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January 24, 2021

Darktrace Vers. 5: AI Transforming Enterprise Security

Darktrace's Immune System Version 5 revolutionizes cybersecurity with AI, cloud service coverage, and seamless integrations.
Inside the SOC
Darktrace cyber analysts are world-class experts in threat intelligence, threat hunting and incident response, and provide 24/7 SOC support to thousands of Darktrace customers around the globe. Inside the SOC is exclusively authored by these experts, providing analysis of cyber incidents and threat trends, based on real-world experience in the field.
Written by
Dave Palmer
Advisor
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24
Jan 2021

Today’s workforce is more dispersed and mobile than ever before, with critical operations increasingly residing in a diverse patchwork of cloud services and endpoints. This architectural shift has been met by attacks that have scaled up to capitalize on insufficiently protected data and devices, emphasizing the need for enterprise security to be adaptive, autonomous, and ubiquitous.

Increasing demands placed on the SOC have stretched security teams to breaking point, and CISOs now progressively seek to streamline workflows by favoring self-learning enterprise-wide security platforms over disparate and siloed point solutions with limited visibility.

Version 5 offers a series of innovations across Darktrace’s Immune System platform, bringing critical value to security teams grappling with the new normal. This free upgrade for existing customers allows for on-demand automated investigations, supports one-click integrations with a wide range of technologies, and showcases an improved Model Editor that allows security teams to tailor Darktrace even further to their specific business risks.

Darktrace’s Immune System has been enhanced in three critical areas: in the augmentation of its core AI capabilities, in extended coverage to SaaS applications and zero-trust environments, and an open architecture which streamlines workflows across the cyber security stack.

AI augmentation

Last year saw the introduction of new technologies, services, data flows, and topologies. Static rules and signature-based defenses were unable to adapt to changing users and working practices, no matter how diligently and rapidly they were rewritten. We have seen an urgent need for augmentation, and to that end Version 5 enhances Darktrace’s self-learning capabilities across two core areas of the platform: Autonomous Response and AI Investigation.

By containing machine-speed threats like ransomware in seconds, Autonomous Response enables security teams to prioritize strategic work even as the volume and speed of attacks continues to rise. Darktrace Antigena can either take self-directed action or integrate with existing investments, informing third-party systems about in-progress cyber-attacks.

With Version 5, Antigena can now neutralize attacks in a wide variety of SaaS services like Zoom and Microsoft Teams, as well as cloud file storage applications like SharePoint and OneDrive. In cases of account takeover, Antigena can autonomously respond, protecting sensitive data in the cloud without any human intervention.

Cyber AI Analyst also now automates investigations beyond network events to SaaS applications, cloud infrastructure, and cyber-physical systems. Version 5 enables on-demand investigations into users and devices of interest, the ingestion of third-party alerts to trigger new investigations, and seamless integration with any SIEM, SOAR, or downstream ticketing system.

Customers have already found that the new capabilities in Cyber AI Analyst have added substantial value, especially in the ability to launch on-demand investigations and query SaaS data at any time.

Dynamic workforce protection

In addition to the extension of AI-enabled investigations and response, Darktrace Version 5 complements native cloud and SaaS defenses with a range of critical enhancements, including a dedicated SaaS Console, and integrations with Zoom, Okta, Microsoft Teams, Slack, Duo, and more. Equally, new ingestion capabilities for zero-trust technologies enable Darktrace to protect employees wherever they operate.

Figure 1: Dedicated SaaS Console

Customers can also now choose to purchase Client Sensors that extend the Immune System’s visibility of the dynamic workforce on and off the VPN. With Client Sensors, organizations can take Darktrace’s existing real-time analysis and tie it in with risky or malicious behavior that may be occurring off the VPN.

Antigena Email, the world’s first self-learning email security solution, has also been enhanced with Version 5. Not only does the technology detect the subtle deviations in threatening emails that other tools miss, but with text-based summarization, the story behind every email is automatically generated in plain English so that even a non-technical reader can fully understand why specific actions were taken.

