Enhancing Cybersecurity - Continuous Cyber AI Loop
Darktrace’s technology vision is a continuous, Cyber AI Loop™, where each capability autonomously feeds back into the system as a whole, continuously improving the state of cyber security.

Improving Awareness and Decision-Making
From the attacker's perspective, Darktrace PREVENT provides vital insights to defenders. Consequently, it enables them to identify existing devices that are externally facing or part of a critical attack path, enhancing their overall awareness of the environment.
Moreover, users benefit from contextual information about external facing assets and critical attack paths via tags in the DETECT and RESPOND user interface. This enables better decisions, quicker triage, and facilitates further modeling using this new information. For example, if PREVENT identifies a web server on a critical attack path, relevant entities receive tags in DETECT, providing crucial knowledge for detection modeling and AI Analyst investigations.
Incorporating Industry Standards for Faster Understanding
Darktrace incorporates the MITRE ATTACK Framework across the loop. Additionally, it tags devices identified by Darktrace PREVENT as sitting on a critical attack path with MITRE techniques corresponding to the inbound and outbound parts of the attack path. This provides automatic mapping to an industry-standard attack framework for auditing, compliance, and faster understanding of all components of the attack.
Richer AI Analyst Investigations
AI Analyst investigations become richer as they enrich existing investigations with malicious hostnames retrieved from PREVENT/ASM. Consequently, this indicates they are more likely to be suspicious and potentially part of an incident.
Heightening Email Security
Darktrace PREVENT/Attack Surface Management informs Darktrace/Email of potential threats, such as domain spoofing. This action heightens sensitivity around these assets and takes action when these spoof domains are used for malicious purposes. Hence, this leads to more accurate decision-making in the email realm, reducing analysis time for individual emails.
Consolidating Insights for Better Response
Assets confirmed as malicious by Darktrace PREVENT/Attack Surface Management automatically become ‘Watched Domains’ in Darktrace/Network. This enhancement enables security teams to consolidate insights from inside the business and externally on the attack surface in a single pane of glass, improving their ability to respond effectively.
Darktrace Prevent- Cyber Resilience Reinforcement
Darktrace Prevent
Hardens security Proactively
Identifies and prioritizes risks
Emulates attacks to test vulnerabilities
Helps organizations meet NIST and other regulations
Reinforcing Cyber Resilience with Darktrace PREVENT
In today’s rapidly evolving cybersecurity landscape, fortifying your defenses is paramount to safeguarding your organization against emerging threats. Darktrace PREVENT offers a proactive approach to cybersecurity, empowering organizations to anticipate and thwart future attacks.
Enhanced Visibility with Darktrace PREVENT/ASM
Darktrace PREVENT/ASM provides unparalleled visibility into your organization’s external exposure, enabling proactive risk identification and mitigation before an attack occurs. By continuously monitoring the external attack surface, PREVENT/ASM assesses all assets for risks, vulnerabilities, and threats, helping you stay one step ahead of potential attackers.

Darktrace PREVENT / Attack Surface Management™
Enter Darktrace PREVENT, an interconnected suite of AI products designed to provide proactive cybersecurity, helping organizations anticipate future cyber-attacks. This product family empowers CISOs and security staff to function as an AI-powered Red Team, simulating attacks, identifying critical assets, testing vulnerability pathways, and fortifying defenses to thwart attackers from compromising vital systems and data.
One component of Darktrace PREVENT is Attack Surface Management™ (ASM), which offers unparalleled visibility into the organization’s external exposure, enabling the security team to proactively identify risks before an attack occurs. ASM continuously monitors the external attack surface, assessing all assets for risks, high-impact vulnerabilities, and external threats. It is instrumental in revealing shadow IT, supply chain risks, potential phishing domains, vulnerabilities, misconfigurations, and risks associated with mergers and acquisitions. Additionally, ASM communicates its findings to Darktrace DETECT + RESPOND, enhancing sensitivity around critical chokepoints.
Darktrace PREVENT / End-to-End™
Attack Path Modeling
Maps the most relevant and impactful attack paths through your organization in real time.
