AI, Digital Twins, and Human and Machine Trust/Threat Detection in Cybersecurity 2021 - 2026

Table of Contents

1.0 Executive Summary

2.0 Overview
2.1 Current State of Cybersecurity
2.2 Cybersecurity Incident Review
2.3 Cyber Threat Patterns
2.4 Rise of Cybercrime
2.5 Cybersecurity Landscape
2.6 BYOD to Invite More Threats
2.7 Increasing Trend of Ransomware
2.8 Cyberwarfare and Cyberterrorism
2.9 Darknet and Cybersecurity
2.10 Cybersecurity in IoT Domain
2.11 Industrial Cybersecurity and Industrial IoT
2.12 Big Data and Machine Learning in Cybersecurity
2.13 Blockchain in Cybersecurity
2.14 Cybersecurity Regulatory Framework

3.0 Cybersecurity Technology and Market Impact Analysis
3.1 Cybersecurity Technology and Solutions
3.1.1 Prognostic Solutions
3.1.2 Receptive Solutions
3.1.3 Inspective Solutions
3.1.4 Supervision Solutions
3.1.5 Analytical solution
3.1.6 Protective solution
3.2 Enterprise Cybersecurity Infrastructure
3.2.1 External vs. Internal Threats
3.2.2 Threat Intelligence and Information Sharing
3.2.3 Geopolitical Threats
3.2.4 Operational Excellence
3.2.5 Cybersecurity as Competitive Advantage
3.3 Cybersecurity Investment Trends
3.3.1 Consumer Cybersecurity
3.3.2 Training and Professional Services
3.4 Cybersecurity Impact by Region
3.5 Cyber Threats by Industry
3.6 Data Breach Financial Impact
3.7 Cybersecurity Service Model
3.8 Cybersecurity Impact on Job Market

4.0 Company and Solution Analysis
4.1 SecureWorks Inc.
4.2 RSA Security LLC
4.3 Cisco Systems Inc.
4.4 FireEye inc
4.5 Hewlett Packard Enterprise
4.6 IBM Corporation
4.7 McAfee
4.8 Kaspersky Lab
4.9 Lockheed Martin
4.10 Rapid7, Inc.
4.11 Sophos Ltd.
4.12 Symantec Corporation
4.13 DXC Technology
4.14 Trend Micro, Inc.
4.15 Schneider Electric
4.16 Verizon Communications Inc.
4.17 Northrop Grumman Corporation
4.18 Palo Alto Networks Inc.
4.19 Check Point Software Technologies Ltd.
4.20 Fortinet Inc.
4.21 BAE Systems Inc.
4.22 Barracuda Networks Inc.
4.23 BlackMesh Inc.
4.24 Booz Allen Hamilton Inc.
4.25 Cassidian Cybersecurity
4.26 Centrify Corporation
4.27 LogRhythm Inc.
4.28 Pradeo Security Systems
4.29 Thales Group
4.30 Juniper Networks
4.31 Accenture PLC
4.32 Fortscale Security Ltd.
4.33 PricewaterhouseCoopers (PwC)
4.34 Bayshore Networks
4.35 Bomgar
4.36 root9B
4.37 Akamai
4.38 Amazon (Amazon Web Services)
4.39 AT&T
4.40 Axway Software
4.41 BlackBerry (Cylance)
4.42 BT
4.43 Carbon Black
4.44 Clearwater Compliance
4.45 Cloudflare
4.46 CrowdStrike
4.47 CyberArk
4.48 Darktrace
4.49 Dell EMC
4.50 DFLabs
4.51 Digital Defense
4.52 DotOrigin
4.53 EY
4.54 F5 Networks
4.55 Forcepoint
4.56 ForeScout
4.57 HelpSystems
4.58 Herjavec Group
4.59 Idaptive
4.60 Imperva
4.61 KnowBe4
4.62 KPMG
4.63 Microsoft
4.64 Mimecast
4.65 Okta
4.66 OneLogin
4.67 Proofpoint
4.68 Radware
4.69 Raytheon
4.70 Sera-Brynn
4.71 Splunk
4.72 Tanium
4.73 Thycotic
4.74 Vasco Data Security

