Semantic Coherence: Darktrace – Signal Evidence & AI Readability

[H1] Securing AI Starts
[H1] With Darktrace
The leader in AI-native cybersecurity delivers new innovations in securing AIExplore the productAnnual survey reportThe State of AI Cybersecurity 2026See our findings from asking 1500 cybersecurity professionals around the world about their thoughts on AI and cyberProduct launchAdaptive Human DefenseIntroducing personalized security coaching that makes your email defenses smarterAnnual survey reportThe State of AI Cybersecurity 2026See our findings from asking 1500 cybersecurity professionals around the world about their thoughts on AI and cyberProductSecuring AI Starts with DarktraceDeploy AI confidently with security that helps teams understand intent, assess risk, and protect sensitive data10,000Darktrace customersActiveAI Security Platform
[H2] Proactive cybersecurity
[H2] across the enterprise
Darktrace brings its AI to your data, wherever it resides. It correlates threats across your entire organization, delivering proactive cyber resilience with real-time detection and autonomous response to known and novel threats.
[H3] The most advanced NDR solution
A complete solution for prevention, detection, and response to known and unknown threatsExplore network securityGet a demo
[H3] Leading AI-powered cloud email security
Revolutionize your email security with Self-Learning AI, stopping known and unknown threats in your inbox and beyondExplore email securityGet a demo
[H3] Secure your cloud in real time
Achieve cyber resilience with adaptive, intelligent AI built ​to secure​ your hybrid or multi-cloud environmentExplore cloud securityGet a demo
[H3] Embrace AI with confidence
Bring every AI interaction into a single view. Understand intent, assess risk, protect sensitive data, and enforce policy across both human and agent activity.Protect your AISpeak to sales
[H3] Protect your converged IT/OT environments
Combine pioneering AI-powered detection and response with OT Risk Management that goes beyond CVE mappingExplore OT securityGet a demo
[H3] Outsmart identity threats across all your apps
Unify your identity security with proactive risk management, real-time threat detection and autonomous responseExplore identity securityGet a demo
[H3] Secure every device, everywhere, all the time
Darktrace works alongside your EDR to contain known and previously unseen network threats on your endpoints, taking targeted autonomous action to secure your entire organizationExplore endpoint securityGet a demoDefense in numbers
[H2] Transform your
[H2] security operations
Explore the PlatformGet a demo10,000
[H3] Customers
110
[H3] Countries
2,300+
[H3] Employees
200
[H3] Patent Applications
Cyber AI
[H2] Built on our unique AI
[H3] approach
Rather than teaching an AI system what an ‘attack’ looks like, training it on large data lakes of thousands of organizations’ data, Darktrace AI learns from your unique business data to understand what is normal to identify high risk, anomalous activity for each asset across domains. This enables it to detect subtle deviations that signal a threat, including novel and AI-driven cyber-attacks.Learn more about our AI
[IMG: Three tech-related scenes: collaboration, laptop use, and smartphone interaction.]

10,000Darktrace customersThank you! Your submission has been received!Oops! Something went wrong while submitting the form.