Pentest Augmentation
Tests all potential attack pathways around the clock.
Breach & Attack Emulation
Deploys harmless “attacks” that emulate malware, phishing, spoofing, and other common threats.
Security & Awerness Training
Identifies users who are exposed or vulnerable to phishing, allowing IT teams to tailor training based on real-world data.
Cyber Risk Prioritization
Continuously updates its findings to show you which areas of focus would reduce risk to the greatest extent.

Darktrace Solutions Feed Back into the Cyber AI Loop™
Darktrace PREVENT forms part of Darktrace’s Cyber AI Loop, which orchestrates a set of dynamically related cyberthreat capabilities. Combined with Darktrace DETECT™ + RESPOND™, Darktrace PREVENT autonomously implements countermeasures to harden your defenses around critical vulnerabilities and attack paths.
Darktrace Cyber AI Loop why Darktrace?
Why Darktrace?
Reduces the risk by prioritizing vulnerabilities and hardening systems
Gain instant visibility of previously unknown and unpredictable attacks
Minimize disruption with a targeted, autonomous response to cyber-attacks
Augment and empower security teams with always-on, AI-driven capabilities




The only Comprehensive, Always-on, End-to-End, Cyber Security

The groundbreaking Darktrace Cyber AI Loop introduces an integrated suite of cybersecurity solutions that continuously fortifies your defenses. This revolutionary system comprises four AI-driven product families – Darktrace PREVENT™, Darktrace DETECT™, Darktrace RESPONDTM, and Darktrace HEAL™ – which collaborate seamlessly across your organization.
By leveraging Self-Learning AI technology, Darktrace tailors its solutions to your specific organization, illuminating and neutralizing previously unseen threats. This article explores how Darktrace’s AI-powered approach revolutionizes cybersecurity, offering unparalleled protection against evolving cyber threats.
Darktrace Detect & Respond
Autonomous Response: Disarm Attacks in Seconds
Cyber AI Analyst
Uplift and Augment Your Security Team with AI Investigations
Darktrace Prevent
Hardening Security and Reducing Risk
Darktrace DETECT + RESPOND leverages deep organizational understanding to tailor responses to specific threats, neutralizing malicious activity without disrupting normal business operations. This approach contrasts with automated solutions reliant on predefined playbooks, which may lead to imprecise, heavy-handed actions.
Darktrace’s Cyber AI Analyst streamlines threat investigation by continuously assessing security threats, identifying top priorities, and synthesizing attack context into natural language reports. This reduces time-to-understanding and time-to-response, enabling security teams to focus their expertise where it’s most needed.
Darktrace PREVENT empowers CISOs and security teams to transition from reactive to proactive security measures, prioritizing threats, optimizing defenses, and reducing overall cyber risk.
KnowBe4 Security Awerness Training
KnowBe4 Security Awerness Training
KnowBe4 Security Awareness Training, the largest complete Security Awareness Training and Simulated Phishing platform in the world, has more than 50,000 users. With this platform, you now have a comprehensive solution to better manage IT security issues, including social engineering, spear phishing, and ransomware assaults.
Training and Testing Features:
KnowBe4 offers self-service enrollment. Additionally, it provides world-class, user-friendly new-school security awareness training. Furthermore, it offers pre-and post-training phishing security tests to reveal the proportion of end users that are Phish-prone. Moreover, KnowBe4’s very efficient, regular, random Phishing Security Tests offer several corrective measures.
Assessment and Evaluation:
Utilize KnowBe4 Assessments to evaluate your users’ security awareness skills and the broader security culture of your company. These evaluations assist you in modifying training to meet knowledge gaps and weaknesses. Additionally, they help in tracking the effects of your security awareness training program on enhancing users’ security awareness knowledge and attitudes over time.
Benchmarking and Comparison:
You can contrast your organization’s security awareness proficiency results with those of other businesses in your sector using the tools of the Security Awareness Proficiency Assessment and Security Culture Survey. Examine your organization’s performance in relation to the seven security knowledge areas and the seven dimensions of security culture using the results of your baseline assessment and survey. Also, keep track of how well your organization is doing over time.
