Insider Risk Management Part 2: From Ignite 2019 to AI agents

Insider Risk Management Part 2: From Ignite 2019 to AI agents

Series: This is Part 2 of 7 in my series on Microsoft Purview Insider Risk Management. New to the series? Start with the series guide, which summarises every part.

Many people formed their view of Insider Risk Management years ago, when it was a simpler tool with a handful of templates and a reputation for too many alerts. The product today is very different. It has grown from a tool that simply spotted problems into the engine at the centre of Microsoft Purview, feeding risk information to DLP, Conditional Access, Microsoft Defender XDR (Microsoft’s security operations portal) and now AI agents.

2019 – 2020: The launch

Microsoft announced Microsoft 365 Insider Risk Management at Ignite in November 2019 and opened a private preview. It reached general availability in February 2020, alongside Communication Compliance, as part of the Microsoft 365 E5 compliance story.

The core idea has not changed. Rather than judging single actions, it looked across Microsoft 365 – file activity, unusual behaviour and HR events such as resignations – to find risky patterns. Two principles still define it:

  • Triggers. An HR event or similar starts the clock. Nobody is scored until there is a reason to.
  • Privacy by design. Hidden names, restricted access and full records of who did what were built in from the start, with input from legal, privacy and HR experts.

Microsoft drew on its own internal insider risk programme and several years of research with Carnegie Mellon University.

2020 – 2022: Maturing the detections

The list of templates grew beyond data theft and data leaks. New templates covered security policy breaches, using information from laptops protected by Microsoft Defender for Endpoint, and priority users such as executives. Detection got smarter too. It began recognising chains of activity – download, disguise, move out, delete – and comparing people with their colleagues to spot data leaking out slowly over time.

In April 2022 Microsoft brought its compliance tools together under the Microsoft Purview name. Later that year it announced forensic evidence, which can record short screen clips of high-risk activity on a laptop for investigators. This only happens with explicit approval.

2023 – 2024: From detection to protection

This is the turning point. Until 2023, Insider Risk Management told you about risk, and people had to act on it by hand. Adaptive Protection, introduced in early 2023, changed that. It gives each person a risk level – Elevated, Moderate or Minor – and shares it with other security controls so they can act automatically:

  • DLP: from mid-2024, stricter DLP rules can apply to higher-risk people only.
  • Conditional Access: from July 2024, sign-in rules can block or restrict people based on their insider risk level. This needs Microsoft Entra ID P2, which is included in E5.
  • Data lifecycle management: if a high-risk person deletes files, copies can be kept automatically.

Insider Risk Management stopped being just a reporting tool and became the engine that tells the rest of Purview how worried to be about each person.

From manual investigations to automatic protection with Adaptive Protection

2024 – 2025: The AI era

  • AI websites: from early 2024, it could spot people visiting generative AI websites.
  • Risky AI usage: a dedicated template, previewed in December 2024 and fully released in August 2025, watches for sensitive information being shared with Microsoft 365 Copilot, Copilot Studio and ChatGPT Enterprise.
  • Defender XDR: from late August 2025, insider risk alerts also appear in the Microsoft Defender portal, where security teams already work.

Microsoft also started using AI to help the people reviewing alerts. A Triage Agent – an AI assistant that sorts alerts so the most urgent are dealt with first – was announced in March 2025 and fully released between late November and mid-December 2025. From November 2025, Microsoft began including Security Copilot, its AI assistant for security teams, in Microsoft 365 E5 at no extra cost.

2026: Insider risk for AI agents

The latest step treats AI agents as insiders too. Insider Risk Management for risky agents was previewed in December 2025, with general availability rolling out from mid-2026. It watches AI agents built with Microsoft tools such as Copilot Studio and Azure AI Foundry. The same engine that watches for an employee taking data before they leave now watches for an AI agent behaving strangely.

The timeline at a glance

When Milestone Status
Nov 2019 Insider Risk Management announced at Microsoft Ignite Private preview
Feb 2020 Generally available, alongside Communication Compliance GA
Apr 2022 Microsoft 365 compliance rebranded as Microsoft Purview Rebrand
Dec 2022 Forensic evidence announced Announced
Feb 2023 Adaptive Protection introduced Preview
Jan 2024 Browsed to generative AI websites indicator Preview
Jun – Jul 2024 Adaptive Protection integration with DLP GA
Jul 2024 Insider risk condition in Entra Conditional Access GA
Nov 2024 Cloud storage, cloud service and Fabric indicators move to pay-as-you-go Preview (pay-as-you-go)
Dec 2024 Risky AI usage policy template Preview
Apr 2025 Alert Triage Agent in Insider Risk Management Preview
Aug 2025 Risky AI usage policy template GA
Aug – Sep 2025 Insider Risk Management alerts in Microsoft Defender XDR GA
Nov – Dec 2025 Data Security Triage Agent GA
Nov 2025 Security Copilot inclusion in Microsoft 365 E5 begins Rolling out
Dec 2025 Insider Risk Management for risky agents Preview
Apr 2026 “Other AI apps” indicators move to pay-as-you-go Pay-as-you-go
Jun – Jul 2026 Insider Risk Management for risky agents GA (rolling out)

What has changed since you last looked

  1. It now protects, not just detects. Risk scores tighten DLP and Conditional Access automatically.
  2. It covers AI. Sensitive information shared with AI tools, and AI agents themselves, are now covered.
  3. It is easier to run. Alerts appear where security teams already work, and the Triage Agent sorts them first.

