HOME Top Market Reports Artificial Intelligence in Cybersecurity Market by Offering (Hardware, Software, Service), Technology (Machine Learning, Context Awareness, NLP), Deployment Type, Security Type, Security Solution, End-user, and Geography - Global Forecast to 2025

Artificial Intelligence in Cybersecurity Market by Offering (Hardware, Software, Service), Technology (Machine Learning, Context Awareness, NLP), Deployment Type, Security Type, Security Solution, End-user, and Geography - Global Forecast to 2025

By: marketsandmarkets.com
Publishing Date: August 2018
Report Code: UC 1863

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The AI in cybersecurity market is estimated to be valued at USD 3.92 Billion in 2017 and is likely to reach USD 34.81 Billion by 2025, at a CAGR of 31.38% during the forecast period. The constantly increasing cybercrimes are forcing organizations to deploy cutting-edge security technologies like AI in their security solutions. SMEs are comparatively more susceptible to cyberattacks than large enterprises due to weaker security infrastructure. Owing to the increase in the deployment of security solutions and services, the AI in cybersecurity market is expected to witness a significant growth in the recent years.

Growing adoption of IoT and increasing number of connected devices

The IoT has brought great convenience in executing complex tasks and has simplified life for millions of people. However, with the increasing number of connected devices, threat of cyberattacks is also growing. IoT devices are prone to cyberattacks as they are not always built considering cybersecurity. Nowadays, cybersecurity solutions are used more for safety purposes than to prevent loss of data. There is also an increase in malicious activities related to mobile devices, driven by hackers trying to monetize these attacks which is expected to drive AI in cybersecurity market.

Increasing use of cloud-based security solutions to provide growth opportunity for AI in cybersecurity solutions.

The demand for cloud-based security solutions is rapidly increasing. The cloud-based platform offers a centralized way to secure the web and mobile applications and networks across organizations, throughout the development, production, and implementation phases. The SaaS-based approach is simpler and more efficient than the on-premises deployment mode as it offers more flexibility and scalability for solution deployments. As more applications are being deployed in cloud, there is a shift from on-premises cybersecurity solutions to cloud-based security solutions across large enterprise and SMEs. Increasing use of cloud-based security solutions will provide growth opportunity for AI in cybersecurity solutions.

Identity and access management expected to be a major application for AI in cybersecurity

Real time analysis has become an increasing problem for identity and access management (IAM) which comprises of authentication, authorization, user management, and central user repository techniques. Machine learning tool can analyze historical access data from an IAM system, such as who accessed an application, when they accessed it. Other data such as what they specifically requested access to, and from which device, can also help to refine these models. AI system can monitor any unusual activity in real time and even detect if a user is trying to access a system he normally wouldn’t.

Utilizing AI to develop new cybersecurity solutions

Intruder detection and prevention is a major application in cybersecurity where AI is expected to have a major impact. AI system can detect even the most subtle deviations from normal, whether they represent a sophisticated external attacker or a trusted insider. Human observers and traditional security tools frequently miss these threats, but AI algorithms identify them at the earliest possible stages, before they can do any damage.

Table of Contents

1 Introduction (Page No. - 16)
    1.1 Objectives of the Study
    1.2 Market Definition
    1.3 Study Scope
           1.3.1 Markets Covered
           1.3.2 Geographic Scope
           1.3.3 Years Considered for This Study
    1.4 Currency
    1.5 Limitations
    1.6 Stakeholders

2 Research Methodology (Page No. - 20)
    2.1 Research Data
           2.1.1 Secondary Data
                    2.1.1.1 Key Data From Secondary Sources
           2.1.2 Primary Data
                    2.1.2.1 Key Data From Primary Sources
                    2.1.2.2 Key Industry Insights
                    2.1.2.3 Breakdown of Primaries
    2.2 Market Size Estimation
           2.2.1 Bottom-Up Approach
           2.2.2 Top-Down Approach
    2.3 Market Breakdown & Data Triangulation
    2.4 Research Assumptions

3 Executive Summary (Page No. - 28)

4 Premium Insights (Page No. - 35)
    4.1 Attractive Market Opportunities in the AI in Cybersecurity Market
    4.2 AI in Cybersecurity Market, By Offering
    4.3 AI in Cybersecurity Market, By Deployment Type
    4.4 AI in Cybersecurity Market, By Security Type
    4.5 AI in Cybersecurity Market, By Technology
    4.6 AI in Cybersecurity Market in North America, By Security Solution and By Country
    4.7 AI in Cybersecurity Market, By End-User Industry
    4.8 AI in Cybersecurity Market, By Country