[H2] Customer blogs: leaders share how they stay secure
See more real-world stories from organizations using DarktraceAI
[H5] Resilience at the Speed of AI: Defending the Modern Campus with Darktrace
Read storyProactive Security
[H5] AI-powered security for a rapidly growing grocery enterprise
Read storyAI
[H5] How AI is redefining cybersecurity and the role of today’s CIO
Read storyProactive Security
[H5] How a Leading Bank is Prioritizing Risk Management to Power a Resilient Future
Read storyAI
[H5] Protecting the Experience: How a Global Hospitality Brand Stays Resilient
Read storyAI
[H5] How a Major Civil Engineering Company Reduced MTTR across Network, Email and the Cloud with Darktrace
Read storyNetwork
[H5] Customer Case Study: Leading Petrochemical Manufacturer
Read storyEmail
[H5] Global Technology Provider Transforms Email Threat Detection with Darktrace
Read storyEmail
[H5] Why AI-powered Email Protection Became Essential for this Global Financial Services Leader
Read storyNetwork
[H5] Company Shuts Down Cyber-attacks with “Flawless” Detection and Response from Darktrace
Read storyNetwork
[H5] Why St. Catharines Chose Darktrace for Digital Security
Read story"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tristique. Duis cursus, mi quis viverra ornare."Name SurnamePosition, Company name"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tristique. Duis cursus, mi quis viverra ornare."Name SurnamePosition, Company name"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tristique. Duis cursus, mi quis viverra ornare."Name SurnamePosition, Company name"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tristique. Duis cursus, mi quis viverra ornare."Name SurnamePosition, Company name"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tristique. Duis cursus, mi quis viverra ornare."Name SurnamePosition, Company name"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse varius enim in eros elementum tristique. Duis cursus, mi quis viverra ornare."Name SurnamePosition, Company nameCompliance
[H3] Our compliance certifications are also recognized
Get a demo
[H1] Industry recognition that speaks for itself
The only Customers' Choice in Gartner® Peer Insights' Voice of the Customer for Network Detection and ResponseRead moreOT Cybersecurity Platforms Market Radar: Leader, 2025Read moreCustomer's Choice in Gartner® Peer Insights Voice of the Customer for Email Security PlatformsRead moreYour data. Our AI.Get a demo

[H2] Threat Research
Explore deep dives into attack campaigns we've witnessed across our customer's environmentsOTCalum Hall|April 16, 2026
[H6] Inside ZionSiphon: Darktrace’s Analysis of OT Malware Targeting Israeli Water Systems
NetworkNathaniel Bill|February 10, 2026
[H6] AI/LLM-Generated Malware Used to Exploit React2Shell
NetworkNathaniel Bill|February 3, 2026
[H6] Darktrace Malware Analysis: Unpacking SnappyBee
NetworkTara Gould|January 21, 2026
[H6] Darktrace Identifies Campaign Targeting South Korea Leveraging VS Code for Remote Access
CloudNathaniel Jones|January 14, 2026
[H6] React2Shell Reflections: Cloud Insights, Finance Sector Impacts, and How Threat Actors Moved So Quickly
NetworkTara Gould|January 9, 2026
[H6] Maduro Arrest Used as a Lure to Deliver Backdoor
[H2] The State of Al Cybersecurity 2026
See our findings from asking 1500 cybersecurity professionals around the world about their attitudes, fears, and priorities in 2026.Access now
[H2] Incident Analysis
Read analysis of real-world incidents that Darktrace detected where other tools failedCloudNathaniel Bill|March 4, 2026
[H6] Inside Cloud Compromise: Investigating Attacker Activity with Darktrace / Forensic Acquisition & Investigation
EndpointVivek Rajan|January 30, 2026
[H6] ClearFake: From Fake CAPTCHAs to Blockchain-Driven Payload Retrieval
EmailDavid Ison|December 15, 2025
[H6] Beyond MFA: Detecting Adversary-in-the-Middle Attacks and Phishing with Darktrace
EmailRyan Traill|November 27, 2025
[H6] From Amazon to Louis Vuitton: How Darktrace Detects Black Friday Phishing Attacks
NetworkJustin Torres|November 5, 2025
[H6] Tracking a Dragon: Investigating a DragonForce-affiliated ransomware attack with Darktrace
EmailJennifer Beckett|September 30, 2025
[H6] Out of Character: Detecting Vendor Compromise and Trusted Relationship Abuse with Darktrace
[H2] Search Inside the SOC
Explore the full library, search for old favorites, or filter for your industry.Thank you! Your submission has been received!Oops! Something went wrong while submitting the form.Newsletter
[H1] Stay ahead of threats with the Darktrace blog newsletter
Get the latest insights from the cybersecurity landscape, including threat trends, incident analysis, and the latest Darktrace product developments – delivered directly to your inbox, monthly.