In Part 3 I explain exactly what you need to license, including the pay-as-you-go extras that catch people out.


The rest of the series

References

Seรกn O’Farrell | cloud-secure.ai

Insider Risk Management Part 3: Licensing, prerequisites and pay-as-you-go

Insider Risk Management Part 3: Licensing, prerequisites and pay-as-you-go

Series: This is Part 3 of 7 in my series on Microsoft Purview Insider Risk Management. New to the series? Start with the series guide, which summarises every part.

Licensing is one of the reasons Insider Risk Management gets skipped, so let me make it simple. If you have Microsoft 365 E5, you already own it. The only questions are who needs a licence, what else you need, and which extras are charged on a pay-as-you-go basis – meaning you pay only for what you use.

Who needs a licence

Insider Risk Management is licensed per person. Everyone covered by an insider risk policy needs one of the following:

Licence Notes
Microsoft 365 E5 (or the A5 education and G5 government equivalents) Includes everything this series uses – Insider Risk Management, Entra ID P2, Defender for Endpoint and Security Copilot – apart from the pay-as-you-go extras below.
Microsoft 365 E3 + E5 Compliance add-on Adds Insider Risk Management along with the other E5 compliance tools.
Microsoft 365 E3 + E5 Insider Risk Management add-on The cheaper option if you only need insider risk for some people.

You do not need to license everyone in the organisation – only the people your policies cover. Starting with a small pilot group, or with your highest-risk roles, is a perfectly good way to begin.

What else you need

Capability What you need Included in E5?
Seeing activity on laptops (USB, printing, uploads) Laptops connected to Microsoft Defender for Endpoint Yes
Blocking risky people at sign-in (Conditional Access) Microsoft Entra ID P2, and Adaptive Protection switched on Yes
Knowing when someone resigns The HR connector Yes – no extra licence
The AI Triage Agent Security Copilot and Security Compute Units (SCUs) Yes – monthly allowance included
Watching non-Microsoft cloud apps and AI tools Pay-as-you-go billing through an Azure subscription No – see below

Is there a pay-as-you-go requirement?

For the core product, no. A standard insider risk policy that watches Microsoft 365, user accounts and company laptops – like the one built in Part 4 – is fully covered by your licence.

For some extras, yes. Watching activity outside Microsoft 365 – such as Google Drive, Amazon cloud storage or non-Microsoft AI apps – is charged on a pay-as-you-go (PAYG) basis. You are billed on how many user activities Insider Risk Management checks:

Insider Risk Management: what is included in your licence and what is pay-as-you-go
What is watched Examples How it is paid for
Microsoft 365, user accounts, laptops and DLP alerts SharePoint, OneDrive, Exchange, Teams, USB copies, printing Included in licence
Microsoft 365 Copilot Questions asked of Copilot and the answers it gives Included in licence
Other cloud storage Google Drive, Box, Dropbox Pay-as-you-go (since Nov 2024)
Cloud platforms Amazon Web Services storage, Azure databases and storage Pay-as-you-go (since Nov 2024)
Microsoft Fabric (Microsoft’s data and reporting platform) Power BI reports and other Fabric data Pay-as-you-go (since Nov 2024)
Web traffic Website activity reported by non-Microsoft network security products Pay-as-you-go
Other AI tools Other Microsoft Copilots, company AI apps, and AI websites people visit such as ChatGPT Pay-as-you-go (“Other AI apps” since Apr 2026)

To use these extras, an administrator must connect an Azure subscription (Microsoft’s cloud billing account) to Purview, then switch the extras on in the Insider Risk Management settings. If no subscription is connected, the portal will tell you before you can use them.

My advice: Start with what is included in your licence. Only add pay-as-you-go extras for a specific risk you have identified – for example, people moving data to a personal Google Drive – and set a budget alert in Azure so there are no surprises on the bill.

The Triage Agent and Security Compute Units

The Triage Agent runs on Security Copilot. Each alert it looks at uses up Security Compute Units (SCUs) – think of them as credits for AI processing. Microsoft 365 E5 now includes 400 SCUs a month for every 1,000 licensed users, up to 10,000 a month. Unused credits do not carry over to the next month.

If you use more than your monthly allowance, Microsoft has said you will be able to pay for extra SCUs as you go, at $6 per SCU, with 30 days’ notice before that option is switched on.

Prerequisites checklist

  • Licences assigned to everyone your policies cover
  • Audit logging turned on
  • Your Microsoft 365 organisation hosted in a region where Insider Risk Management is available
  • Insider Risk Management role groups assigned, ideally through PIM (Parts 1 and 4)
  • HR connector set up, so Insider Risk Management knows when people resign (Part 4)
  • Laptops connected to Microsoft Defender for Endpoint, so activity on them can be seen
  • Azure subscription linked to Purview, only if you need the pay-as-you-go extras

In Part 4 we stop talking and build the first policy.


The rest of the series

References

Seรกn O’Farrell | cloud-secure.ai