5 Market Overview (Page No. - 40)
    5.1 Introduction
    5.2 Market Dynamics
           5.2.1 Drivers
                    5.2.1.1 Growing Adoption of IoT and Increasing Number of Connected Devices
                    5.2.1.2 Rising Number of Mobile Malware Attacks
                    5.2.1.3 Strict Directives for Data Privacy
                    5.2.1.4 Wi-Fi Networks Increasingly Vulnerable to Security Threats
                    5.2.1.5 Constantly Increasing Cyber Terrorism
           5.2.2 Restraints
                    5.2.2.1 Inability of AI to Stop Zero-Day and Advanced Threats
                    5.2.2.2 Rapidly Increasing Insider Cyber Threats
           5.2.3 Opportunities
                    5.2.3.1 Growth in the Adoption of Cloud-Based Applications and Services
                    5.2.3.2 Increased Use of Social Media for Business Functions
           5.2.4 Challenges
                    5.2.4.1 Lack of Cybersecurity and AI Professionals
                    5.2.4.2 Limited Security Budgets
    5.3 Regulatory Implications
           5.3.1 Payment Card Industry Data Security Standard (PCI–DSS)
           5.3.2 Health Insurance Portability and Accountability Act (HIPAA)
           5.3.3 Federal Information Security Management Act (FISMA)
           5.3.4 Gramm-Leach-Bliley Act (GLB Act)
           5.3.5 Sarbanes-Oxley Act (SOX)
           5.3.6 The International Organization for Standardization (Iso) Standard 27001
    5.4 Innovation Spotlight
    5.5 Case Studies
           5.5.1 Wannacry Ransomware
           5.5.2 Case Studies: Darktrace
                    5.5.2.1 Financial Services
                    5.5.2.2 Healthcare
                    5.5.2.3 Government

6 Artificial Intelligence in Cybersecurity Market, By Offering (Page No. - 51)
    6.1 Introduction
    6.2 Software
           6.2.1 AI Solutions
           6.2.2 AI Platforms
    6.3 Hardware
           6.3.1 Processors
           6.3.2 Memory
           6.3.3 Network
    6.4 Services
           6.4.1 Deployment & Integration
           6.4.2 Support & Maintenance

7 Artificial Intelligence in Cybersecurity Market, By Deployment Type (Page No. - 61)
    7.1 Introduction
    7.2 Cloud Deployment
    7.3 on Premise Deployment

8 Artificial Intelligence in Cybersecurity Market, By Security Type (Page No. - 65)
    8.1 Introduction
    8.2 Endpoint Security
    8.3 Network Security
    8.4 Application Security
    8.5 Cloud Security

9 Artificial Intelligence in Cybersecurity Market, By Technology (Page No. - 71)
    9.1 Introduction
    9.2 Machine Learning
           9.2.1 Deep Learning
           9.2.2 Supervised Learning
           9.2.3 Unsupervised Learning
           9.2.4 Reinforcement Learning
           9.2.5 Others
    9.3 Natural Language Processing (NLP)
    9.4 Context Awareness Computing

10 Artificial Intelligence in Cybersecurity Market, By Security Solutions (Page No. - 81)
     10.1 Introduction
     10.2 Antivirus/Antimalware
     10.3 Identity and Access Management (IAM)
     10.4 Risk and Compliance Management
     10.5 Intrusion Detection/Prevention Systems
     10.6 Encryption
     10.7 Unified Threat Management (UTM)
     10.8 Data Loss Prevention (DLP)
     10.9 Others

11 Artificial Intelligence in Cybersecurity Market, By End-User Industry (Page No. - 91)
     11.1 Introduction
     11.2 Enterprise
     11.3 BFSI
     11.4 Government & Defense
     11.5 Retail
     11.6 Healthcare
     11.7 Manufacturing
     11.8 Automotive & Transportation
     11.9 Infrastructure
     11.10 Others