Open architecture and interoperability

Flexibility and the ability to integrate with existing enterprise security investments lie at the core of the Darktrace Immune System, and Version 5 extends its open and extensible architecture to seamlessly integrate with your existing investments. New functionality enables customers to enhance and extend their Darktrace deployment via one-click integrations. This includes the ability to immediately extend coverage to new cloud services, and enrich the platform’s analysis with new sources of log ingestion.

Version 5 also sees the introduction of bespoke new interfaces that cover the different areas of the digital infrastructure – from the aforementioned SaaS Console to a specialized OT Engineer View. These inclusions represent an overarching design principle of unification, and the interfaces are harmonized accordingly to facilitate seamless investigations and simplified workflows.

Figure 2: An autonomous investigation into anomalous cloud activity

Our customers are increasingly using the Immune System protect their business across email, SaaS, and industrial systems as well as the corporate network, and Version 5 makes it easier than ever to defend these environments.

Version 5 not only expands the Darktrace Immune System to new areas of the business, but also ensures that this expansion delivers a seamless experience for customers, regardless of where they start their journey with the platform. Delivery and expansion are entirely flexible, with the option of 100% cloud-delivered deployments, or hybrid deployments that cover on-premise and cloud environments.

Enterprise security: Innovating through times of change

As organizations accelerate digital transformation and prepare for the future of work, the ability to quickly adapt and integrate their security defenses will be more critical than ever. And with the new AI augmentation and extended coverage of Darktrace’s core self-learning technology, Version 5 ensures that customers can detect, contain, and investigate threats wherever they arise, without placing any additional burden on security teams.

Find out more about Darktrace Version 5

Inside the SOC
Darktrace cyber analysts are world-class experts in threat intelligence, threat hunting and incident response, and provide 24/7 SOC support to thousands of Darktrace customers around the globe. Inside the SOC is exclusively authored by these experts, providing analysis of cyber incidents and threat trends, based on real-world experience in the field.
Written by
Dave Palmer
Advisor

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Email

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March 24, 2026

Darktrace Unites Human Behavior and Threat Detection Across Email, Slack, Teams, and Zoom

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The communication attack surface is expanding

Modern attackers no longer focus solely on inboxes, they target people and the productivity systems where work actually happens. Meanwhile, the boundary between internal and external usage of tools is becoming blurrier everyday – turning the entire workplace into the attack surface. In 2025, identity compromise emerged as the single most consistent threat across the global threat landscape, as observed by Darktrace research across our entire customer base. Over 70% of incidents in the US involved SaaS/M365 account compromise and phishing or email-based social engineering, making credential abuse the single most effective initial access vector.

Despite this upward trend, investment in existing security awareness training (SAT) isn’t moving the needle on reducing risk. 84% of organizations still measure success through completion rates1, even though completion of standard training correlates with less than 2% real improvement in risky behavior.2 By prioritizing completion, organizations reward time spent rather than meaningful engagement, yet time in training doesn’t translate to retention or real-world decision-making. This compliance-first approach has left the workforce unprepared for the threats they actually face.

At the same time, attacks have evolved. Highly personalized, AI-generated campaigns now move fluidly across email, Slack, Teams, Zoom, and beyond, blending channels and even targeting systems directly through techniques like prompt injection. This new reality demands a different approach: one that treats people and the tools they use as a single ecosystem, where behavior and detection continuously inform and strengthen each other.

Only an adaptive communication security system can keep pace with the speed, creativity, and cross channel nature of today’s threats. 

Ushering in the adaptive era of workplace security

With this release, Darktrace brings together our new behavior-driven training solution with email detection, cross-channel visibility, and platform-level insights. Powered by Self-Learning AI, it delivers protection across both people and the communication tools they rely on every day, including email, Slack, Teams, and Zoom.

Each component learns from the others – training adapts to real user behavior, detection evolves across channels, and response is continuously refined – creating a powerful feedback loop that strengthens resilience and improves accuracy against today’s AI-driven threats.

Introducing: Unified training and email security for a self-improving email defense

Our brand new product, Darktrace / Adaptive Human Defense, closes the gap between human behavior and email security to continuously strengthen both people and defenses. Each user receives personalized training that adapts to their own inbox activity and skill level, with learning delivered directly within the flow of their day-to-day email interactions.