10,000Darktrace customers
[H2] Achieve proactive cyber resilience across your stack
The Darktrace ActiveAI Security Platform is built on industry-leading Self-Learning AI that learns the normal behavior of your organization to proactively find and stop known and novel threats across your digital estate. As your business evolves, Darktrace evolves with it, providing stronger protection and operational efficiency.Darktrace ActiveAI Security Platform™MANAGED SERVICESSecurity Operations SupportManaged Threat Detection Managed Detection & ResponseCROSS-PLATFORM PRODUCTS/ Proactive Exposure Management/ Adaptive Human Defense/ Attack Surface Management/ Incident Readiness & Recovery/ Forensic Acquisition & InvestigationPLATFORM PRODUCTS/ EMAIL/ IDENTITY/ CLOUD/ SECURE AI/ NETWORK/ ENDPOINT/ OTCyber AI Analyst|Real-Time Detection|Autonomous ResponseSELF - LEARNING AIYOUR DAILY BUSINESS OPERATIONS3rd Party Alerts3rd Party Threat Intel|AICommunicationsPeopleLocationsCloudsDevicesEquipment
[H1] Stay ahead of adversaries
The ActiveAI Security Platform understands your enterprise data in real time to deliver preventive and live threat detection, with targeted autonomous response to shut down known and novel threats without disrupting business operations.
[H5] What is ActiveAI Security?
Proactive. Intelligent. Dynamic.ActiveAI Security is our philosophy for the role we believe AI must play to successfully mitigate cyber risk. It embodies an intelligent, dynamic use of AI, that adapts to the environment, the threat landscape and your business. It allows defenders to remain ahead of their adversaries.
[IMG: Darktrace ActiveAI Security Platform]
[H3] Gain complete visibility
over your attack paths to eliminate security gaps and mitigate risk
[H3] Intelligently correlate threats
across your entire organization with a deep contextual understanding of your business operations
[H3] Transform SecOps with automated investigation
of every relevant alert, including third-party, combined with real-time autonomous response
[H3] Correlation of threats
across your entire organization with a deep contextual understanding of your business operations
[H3] Complete visibility
over your attack paths to eliminate security gaps and mitigate risk
[H3] Continual automated investigation
of every alert, combined with real-time autonomous response
[H2] Better security outcomes. Better ROI.
Consolidate your security stack with an AI-led platform to increase efficiency96%of security teams believe AI-powered security solutions significantly improve their defensive capabilitiesState of AI Cybersecurity 202693%of security teams prefer holistic security platforms over individual point solutions State of AI Cybersecurity 2026x20Cyber AI Analyst accelerates incident response 10x, saving 50,000 hours annuallyDarktrace internal research
[H2] Complete evolution of security operations to a proactive state
Preemptive cyber defense eliminates gaps across your people, processes, and technology – before they are used against youExpose unseen assets and exploitable attack pathsRun simulated phishing and real-world red & blue team exercisesPerform recovery actions guided by automated playbooksGet a demo
[IMG: Man And A Woman Looking At A Computer Screen]
[H3] Powered by our unique AI
Rather than teaching an AI system what an ‘attack’ looks like, training it on large data lakes of thousands of organizations’ data, Self-Learning AI learns from your unique business data to understand what is normal to identify high-risk, anomalous activity for each asset across domains.Through this approach, Darktrace provides the ability to visualize and correlate security incidents uninhibited by the siloed approach of individual point solutions.Discover more about our AISolution brief
[H2] Read the solution brief
30the number of additional full-time SOC employees gained with the help of Cyber AI AnalystDownload solution briefTestimonials
[H3] Hear what The Defenders say
[IMG: Bet365 App]
Customer StoriesBet 365Darktrace was the only product that offered that unique insight into the way our network needed to be analyzed and how it works"John Eccleshare, Head of Information Security at bet365Read their story
[IMG: Las Vegas]
Customer StoriesCity of Las VegasWe know we have an AI teammate that is continually learning how our entire ecosystem operates, strengthening our defenses and looking out for any abnormal activity."Michael Sherwood, Chief Innovation and Technology OfficerRead their storyCustomer StoriesOneWebWe’ve seen a reduction in unwanted noise which allows the team to pivot on more strategic work."Steve Hutter, Head of Security Operations and ResilienceRead their storyEnterprise-wide protection
[H3] Cyber resilience across the entire business
[H4] / NETWORK
Go beyond NDR to achieve proactive security
[H4] / EMAIL
Cloud-native AI email security
[H4] / CLOUD
Secure your cloud in real time
[H4] / OT
Protect your converged IT/OT environments
[H4] / IDENTITY
Outsmart identity threats
[H4] / ENDPOINT
Every device, everywhere, all the time

[H1] See what Darktrace finds in your environment
[H1] See what your existing security stack is missing
[H1] Try Darktrace for free for 30 days
We'll give you a callback to book in a personalized 1:1 demoFree, no-obligation 30 day trialEasy guided set upActionable insights in daysUncover threats and risks you didn't know aboutGet a tailored quote for your security needsExpert technical support on hand10,000 customers
[H4] Get a demo
Trusted by 10,000+ CompaniesCopyright © 2026 Darktrace Holdings Limited. All rights reserved.