5.0 Global Cybersecurity Market Analysis and Forecasts
5.1 Global Cybersecurity Market by Category 2021 - 2026
5.1.1 Global Computer Security Market 2021 - 2026
5.1.2 Global Network Security Market 2021 - 2026
5.1.3 Global Data Security Market 2021 - 2026
5.1.3.1 Global Market for Data Security by Data Ownership
5.1.3.2 Global Market for Data Security by Type of Data
5.2 Global Cybersecurity Market by Solution Type 2021 - 2026
5.2.1 Global Cybersecurity Market by Service 2021 - 2026
5.2.2 Global Cybersecurity Market by Software Solution 2021 - 2026
5.3 Global Market for Cybersecurity by Industry Vertical
5.4 Cybersecurity Market by Region 2021 - 2026

6.0 Cybersecurity Market by Major Segment 2021 - 2026
6.1 Consumer Cybersecurity Market 2021 - 2026
6.1.1 Consumer Cybersecurity Market by Region 2021 - 2026
6.1.2 Global Consumer Cybersecurity Market by Software Solution 2021 - 2026
6.2 Enterprise Cybersecurity Market 2021 - 2026
6.2.1 Enterprise Cybersecurity by Region 2021 - 2026
6.2.1 Global Enterprise Cybersecurity Market by Software Solution 2021 - 2026
6.3 Industrial Cybersecurity Market 2021 - 2026
6.3.1 Industrial Cybersecurity by Region 2021 - 2026
6.3.2 Global Industrial Cybersecurity Market by Software Solution 2021 - 2026
6.4 Government Cybersecurity Market 2021 - 2026
6.4.1 Global Government Cybersecurity by Region 2021 - 2026
6.4.2 Global Industrial Cybersecurity Market by Software Solution 2021 - 2026

7.0 Global IoT Cybersecurity Market 2021 - 2026
7.1 Global IoT Cybersecurity Market 2021 - 2026
7.1.1 Global IoT Cybersecurity Market by Software Solution 2021 - 2026

8.0 Global Cloud Computing Cybersecurity Market 2021 - 2026
8.1 Global Cloud Computing Cybersecurity Market 2021 - 2026
8.1.1 Global Cloud Computing Cybersecurity Market by Software Solution 2021 - 2026

9.0 Global AI in Cybersecurity Market 2021 - 2026
9.1 AI Cybersecurity in Data, Identity, Metadata, Workloads and IoT 2021 - 2026

10.0 Conclusions and Recommendations

11.0 Appendix: Human and Machine Trust/Threat Detection and Damage Mitigation

Figure 1: Monthly Cyber-attack Trend Comparison
Figure 2: Cyber-attack Motivations Comparison
Figure 3: Top Ten Cyberattack Techniques Comparison
Figure 4: Cyberattack Exploit Pack Percentage by Application
Figure 5: Cybersecurity Landscape
Figure 6: Cybersecurity Domain
Figure 7: Cybersecurity PRISAP Solution Model
Figure 8: Top Ten Malicious Affected Countries
Figure 9: Top Ten Distribution of Targets for Cyber-attack
Figure 10: Top Ten Industries for Cyber-attack
Figure 11: Top Ten Organization Type for Cyber-attack
Figure 12: SecureWorks Counter Threat Platform and Vendor Neutral Approach
Figure 13: HPE Security Solution to Protect Extended Enterprise
Figure 14: Palo Alto Networks Next-Gen Security Platform
Figure 15: Global Market for Cybersecurity 2021 - 2026
Figure 16: Global Market for Cybersecurity by Category 2021 - 2026
Figure 17: Global Market for Computer Security by Sub-Category 2021 - 2026
Figure 18: Global Market for Network Security by Sub-Category 2021 - 2026
Figure 19: Global Market for Data Security by Data Ownership 2021 - 2026
Figure 20: Global Market for Data Security by Data Type 2021 - 2026
Figure 21: Global Market for Data Security by Solution Type 2021 - 2026
Figure 22: Global Market for Data Security by Service Type 2021 - 2026
Figure 23: Global Market for Data Security by Software Solutions 2021 - 2026
Figure 24: Global Market for Data Security by Industry 2021 - 2026
Figure 25: Cybersecurity Markets by Region 2021 - 2026
Figure 26: Cybersecurity Markets by Customer Category 2021 - 2026
Figure 27: Global Market for Consumer Cybersecurity 2021 - 2026
Figure 28: Market for Consumer Cybersecurity by Region 2021 - 2026
Figure 29: Global Market for Enterprise Cybersecurity 2021 - 2026
Figure 30: Market for Enterprise Cybersecurity by Region 2021 - 2026
Figure 31: Global Market for Industrial Cybersecurity 2021 - 2026
Figure 32: Market for Industrial Cybersecurity by Region 2021 - 2026
Figure 33: Global Market for Government Cybersecurity 2021 - 2026
Figure 34: Market for Government Cybersecurity by Region 2021 - 2026
Figure 35: Global Market for Cybersecurity in IoT 2021 - 2026
Figure 36: Global Market for Cybersecurity in Cloud 2021 - 2026