By learning from each user’s interactions with security training, it adapts security responses, creating a closed-loop system where training reinforces detection and detection informs training. Let’s look at some of the benefits.

  • Reduce successful phishing at the source with contextual Just in Time coaching: Contextual coaching appears directly in real email threads the moment risky behavior is detected, so habits change where mistakes actually happen. Configurable triggers and group policies target the right users, reducing repeated errors and administrative overhead.
  • Adaptive phishing simulations that progress automatically with each user: Embedded simulations vary in their degree of realism, from generic phishing to generative AI-enabled spear phishing. Users progress through the difficulty levels based on their performance to give an accurate picture of their phishing preparedness.  
  • Native email security integration turns human behavior into quantified risk: The native email security integration allows engagement, links clicked, and question success signals to flow back into / EMAIL recipes and models, so detection and response adapt automatically as users learn.  
  • Actionable risk and trend analytics beyond completion rates: Analytics that surface repeat offenders, high-value targets, and measurable exposure, moving beyond completion metrics to give leaders actionable insights tied to real behavior.

Learn more about / Adaptive Human Defense in the product solution brief.

Industry-first cross-channel full-message analysis for email, Slack, Teams, and Zoom

Darktrace now brings full-message analysis to Email, Slack, Teams, Zoom, and even generative AI prompts. The same leading behavioral analysis from EMAIL extends to every message, tracing intent, tone, relationships, and conversation flow across all communication activity for a complete understanding of every user interaction.

By correlating messaging and collaboration activity with email and account environments, cross-channel analysis reveals multi-domain attack paths and follows both users and threats as a single, continuous narrative – delivering better context to improve detection across the entire organization.

  • Eliminate cross-channel blind spots: Detect phishing, malware, account takeovers, and conversational manipulation across email and collaboration platforms, so attackers can’t exploit Slack, Teams, or Zoom as a new entry point. Unified behavioral analysis gives security teams a coherent, single view, for no more fragmented, channel-specific gaps.
  • Spot generative AI prompt injection attacks before they manipulate assistants: Dedicated models surface threats targeting corporate AI assistants – like ShadowLeak and Hashjack – before they can silently manipulate workflows, reducing risk before static filters catch up.

Learn more about Darktrace’s messaging security offering in the product solution brief.

Industry-first DMARC with bi-directional ASM and email security integration

Darktrace transforms domain protection by linking DMARC, attack surface intelligence, and email security into a single, continuously evolving workflow. Instead of treating domain authentication and exposure as separate tasks, this unified approach shows not just where domains are vulnerable, but how attackers are actively exploiting them.

  • Fix authentication weaknesses faster: SPF, DKIM, DMARC configurations, and external exposure data are analyzed together, giving teams clear guidance to correct weaknesses before they can be abused. Deep bidirectional integration with attack surface intelligence reduces impersonation risk at the source.
  • Accelerate email investigations: DMARC context is embedded directly into email workflows, enriching triage with authentication posture, internal/external sender lists, and seamless pivots between email and domain intelligence for faster, more accurate investigations.

Committed to innovation

These updates are part of a broader Darktrace release, which also includes:

Join our Live Launch Event on April 14, 2026.

Join us for an exclusive announcement event where Darktrace, the leader in AI-native cybersecurity, will be announcing our latest innovations, including  a demo of our new product / Adaptive Human Defense, an exclusive conversation with a Darktrace customer, and a deep dive into the Darktrace ActiveAI Security Portal.  

Register here.

References

[1] 84% of organizations still measure security awareness training success through completion rates, a vanity metric with no correlation to behavior change. (Source:  NIST Awareness Effectiveness Study, Forrester 2025)

[2] 'Limited benefit from embedded phishing training. Using randomized controlled trials and statistical modeling, embedded training provides a statistically-significant reduction in average failure rate, but of only 2%.' Ho, G., Mirian, A., Luo, E., Tong, K., Lee, E., Liu, L., Longhurst, C. A., Dameff, C., Savage, S., & Voelker, G. M. (2025). Understanding the Efficacy of Phishing Training in Practice. Proceedings of the 2025 IEEE Symposium on Security and Privacy.

