Ignite 2025.
-
Biotechnology & R&D Amgen From concept to a governed R&D agent in just six weeks.
6 weeksFrom idea to a production-ready, governed agent.- Built with Microsoft Copilot Studio
- Observed and secured end-to-end in Agent 365
Source: Microsoft customer stories · Microsoft Ignite 2025
-
Materials Science Dow Reimagining productivity and supply chain with a fleet of agents.
MillionsIn targeted cost savings across global productivity and supply chain.- Powered by Microsoft 365 Copilot and agents
- Every agent carries a governed identity
Source: Microsoft customer stories · Microsoft Ignite 2025
If you remember three things
- 01
Visibility is the prerequisite
You cannot govern or secure what you cannot see. Start with discovery and a single registry.
- 02
Identity is the control point
A unique Agent ID with least-privilege access turns ungoverned agents into managed ones.
- 03
Extend, don't rebuild
Agent 365 brings agents into Entra, Defender, and Purview, the trust fabric you already run.
Where to read more
-
aka.ms/Agent365
The official Agent 365 home: product, docs, and roadmap.
-
Agent Governance Whitepaper
Microsoft's published guidance on operating agents at enterprise scale. Linked from aka.ms/Agent365.
-
This deck (PDF)
The 17-slide deck from the session, with capability breakdowns and the customer stories.
Get production lessons in your inbox
The AI Runtime newsletter
Weekly issues on Vertical AI Agents, Model Reliability Engineering, and lessons from the trenches. For practitioners shipping AI to production.
Read by AI practitioners at IBM, Amazon, Meta, Google, Nvidia, OpenAI, MIT, Harvard, and more for production learnings.
Free. No spam. Unsubscribe in one click. See past issues →