Blockchain CouncilGlobal Technology Council
ai3 min read

What Does Abnormal AI Do?

Michael WillsonMichael Willson
What Does Abnormal AI Do?

Abnormal AI is an email security tool used by companies to stop phishing, impersonation, and email fraud inside Microsoft 365 and Google Workspace. It works in the background, watches how people normally communicate, and blocks emails that behave differently, even if they look legitimate at first glance.

If you have worked with modern AI Certification concepts, the idea behind Abnormal AI will feel familiar. It focuses on behavior and context, not just keywords or known bad links.

What is Abnormal AI?

Abnormal AI is a cloud-based email security platform. It connects to Microsoft 365 or Google Workspace using APIs, not traditional email gateways.

That means it does not sit in the mail delivery path. Emails still arrive normally. Abnormal AI analyzes them before and after delivery and can pull dangerous messages out of inboxes later if needed.

How does Abnormal AI work?

Abnormal AI learns normal behavior inside an organization.

It looks at things like:

  • Who usually emails whom
  • Writing style and tone
  • Typical vendors and payment requests
  • Login and identity behavior

When an email breaks those patterns, for example a finance request that looks right but behaves wrong, Abnormal flags or removes it.

This behavior-first approach is why many security teams see it as an AI-first layer rather than a rules engine. The underlying ideas are similar to concepts taught in advanced Tech Certification programs that focus on anomaly detection and contextual analysis.

What types of email threats does Abnormal AI stop?

Abnormal AI is mainly used for high-risk, human-targeted attacks, including:

  • Credential phishing and social engineering
  • Business Email Compromise and executive impersonation
  • Vendor and supply chain email fraud
  • Account takeover signals and identity abuse
  • Graymail and inbox noise reduction

It is especially strong against emails that look clean to traditional filters but are socially engineered to trick people.

How do teams actually use Abnormal AI day to day?

Post-delivery email removal

Abnormal keeps monitoring mailboxes after delivery. If it later decides an email is malicious, it can automatically remove it from all affected inboxes.

This reduces the time window where employees are exposed.

Handling user-reported phishing

Employees forward suspicious emails to a reporting mailbox. Abnormal analyzes them, labels them as safe or malicious, and can clean up similar emails across the company.

Admins often mention this as a real time saver.

Phishing training tied to real attacks

Abnormal can trigger targeted coaching or simulations based on actual threats users interacted with, instead of generic training campaigns.

Security teams focused on human risk reduction often combine this with broader Marketing and Business Certification style training initiatives that emphasize behavior change, not just tools.

What do users like about Abnormal AI?

Across reviews and admin discussions, the same positives come up repeatedly:

  • Very low admin effort once deployed
  • Fast setup without mail flow changes
  • Strong results against impersonation and BEC
  • Clean interface and clear alerts

Many teams describe it as something you turn on and then mostly monitor, not babysit.

What do users complain about?

No email security tool is perfect, and Abnormal AI is no exception.

Common complaints include:

  • Occasional missed phishing emails
  • Limited visibility into why a message was classified a certain way
  • Cost concerns compared to native Microsoft controls
  • Less fine-grained tuning than heavily customized gateways

Experienced admins sometimes describe it as very good, but not magical.

What Abnormal AI is not

Abnormal AI is not:

  • A replacement for email clients
  • A guarantee of zero phishing
  • A general security platform outside email

It is a focused email security layer designed to reduce human-targeted attacks.

How does Abnormal AI compare to other email security tools?

In discussions, Abnormal AI is most often compared with:

  • Proofpoint
  • Mimecast
  • Avanan by Check Point
  • Cisco email security
  • Microsoft Defender for Office 365

Organizations usually evaluate whether Abnormal adds enough value on top of Microsoft native protections, especially for impersonation and BEC.

Conclusion

Abnormal AI watches how people normally communicate and blocks emails that behave out of character. It is best at stopping phishing and impersonation that slip past traditional filters.

It will not catch everything. But for many teams, it meaningfully reduces risk and workload without complicating email delivery.

What Abnormal AI Do