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About the author
Carlos Gray
Senior Product Marketing Manager, Email

Blog

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OT

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March 25, 2026

Advancing OT Security with Architecture Visibility, Operational Reporting, and Industrial Context

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The challenge of operational understanding in complex OT environments

Most industrial organizations today already have some level of asset visibility. The bigger challenge is maintaining a trusted, shared understanding of the environment as it evolves. OT teams still frequently rely on static diagrams, spreadsheets, and manually maintained documentation because these are often the only artifacts trusted by auditors, leadership, and engineering teams. However, these references quickly become outdated as environments change.

At the same time, compliance expectations continue to increase, particularly around IEC-62443 aligned programs. Producing defensible security evidence often requires teams to manually assemble reports across multiple tools while still debating asset inventories and classifications. This creates operational overhead and reduces confidence during audits, risk reviews, and incident response situations.

Advancing operational OT security with Darktrace / OT

Darktrace / OT's latest updates focus on helping industrial organizations close this operational gap by strengthening how OT security platforms support real workflows. This release enhances Operational Overview with architecture visibility, improves how industrial assets are represented, and introduces structured reporting capabilities aligned to governance needs.

Together, these improvements help organizations maintain a more reliable operational picture of their environments while reducing manual effort associated with documentation, reporting, and asset validation.

Native OT architecture visibility inside Operational Overview

Understanding how industrial environments are structured is critical during investigations and risk reviews, yet architecture diagrams are typically maintained outside security platforms and quickly fall out of sync with operational changes. This disconnect makes it harder for OT, IT, and security teams to maintain a shared understanding of their environments when incidents occur.

Darktrace / OT introduces native OT architecture diagrams directly within Operational Overview, allowing teams to maintain a live representation of how OT assets and systems relate to each other inside the same platform used for monitoring and investigations.

These updates help organizations:

  • Maintain a shared architectural understanding across OT, IT, and security teams
  • Improve investigation context by understanding how systems relate operationally
  • Reduce reliance on static diagrams that quickly become outdated

Improving OT governance with operational asset and compliance reporting

Accurate reporting remains a major operational challenge for industrial organizations, particularly when security posture must be demonstrated to auditors, regulators, and leadership. Many OT teams still rely on manual screenshots, spreadsheets, or fragmented exports to show asset inventories and compliance alignment.

Darktrace / OT introduces structured OT asset reporting and IEC-62443-3-3 compliance reporting directly from Operational Overview. These capabilities allow organizations to generate consistent, repeatable outputs based on continuously observed OT environments rather than manually assembled documentation.

These updates help customers:

  • Reduce manual compliance effort through automated IEC-62443 reporting aligned to live OT data
  • Support governance workflows with structured OT asset and architecture reporting
  • Improve audit readiness with consistent reporting aligned to operational security posture

Expanding industrial context through improved asset representation and protocol coverage

Industrial environments rely on diverse technologies spanning manufacturing systems, power and utilities infrastructure, healthcare devices, and Industrial IoT deployments. Maintaining strong visibility across these environments requires both accurate device representation and deeper protocol understanding.

Darktrace / OT strengthens industrial context through expanded ICS and IoMT device classification alongside broader industrial protocol coverage. These improvements help organizations better understand specialized devices and communications across sectors such as manufacturing, energy, healthcare, and Industrial IoT.

These enhancements enable organizations to:

  • Improve visibility into specialized ICS, IoMT, and industrial infrastructure devices
  • Strengthen monitoring across sector-specific industrial communications in manufacturing, utilities, and IIoT environments
  • Increase confidence in detection across complex and evolving industrial technology estates

Supporting practical OT security outcomes for industrial organizations

Darktrace / OT continues our focus on delivering capabilities that help industrial organizations operationalize security rather than simply deploy tools. By improving architecture understanding, strengthening asset representation, and supporting governance reporting, this release helps organizations manage OT security with greater confidence.

As industrial environments continue to evolve, organizations need more than visibility. They need the ability to maintain trusted operational understanding and demonstrate security readiness without increasing operational friction. This release reflects Darktrace’s continued commitment to supporting the priorities that matter most in OT: safety, uptime, and resilience.

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About the author
Pallavi Singh
Product Marketing Manager, OT Security & Compliance
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