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March 24, 2026

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

Introducing the adaptive era of email security: a unified platform that connects personalized coaching, collaboration tools, and user behavior into a self-improving defense system.
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
Carlos Gray
Senior Product Marketing Manager, Email
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24
Mar 2026

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.

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
Carlos Gray
Senior Product Marketing Manager, Email

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March 24, 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 7.1

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.

Darktrace OT updates 2026

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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March 23, 2026

Darktrace Recognized as the Only Visionary in the 2026 Gartner® Magic Quadrant™ for CPS Protection Platforms

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The Gartner® Magic Quadrant™ for CPS Protection Platforms provides an independent view of the vendors shaping this rapidly evolving market, evaluating how providers are helping organizations address the cybersecurity risks associated with increasingly connected operational technology and cyber-physical environments. Security and risk leaders use this research to better understand vendor positioning and to inform decisions as they modernize their Cyber Physical System (CPS) security strategies. We encourage organizations evaluating CPS security platforms to review the full report to gain a comprehensive view of the market.

Darktrace’s position as the only Visionary for the second consecutive year reflects the strength of our innovation, product execution, and long-term strategy for CPS security.  

Darktrace / OT is built to address the realities of modern industrial defense, securing converged IT, OT, and IoT environments, applying Self-Learning AI to detect known, unknown, and novel threats, accelerating investigations and prioritizing risk based on operational impact. This unique approach supports the flexible deployment models required by complex critical infrastructure organizations.

gartner 2026 CPS magic quadrant

Why Darktrace / OT stands apart in CPS security

As industrial environments continue to converge with enterprise infrastructure, security leaders are being asked to reduce cyber risk in systems where uptime, safety, and regulatory requirements limit traditional security approaches. Teams need to understand how risk develops across the environment, investigate threats with greater speed and clarity, and prioritize mitigation based on operational impact.

Darktrace / OT is built for that challenge. It combines cross-domain visibility, detection and investigation with Self-Learning AI, bespoke risk management beyond CVEs, and OT-relevant workflows that support both security outcomes and operational resilience.

Unified visibility across converged CPS environments

As critical infrastructure expands beyond traditional OT networks to include engineering workstations, HMIs, remote access pathways, enterprise systems, and cloud-linked infrastructure, teams need to understand how assets relate, where dependencies exist, and how exposure develops across domains.  

Darktrace / OT provides unified visibility across OT, IT, IoT, and IoMT to help organizations understand cyber risk across connected industrial environments. By bringing telemetry together through capabilities such as Operational Overview, OT workflows, and deep protocol inspection, Darktrace helps engineers and security teams work from shared context and a more operationally relevant understanding of the environment they are defending.

Enhanced threat detection, investigation, and response powered by Self-Learning AI

While signatures can still provide value for known threats, they fail against insider misuse, zero-day exploits, and custom-built malware designed for targeted operations. Darktrace / OT uses Self-Learning AI to detect subtle deviations from normal behavior across industrial environments where threats often appear through abnormal communications, misuse of legitimate access, or suspicious device behavior rather than known malware. To improve incident investigation, Darktrace’s Cyber AI Analyst automatically correlates activity and produces contextual summaries to reduce manual triage effort and help teams move faster from alert to understanding.  

Darktrace / OT further strengthens investigation and response through Expanded telemetry through NEXT for OT, extending visibility into operational endpoints such as engineering workstations and HMIs to support deeper root-cause analysis. Leveraging Self-Learning AI, Darktrace also enables autonomous response that can surgically contain anomalous activity while allowing industrial processes to continue operating normally. Organizations can customize response actions by device, device type, or network segment, with options ranging from fully autonomous enforcement to human confirmation workflows, helping security teams reduce operational disruption while maintaining control over response decisions.

Contextual risk prioritization based on operational relevance

Teams need the right tools to shift from reactive defense to proactively thinking about their security posture. However, most OT teams are stuck using IT-centric tools that don’t speak the language of industrial systems, are consistently overwhelmed with static CVE lists, and these tools offer no understanding of OT-specific protocols.  

Darktrace / OT helps organizations move beyond static vulnerability lists by prioritizing cyber risk based on operational context. By incorporating asset criticality, network relationships, exploitability intelligence, behavioral telemetry, and attack path analysis, the platform helps teams understand which exposures could realistically impact operations. By correlating CVE severity, KEV data, MITRE techniques, and business impact, Darktrace enables more focused remediation decisions that support operational resilience, governance, and compliance initiatives such as IEC-62443.

Built for real-world deployment and enterprise alignment

Darktrace / OT is designed for the realities of industrial environments where flexible deployment across on-premises, hybrid, distributed, air-gapped and operationally sensitive networks is essential. The platform integrates with enterprise security ecosystems including SIEM, SOAR, CMDB, firewall, and governance tools to support broader security workflows. This enables OT security to align with enterprise programs while respecting operational constraints and improving collaboration between security and engineering teams.

Customer validation and platform recognition  

In the last 12 months, Darktrace / OT has received a 4.8/5 rating on Gartner Peer Insights*. which we believe reflects strong customer confidence in the platform across critical infrastructure and industrial environments.  

With this recognition, Darktrace is now positioned across multiple Gartner Magic Quadrants, including Leader positions in Network Detection and Response (NDR) and Email Security Platforms, reflecting the breadth of Darktrace’s ActiveAI Security Platform.

Darktrace / OT customer review

Continuing to advance the future of CPS security

We believe Darktrace’s recognition as the only Visionary for the second consecutive year reflects a clear direction: CPS security platforms need to help customers connect visibility to investigation, investigation to prioritization, and prioritization to real operational outcomes.

That remains our focus for Darktrace / OT.

As industrial environments continue to grow more connected, more complex, and more business-critical, we will continue to invest in the capabilities that help customers reduce uncertainty, strengthen resilience, and secure the systems that keep their operations running.

  • Download the full Gartner Magic Quadrant for CPS Protection Platforms

Gartner, Magic Quadrant for CPS Protection Platforms, Katell Thielemann, Ruggero Contu, Wam Voster, Sumit Rajput, 3 March 2026

Gartner does not endorse any vendor, product or service depicted in its research publications and does not advise technology users to select only those vendors with the highest ratings or other designation. Gartner research publications consist of the opinions of Gartner’s research organization and should not be construed as statements of fact. Gartner disclaims all warranties, expressed or implied, with respect to this research, including any warranties of merchantability or fitness for a particular purpose.

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