12 Artificial Intelligence in Cybersecurity Market, Geographic Analysis (Page No. - 103)
     12.1 Introduction
     12.2 North America
             12.2.1 US
             12.2.2 Canada
             12.2.3 Mexico
     12.3 Europe
             12.3.1 UK
             12.3.2 Germany
             12.3.3 France
             12.3.4 Italy
             12.3.5 Spain
             12.3.6 Rest of Europe (RoE)
     12.4 Asia Pacific
             12.4.1 China
             12.4.2 Japan
             12.4.3 South Korea
             12.4.4 India
             12.4.5 Rest of APAC (RoAPAC)
     12.5 Rest of the World (RoW)
             12.5.1 Middle East and Africa (Mea)
             12.5.2 South America

13 Competitive Landscape (Page No. - 124)
     13.1 Overview
     13.2 Market Ranking Analysis
     13.3 Competitive Scenario
             13.3.1 Product Launches
             13.3.2 Partnerships & Collaborations
             13.3.3 Acquisitions
             13.3.4 Expansions

14 Company Profiles (Page No. - 132)
(Business Overview, Products Offered, SWOT Anlysis, MnM View.)*
     14.1 Nvidia
     14.2 Intel
     14.3 Xilinx
     14.4 Samsung Electronics
     14.5 Micron
     14.6 IBM
     14.7 Cylance
     14.8 Threatmetrix
     14.9 Securonix
     14.10 Amazon
     14.11 Sift Science
     14.12 Acalvio
     14.13 Skycure
     14.14 Darktrace
     14.15 Sparkcognition
     14.16 Antivirus Companies
*Business Overview, Products Offered, SWOT Analysis, MnM View Might Not Be Captured in Case of Unlisted Companies.
     14.17 Key Innovators
             14.17.1 High-Tech Bridge
             14.17.2 Deep Instinct
             14.17.3 Sentinelone
             14.17.4 Feedzai
             14.17.5 Vectra Networks
             14.17.6 Zimperium
             14.17.7 Fortscale
             14.17.8 Argus Cyber Security
             14.17.9 Nozomi Networks
             14.17.10 Indegy
             14.17.11 Bitsight Technologies

15 Appendix (Page No. - 175)
     15.1 Insights From Industry Experts
     15.2 Discussion Guide
     15.3 Knowledge Store: Marketsandmarkets’ Subscription Portal
     15.4 Introducing RT: Real-Time Market Intelligence
     15.5 Available Customization
     15.6 Related Reports
     15.7 Author Details


List of Tables (64 Tables)