User Experience Enhancements:
With the updated end-user security awareness training interface, your users will enjoy a brand-new learning environment that makes learning enjoyable and engaging. Additionally, you can provide your users with 24/7 access to assigned training via the KnowBe4 Learner App. This makes it simple for them to learn whenever and wherever they want. Moreover, the localized training interface for KnowBe4 is offered in a variety of languages, allowing your users to select the one they feel most at ease using for an immersive training experience.
Customization Options:
If you want to add custom training or other corporate training materials to the KnowBe4 security awareness training materials, you can now do so. You can manage both your own SCORM-compliant training and video materials in one location, together with the KnowBe4 ModStore training material.
Risk Detection and Reporting:
You may begin to detect risk at the user, group, and organizational levels with the new Virtual Risk Officer and Advanced Reporting tools. These tools will assist you in making data-driven decisions regarding your security awareness plan. Additionally, you may assess the success of your security awareness training program by looking at next-level reporting for simulated phishing and security awareness training campaigns.
Automated Program Implementation:
When it comes to developing a security awareness program that will work for their firm, many IT professionals are unsure about where to begin. With the help of our Automated Security Awareness Program, we have eliminated all the uncertainty. If you want to implement all the procedures to establish a comprehensive security awareness training program for your firm quickly, ASAP enables you to create a bespoke curriculum for it.
Develop Your Users
The greatest collection of security awareness training materials available anywhere in the globe, including newsletters, interactive modules, movies, games, and posters. automated reminder emails for training campaigns.
Phish Your Users
Thousands of templates with limitless use and best-in-class, fully automated simulations of phishing assaults.
See The Results
Management-ready, enterprise-strength reporting with statistics and graphs for security awareness training and phishing. Show the fantastic ROI!
Cybersecurity Trends to watch out for in 2023
Cybersecurity Trends to Watch Out For in 2023
Emerging Cybersecurity Trends 2023:
With the digital revolution, corporations, organizations, and even governments are turning to computerized systems to conduct their daily operations. As a result, cybersecurity has become a top priority to protect data from various online threats and any unauthorized access. As news of data breaches, ransomware, and hacking becomes the norm, it follows that there will be a similar shift in cybersecurity trends as a result of ongoing technological advancement.
The top cybersecurity trends for 2023:
1. An increase in automotive hacking
Today’s vehicles are loaded with automated software that enables smooth connectivity for drivers in areas like airbags, cruise control, door locks, and advanced driver aid systems. These vehicles use Bluetooth and WiFi to connect, which exposes them to a number of security flaws or hacker threats. With more automated vehicles on the road in 2023, it’s anticipated that attempts to take control of them or listen in on conversations will increase. Autonomous or self-driving vehicles use an even more complicated process that demands stringent cybersecurity precautions.
2. Artificial intelligence’s potential (AI)
With the introduction of AI into all commercial sectors, this technology combined with machine learning has significantly altered cyber security. The development of automated security systems, natural language processing, facial detection, and autonomous threat detection have all benefited greatly from AI. However, it also creates clever malware and attacks that get through the most recent data security mechanisms. Threat detection systems with AI capabilities can anticipate new assaults and immediately alert administrators to any data breach.
3. The New Target is Mobile
Our emails, chats, financial transactions, and images all pose greater risks to people. The malware or virus that affects smartphones may be the focus of 2023’s cybersecurity developments.
4. Additionally Potentially Vulnerable is Cloud
To protect the data from leaks, security procedures must be regularly evaluated and upgraded as more businesses establish themselves in the cloud. Although cloud programs like those from Google and Microsoft still have strong security measures in place, it’s the user end that often leads to mistakes, malicious software, and phishing scams.
5. Data breaches: key objective
Organizations all over the world will continue to prioritize data. Protecting digital data is now the main objective, whether for an individual or a business. Any tiny defect or weakness in your computer’s software or browser could allow hackers access to your sensitive data. From May 25th, 2018, new, strict regulations known as the General Data Protection Regulation (GDPR) went into effect, providing individuals in the European Union with data protection and privacy (EU). Similar to this, starting on January 1st, 2020, the California Consumer Privacy Act (CCPA) was implemented to protect consumer rights in the state of California.
