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Malicious useCASE STUDY / Reported by Microsoft and Huntress

AI helped criminals decide whose inbox to exploit

Microsoft reports EvilTokens using AI to tailor phishing messages and identify valuable targets inside compromised email accounts.

Source: Microsoft Threat Intelligence
ACTIVITYFrom February 19, 2026; end undisclosed
PUBLICLY DISCLOSEDMar 20, 2026
THE AI’S ROLEHuman-directed AI use

Related compromises were first observed February 19; early AI involvement was inferred. Huntress published March 20 and named EvilTokens March 23. Microsoft expanded the account September 22.

THE 10-SECOND TAKEAWAY

Protect the approval and the account, as well as the message.

HOW IT WORKED

Follow the chain.

An explanation, not a technical reproduction.
Criminal
→
AI-assisted message
→
Employee
SIMPLIFIED VIEW · 1 / 4
STEP 01

A convincing request

AI helped tailor deceptive emails to a person’s work.

Microsoft Defender Security Research
Move through the story at your own pace.
1 / 4
THINK OF IT THIS WAY

Editorial analogy: a convincing caller asks you to approve a spare office key. The key desk is legitimate, but the key goes to the caller. A helper then reads the filing cabinet to learn who can authorize payments.

An analogy for the mechanism; not an additional claim about the incident.
KEEP THE EVIDENCE IN VIEW

What we know.
What we don’t.

Reported outcomes

Microsoft observed email theft and AI-assisted selection of financial or executive targets. Microsoft Threat Intelligence

Important limits

The totals cover the service, not losses proved to result from AI.

No total financial loss is established in the reviewed accounts.

Several customers used this criminal service; we group its connected operations.

WHY IT MATTERS

The lesson beyond
this one case.

Editorial lesson: a familiar sign-in page does not establish who will receive access. Tie approval to the action you initiated, independently verify unusual payment requests and investigate suspicious sessions alongside changes inside mailboxes.

Where were the people?

People operated the service and chose how to use its recommendations. Microsoft Digital Crimes Unit

What happened in response? +

Microsoft reports infrastructure disruption, customer notification and help securing compromised accounts. Microsoft Digital Crimes Unit

FROM THE INCIDENT TO THE DEFENSE

What could help
an organization?

Editorial connections for organizations protecting their staff, identities and email. Relevant controls do not prove any product would have prevented this campaign.

Employees

Verify the request behind the sign-in

Train staff to question unexpected code approvals and independently verify payment changes through a known contact. Inspect the requested access, not just the page branding.

What this does—and does not—establish

Persuasive messages can still fool careful people. Training needs technical access restrictions and a reporting path.

Cloud

Restrict account approval flows

Allow device-code sign-in only where the business needs it and narrowly scope exceptions. Review unfamiliar devices and active sessions, then contain compromised access.

What this does—and does not—establish

Passwords and routine MFA alone do not prevent a person approving an attacker’s session. Revocation behavior needs to be checked across affected services.

Editorial connections to relevant controls, not evidence that a particular technology would have prevented this case. Each guide links to the security guidance behind its recommendations.

Explore the full AI security framework
TRACE IT TO THE SOURCE

Read the evidence.

Explore more original accounts in the source report library ↗.

These are source-reported findings. An independent assessment, when available, is labeled explicitly.

01
Unmasking EvilTokens: Getting to the root of device code phishingMicrosoft Threat Intelligence · Sep 22, 2026 · investigation
02
Disrupting EvilTokens: The AI Chatbot Built for CybercrimeMicrosoft Digital Crimes Unit · Sep 22, 2026 · disruption account
03
Threat Actors Abuse Railway.com PaaS as Microsoft 365 Token Attack InfrastructureHuntress · Mar 20, 2026 · investigation
04
Inside an AI-enabled device code phishing campaignMicrosoft Defender Security Research · Apr 6, 2026 · investigation

Read this case’s update history →

Reviewed Sep 23, 2026 · Editorial methodology · Structured data