Table 1 Ransomware Statistics, 2014–2016
Table 2 Innovation Spotlight: Latest Cybersecurity Innovations
Table 3 AI in Cybersecurity Market, By Offering, 2015–2025 (USD Million)
Table 4 AI in Cybersecurity Market for Software, By AI Platform, 2015–2025 (USD Million)
Table 5 AI in Cybersecurity Market for Software, By Region, 2015–2025 (USD Million)
Table 6 AI in Cybersecurity Market, By Software, 2015–2025 (USD Million)
Table 7 AI in Cybersecurity Market for Hardware, By Processor, 2015–2025 (USD Million)
Table 8 AI in Cybersecurity Market for Hardware, By Region, 2015–2025 (USD Million)
Table 9 AI in Cybersecurity Market, By Hardware, 2015–2025 (USD Million)
Table 10 AI in Cybersecurity Market for Services, By Region, 2015–2025 (USD Million)
Table 11 AI in Cybersecurity Market, By Service, 2015–2025 (USD Million)
Table 12 AI in Cybersecurity Market, By Deployment Type, 2015–2025 (USD Million)
Table 13 AI in Cybersecurity Market for Cloud Deployment Type, By Region, 2015–2025 (USD Million)
Table 14 AI in Cybersecurity Market for On-Premise Deployment, By Region, 2015–2025 (USD Million)
Table 15 AI in Cybersecurity Market, By Security Type, 2015–2025 (USD Million)
Table 16 Market for Endpoint Security, By Region, 2015–2025 (USD Million)
Table 17 Market for Network Security, By Region, 2015–2025 (USD Million)
Table 18 Market for Application Security, By Region, 2015–2025 (USD Million)
Table 19 Market for Cloud Security, By Region, 2015–2025 (USD Million)
Table 20 AI in Cybersecurity Market, By Technology, 2015–2025 (USD Million)
Table 21 AI in Cybersecurity Market for Machine Learning, By Region, 2015–2025 (USD Million)
Table 22 AI in Cybersecurity Market for Machine Learning, By Type, 2015–2025 (USD Million)
Table 23 AI in Cybersecurity Market for NLP, By Type, 2015–2025 (USD Million)
Table 24 AI in Cybersecurity Market for NLP, By Region, 2015–2025 (USD Million)
Table 25 AI in Cybersecurity Market for Context Awareness Computing, By Type, 2015–2025 (USD Million)
Table 26 AI in Cybersecurity Market for Context Awareness Computing, By Region, 2015–2025 (USD Million)
Table 27 AI in Cybersecurity Market, By Security Solution, 2015–2025 (USD Million)
Table 28 AI in Cybersecurity Market for Antivirus/Antimalware, By Region, 2015–2025 (USD Million)
Table 29 AI in Cybersecurity Market for Identity and Access Management, By Region, 2015–2025 (USD Million)
Table 30 AI in Cybersecurity Market for Risk and Compliance Management, By Region, 2015–2025 (USD Million)
Table 31 AI in Cybersecurity Market for Intrusion Detection/Prevention Systems, By Region, 2015–2025 (USD Million)
Table 32 AI in Cybersecurity Market for Encryption, By Region, 2015–2025 (USD Million)
Table 33 AI in Cybersecurity Market for Unified Threat Management, By Region, 2015–2025 (USD Million)
Table 34 AI in Cybersecurity Market for Data Loss Prevention, By Region, 2015–2025 (USD Million)
Table 35 AI in Cybersecurity Market for Other Security Solutions, By Region, 2015–2025 (USD Million)
Table 36 AI in Cybersecurity Market, By End-User Industry, 2015–2025 (USD Million)
Table 37 AI in Cybersecurity Market for Enterprise, By Region, 2015–2025 (USD Million)
Table 38 AI in Cybersecurity Market for BFSI, By Region, 2015–2025 (USD Million)
Table 39 AI in Cybersecurity Market for Government & Defense, By Region, 2015–2025 (USD Million)
Table 40 AI in Cybersecurity Market for Retail, By Region, 2015–2025 (USD Million)
Table 41 AI in Cybersecurity Market for Healthcare, By Region, 2015–2025 (USD Million)
Table 42 AI in Cybersecurity Market for Manufacturing, By Region, 2015–2025 (USD Million)
Table 43 AI in Cybersecurity Market for Automotive & Transportation, By Region, 2015–2025 (USD Million)
Table 44 AI in Cybersecurity Market for Infrastructure, By Region, 2015–2025 (USD Million)
Table 45 AI in Cybersecurity Market for Others, By Region, 2015–2025 (USD Million)
Table 46 AI in Cybersecurity Market, By Region, 2015–2025 (USD Million)
Table 47 AI in Cybersecurity Market in North America, By Country, 2015–2025 (USD Million)
Table 48 AI in Cybersecurity Market in North America, By Security Type, 2015–2025 (USD Million)
Table 49 AI in Cybersecurity Market in North America, By Security Solution, 2015–2025 (USD Million)
Table 50 AI in Cybersecurity Market in North America, By Deployment Type, 2015–2025 (USD Million)
Table 51 AI in Cybersecurity Market in Europe, By Country/Region, 2015–2025 (USD Million)
Table 52 AI in Cybersecurity Market in Europe, By Security Type, 2015–2025 (USD Million)
Table 53 AI in Cybersecurity Market in Europe, By Security Solution, 2015–2025 (USD Million)
Table 54 AI in Cybersecurity Market in Europe, By Deployment Type, 2015–2025 (USD Million)
Table 55 AI in Cybersecurity Market in APAC, By Country/Region, 2015–2025 (USD Million))
Table 56 AI in Cybersecurity Market in APAC, By Security Type, 2015–2025 (USD Million)
Table 57 AI in Cybersecurity Market in APAC, By Security Solution, 2015–2025 (USD Million)
Table 58 AI in Cybersecurity Market in APAC, By Deployment Type, 2015–2025 (USD Million)
Table 59 AI in Cybersecurity Market in RoW, By Region, 2015–2025 (USD Million))
Table 60 AI in Cybersecurity Market in RoW, By Security Type, 2015–2025 (USD Million)
Table 61 AI in Cybersecurity Market in RoW, By Security Solution, 2015–2025 (USD Million)
Table 62 AI in Cybersecurity Market in RoW, By Deployment Type, 2015–2025 (USD Million)
Table 63 Top 5 Players in AI in Cybersecurity Market for Hardware, 2016
Table 64 Top 5 Players in AI in Cybersecurity Market for Solutions, 2016