6. The New Era of Technology and Risks in the IoT with 5G Network
A new age of interconnectivity with the Internet of Things will be possible with the arrival and expansion of 5G networks (IoT). See What the Internet of Things (IoT) Is and Why It Matters for further information. Multiple devices communicating with one another exposes them to threats from the outside world, assaults, or unidentified software bugs. Even Chrome, the most popular browser in the world sponsored by Google, was discovered to contain significant problems. The 5G architecture is still relatively new in the market, therefore it will take a lot of investigation to uncover vulnerabilities that will allow the system to be protected from outside assault. Every phase of the 5G network could result in a slew of network attacks that we might not be prepared for.
7. Integration and Automation
Automation must be integrated to provide more sophisticated control over the data because data size is increasing daily. Automation is more vital than ever because of the pressure placed on experts and engineers by today’s frantic job demands to provide rapid and effective solutions. To create software that is more safe in every way, security metrics are incorporated into the agile development process. Due to the difficulty in protecting large and sophisticated web applications, automation and cyber security are significant concepts in the software development process.
8. Specific ransomware
Targeted ransomware is another significant cybersecurity development that we are unable to ignore. Industries, particularly those in industrialized countries, rely largely on particular software to carry out their daily operations. The Wanna Cry attack on National Health Service hospitals in England and Scotland corrupted more than 70,000 medical devices. These ransomware targets are highly targeted. Even though ransomware typically threatens to make the victim’s data public unless a ransom is paid, it can also harm very large organizations or entire countries.
9. Cyberwarfare Sponsored by the TaState
The competition between the western and eastern powers to establish superiority won’t be stopped. Despite the attacks being rare, the conflict between the US and Iran or Chinese hackers frequently makes headlines around the world and has a big impact on events like elections. Additionally, with more than 70 elections expected to be held this year, criminal activity will increase at this time. Political and business secrets, as well as high-profile data breaches, are predicted to dominate cybersecurity themes in 2023.
10. Internal Threats
One of the main causes of the data breach is still human mistake. Millions of stolen data can bring down a whole corporation on any bad day or purposeful loophole. 34 percent of all attacks were either directly or indirectly carried out by workers, according to a report by Verizon on a data breach that provides strategic insights on cybersecurity trends. Therefore, be sure to raise awareness about data security within the facility.
https://newtech.mt/cybersecurity/
AI threat detection that ‘understands you’ critical to thwarting attacks
Detection is crucial in cybersecurity, but it’s just one aspect of today’s complex landscape. Threat actors leverage open-source code, AI, and MFA as potent weapons, necessitating continuous and adaptive security measures across an organization’s digital ecosystem.
Toby Lewis, from Darktrace, emphasizes AI’s role in threat detection. This technology comprehends organizational behavior and establishes a baseline of normalcy. It discerns known and unknown threats, making real-time decisions to mitigate risks effectively.
Lewis highlights the relentless pace and complexity of cyberattacks, necessitating a proactive defense strategy. Despite efforts, it’s challenging to monitor every digital aspect simultaneously. With cloud computing, SaaS, and IoT, the attack surface expands, leaving enterprises vulnerable to diverse threats.
Moreover, the democratization of offensive cyber tools poses a significant challenge. These tools empower malicious actors to orchestrate low-sophistication attacks, putting immense pressure on security teams. Commercialization of cybercrime exacerbates this threat landscape, enabling attacks without substantial expertise.
AI emerges as a critical ally in the fight against cyber threats. Its continuous learning and adaptability allow it to analyze vast data volumes and identify anomalies in real-time, regardless of location within an organization’s infrastructure. Darktrace pioneers AI-driven threat detection, using Bayesian inference models to detect deviations from normal behavior.
In conclusion, cybersecurity is an ongoing battle against evolving threats. AI-driven solutions offer promise in bolstering defenses in today’s digital era. By embracing innovation and adopting a proactive stance, organizations can fortify resilience against cyber adversaries and safeguard digital assets effectively.