The challenge
[H2] AI Adoption Is Outpacing Enterprise Control
Gen AI assistants are getting embedded in SaaS applications. Autonomous agents now make decisions in real time. And suppliers embedding no-code tools are enabling teams to build their own AI solutions. But while adoption and innovation accelerate, security is still catching up. AI systems behave in ways that traditional defenses were never designed to monitor:66%of Darktrace customers are using AI widely across their organization today44%of security professionals are ‘very’ or ‘extremely’ concerned about the security implications of AI Agents Source: Darktrace State of AISensitive data can be exposed through prompts that don’t carry a classification like traditional DLP requiresAI agents can have greater privileges than the user they are interacting with, allowing unintended accessMisconfigurations can create hidden pathways to critical systemsEmployees and third parties can very easily introduce unmonitored “shadow AI” tools without realizing the risks.
[H2] To safely and responsibly adopt AI at scale, organizations must have visibility over how and where AI is used, understand how it behaves, and be able to intervene when that behavior deviates from what is expected.
[H2] AI creates complexity that needs a business-centric approach
When it comes to securing AI, approach is everythingMost of the cybersecurity industry relies on a common approach: using historical attack patterns to stop future threats. This method was never built to handle the complexity and subtlety of AI‑driven behavior. Securing AI requires interpreting ambiguous interactions, uncovering subtle intent within extended conversations, understanding how access accumulates over time, and recognizing when behavior — human or machine — begins to drift into malicious behavior.   Understanding the business, not past attacksWhile other vendors are only now beginning to explore behavioral analysis, often by layering GenAI onto older architectures, Darktrace has spent more than a decade building AI purposefully designed to understand and adapt to evolving behavior in complex environments. We take a business-centric approach, building technology that learns directly from the environment it protects then identifies any malicious actions that deviate from normal operations. This means we can stop novel or AI-related threats on the first encounter - without relying on databases of known attacks.
[H2] Monitor the prompts driving GenAI agents and assistants
Real‑time inspection of prompts, sessions, and responses across: Enterprise GenAI, like Microsoft Copilot and ChatGPT EnterpriseLeading low‑code SaaS environments like Microsoft Copilot Studio High‑code AI environments like Amazon Bedrock and SageMaker General SaaS suppliers like Salesforce and Microsoft 365 SASEBehavioral analytics separate business-aligned activities from significant and risky deviations, with detection of clever conversational prompt attacks and malicious chaining and the ability to block unsafe actions where supported.
[H2] Secure business AI Agent identities in real time
Discover live agent identities acting across suppliers and environments, map their connections and interactions via MCP and services like Amazon S3, and audit behavior across SaaS, cloud, network, endpoint, OT, and email.
[H2] Discover and control Shadow AI
Surface unsanctioned or unexpected AI activity where it appears, distinguish misuse of legitimate tools and unapproved services, and apply policy to contain data exposure while guiding users toward sanctioned options.
[H1] Get a deep dive
Wherever you are in your securing AI journey, we have something for you Securing AI Starts HereSee our survey findings for how security leaders are thinking about security AI and discover our frameworkGo to the AI hub
Watch our Launch BroadcastCatch up on our launch of new Secure AI innovations and discover how you can deploy AI agents with confidenceWatch nowStay on Top of Securing AIGet exclusive access to product updates, thought leadership, and opportunities to connect with peersStay informed Get in TouchSpeak with a Darktrace expert to understand your AI risks and get practical, tailored guidanceSpeak to sales