List of Figures (55 Figures)

Figure 1 Research Design
Figure 2 Process Flow of Market Size Estimation
Figure 3 Bottom-Up Approach
Figure 4 Top-Down Approach
Figure 5 Market Breakdown and Data Triangulation
Figure 6 AI in Cybersecurity Market, By Offering, 2017–2025
Figure 7 AI in Cybersecurity Market, By Deployment Type, 2017–2025
Figure 8 AI in Cybersecurity Market, By Security Type, 2017–2025
Figure 9 AI in Cybersecurity Market, By Technology, 2017 vs 2025
Figure 10 AI in Cybersecurity Market, By Security Solution, 2017–2025
Figure 11 AI in Cybersecurity Market, By End-User Industry, 2017–2025
Figure 12 AI in Cybersecurity Market, By Region, 2017-2025
Figure 13 Increasing Cyber Attacks is A Major Driver for the AI in Cybersecurity Market
Figure 14 Software to Hold the Largest Size of the AI in Cybersecurity Market Between 2017 and 2025
Figure 15 Market for Cloud Deployment to Have the Largest Share During the Forecast Period
Figure 16 Market for Application Security to Grow at the Highest Rate During the Forecast Period
Figure 17 Market for Machine Learning Technology to Grow at the Highest Rate During the Forecast Period
Figure 18 Antivirus/Antimalware to Hold the Largest Share of the AI in Cybersecurity Market in North America in 2017
Figure 19 Market for Enterprise Industry to Hold the Largest Share During the Forecast Period
Figure 20 China Expected to Grow at the Fastest Rate in the AI in Cybersecurity Market During the Forecast Period
Figure 21 Drivers, Restraints, Opportunities, & Challenges in AI in Cybersecurity Market
Figure 22 Number of Overall Mobile Malware Detections, 2014–2016
Figure 23 Top Sectors Filtered for Incidents, Caused By Hacking and Insider Theft
Figure 24 Shortage of Security Professionals Results in Infrastructure Damages
Figure 25 Software to Hold the Largest Size of the AI in Cybersecurity Market in 2017
Figure 26 Machine Learning Frameworks to Hold A Larger Size of the AI in Cybersecurity Market for Software, By AI Platform, in 2017
Figure 27 Processors to Hold the Largest Size of the AI in Cybersecurity Market for Hardware in 2017
Figure 28 North America to Hold the Largest Size of the AI in Cybersecurity Market for Services in 2017
Figure 29 Market for Cloud-Based Deployment to Grow at A Higher CAGR During the Forecast Period
Figure 30 Endpoint Security to Hold the Largest Size of the AI in Cybersecurity Market in 2017
Figure 31 Machine Learning to Hold the Largest Share of the AI in Cybersecurity Market in 2017
Figure 32 Supervised Learning to Hold the Largest Size of the AI in Cybersecurity Market for Machine Learning Technology in 2017
Figure 33 Text Analytics to Hold A Larger Size of the AI in Cybersecurity Market for NLP in 2017
Figure 34 Device Context to Hold A Larger Size of the AI in Cybersecurity Market for Context Awareness Computing in 2017
Figure 35 Antivirus/ Antimalware to Hold the Largest Size of the AI in Cybersecurity Market in 2017
Figure 36 AI in Cybersecurity Market for Risk and Compliance Management in APAC to Grow at the Highest CAGR During the Forecast Period
Figure 37 North America to Hold the Largest Size of the AI in Cybersecurity Market for Unified Threat Management in 2017
Figure 38 Enterprise Industry to Hold the Largest Size of the AI in Cybersecurity Market in 2017
Figure 39 AI in Cybersecurity Market for Government & Defense Industry in APAC to Grow at the Highest CAGR During the Forecast Period
Figure 40 North America to Hold the Largest Size of the AI in Cybersecurity Market for Healthcare Industry in 2017
Figure 41 North America to Hold the Largest Size of the AI in Cybersecurity Market in 2017 and 2025
Figure 42 North America:AI in Cybersecurity Market Snapshot
Figure 43 US to Hold the Largest Size of the AI in Cybersecurity Market in North America in 2017
Figure 44 Europe:AI in Cybersecurity Market Snapshot
Figure 45 UK to Hold the Largest Size of the AI in Cybersecurity Market in Europe in 2017
Figure 46 APAC:AI in Cybersecurity Market Snapshot
Figure 47 China to Hold the Largest Size of the AI in Cybersecurity Market in APAC in 2017
Figure 48 Middle East & Africa to Hold A Larger Size of the AI in Cybersecurity Market in RoW in 2017
Figure 49 Companies Adopted Product Launches as the Key Growth Strategy in the Past Three Years (2015–2017)
Figure 50 Nvidia: Company Snapshot
Figure 51 Intel: Company Snapshot
Figure 52 Xilinx: Company Snapshot
Figure 53 Samsung Electronics: Company Snapshot
Figure 54 Micron: Company Snapshot
Figure 55 IBM: Company Snapshot

According to MarketsandMarkets, the AI in cybersecurity market is expected to be valued at USD 3.92 Billion in 2017 and is likely to reach USD 34.81 Billion by 2025, at a CAGR of 31.38% between 2017 and 2025. High usage of the Internet and the constant need for employees to be online are contributing to the increasing incidents of cyberattacks as more number of computing devices are being connected to the Internet of Things.

The AI in cybersecurity market, in this report, has been segmented on the basis of offering, deployment type, security type, security solution, technology, end-user industry, and geography. Among all offerings, software holds the largest share of the overall AI in cybersecurity market owing to the developments in AI software and related software development kits.

Among the two deployment types, the market for cloud deployment is expected to grow at a higher rate between 2017 and 2025 as several businesses have already moved part of their operations to the cloud, which has led cybersecurity vendors to develop cloud-based solutions as the data to be protected is on the cloud.

The AI in cybersecurity market has been segmented on the basis of security type into endpoint security, network security, application security, and cloud security. The market for application security is likely to grow at the highest rate between 2017 and 2025 as several organizations have started using a large number of applications for their business operations that are needed to be secured from threats and vulnerabilities.

Among all security solutions, antivirus holds a major share of the AI in cybersecurity market due to rising number of sophisticated threats and the rapid adoption of cloud-based services, along with the user-friendly approach of antivirus/antimalware solutions.

Based on technology, the market has been segmented into machine learning, natural language processing, and context awareness. Machine learning’s ability to collect and handle big data, along with its increased ability to perform previously impossible calculations, is fueling the growth of the market for machine learning.

Among all the end-user industries, the enterprise industry holds the largest share of the Ai in cybersecurity market. The increased integration of IT into daily activities of industries, governments, families, and consumers, along with the rising sophistication levels of cyberattacks, have forced the enterprise industry to focus more on cybersecurity and to adopt AI in its security solutions.

Artificial Intelligence in Cybersecurity Market

The AI in cybersecurity market in APAC is expected to grow at a high rate between 2017 and 2025. SMEs and large enterprises in this region are rapidly adopting cybersecurity solutions to ensure cybersecurity of their networks, web, and mobile applications. High adoption of advanced technologies, such as IoT, big data analytics, and cloud computing, and rising concerns about data security in the region are expected to drive the growth of the AI in cybersecurity market in APAC.

The inability of AI to stop zero-day and advanced threats, and limited security budgets of companies are the two major factors restraining the growth of the AI in cybersecurity market. The companies covered in the report on the AI in cybersecurity market are NVIDIA (US), Intel (US), IBM (US), Micron (US), Samsung (South Korea), Xilinx (US), Amazon (US), Cylance (US), Securonix (US), ThreatMetrix (US), Sift Science (US), Acalvio (US), Skycure (US), Darktrace (UK), and SparkCognition (US). Some of the major companies that provide antivirus are McAffee (US), Kaspersky (Russia), Bitdefender (Romania), and ESET (Slovakia). A few key innovators included in the report are High-Tech Bridge (Switzerland), Deep Instinct (Israel), SentinelOne (US), Feedzai (US), Vectra Networks (US), Zimperium (US), Fortscale (US), Argus Cyber Security (Israel), Nozomi Networks (US), Indegy (US), and BitSight Technologies (US).

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