Table 1: Top Twenty Cyberattack Programs
Table 2: Top Ten Trojan-Ransomware
Table 3: Top Ten Trojan-Ransomware Affected Countries
Table 4: Top Ten Attacks by Country
Table 5: Top Twenty Countries Affected by Online Infection
Table 6: High vs. Medium vs. Low Risk Online Infected Countries
Table 7: Top Twenty Counties Affected by Local Infection
Table 8: High vs. Medium vs. Low Risk Online Infected Countries
Table 9: Top Ten Safe Counties from Local Infection
Table 10: Top Ten Countries in Banking Sector Affected by Cyber-attack
Table 11: Top Ten Malware Families in Banking Sector
Table 12: Global Market for Cybersecurity 2021 - 2026
Table 13: Global Market for Cybersecurity by Category 2021 - 2026
Table 14: Global Market for Computer Security by Sub-Category 2021 - 2026
Table 15: Global Market for Network Security by Sub-Category 2021 - 2026
Table 16: Global Market for Data Security by Data Ownership 2021 - 2026
Table 17: Global Market for Data Security by Data Type 2021 - 2026
Table 18: Global Market for Cybersecurity by Solution Type 2021 - 2026
Table 19: Global Market for Cybersecurity by Services Type 2021 - 2026
Table 20: Global Market for Cybersecurity by Software Solution 2021 - 2026
Table 21: Global Market for Cybersecurity by Industry 2021 - 2026
Table 22: Cybersecurity Markets by Region 2021 - 2026
Table 23: Cybersecurity Markets by Customer Category 2021 - 2026
Table 24: Global Market for Consumer Cybersecurity 2021 - 2026
Table 25: Market for Consumer Cybersecurity by Region 2021 - 2026
Table 26: Global Market for Software Solutions for Consumer Cybersecurity 2021 - 2026
Table 27: Global Market for Enterprise Cybersecurity 2021 - 2026
Table 28: Market for Enterprise Cybersecurity by Region 2021 - 2026
Table 29: Global Market for Software Solutions for Enterprise Cybersecurity 2021 - 2026
Table 30: Global Market for Industrial Cybersecurity
Table 31: Market for Industrial Cybersecurity by Region 2021 - 2026
Table 32: Global Market for Software Solutions for Industrial Cybersecurity 2021 - 2026
Table 33: Global Market for Government Cybersecurity 2021 - 2026
Table 34: Market for Government Cybersecurity by Region 2021 - 2026
Table 35: Global Market for Software Solutions for Government Cybersecurity 2021 - 2026
Table 36: Global Market for Cybersecurity in IoT 2021 - 2026
Table 37: Global Market for Software Solutions for Cybersecurity in IoT 2021 - 2026
Table 38: Global Market for Cybersecurity in Cloud 2021 - 2026
Table 39: Global Market for Software Solutions for Cybersecurity in Cloud 2021 - 2026
Table 40: Global Market for Artificial Intelligence in Cybersecurity 2021 - 2026

1 Executive Summary

2 Introduction
2.1 Artificial Intelligence Overview
2.1.1 Intelligent Software Agent
2.1.2 Problem Solving
2.2.4 Practical Approaches to AI
2.2 Machine Learning
2.2.1 Supervised Learning
2.2.2 Unsupervised Learning
2.2.3 Semi-Supervised Learning
2.2.4 Reinforcement Learning
2.3 Deep Learning
2.3.1 Artificial Neural Networks
2.3.2 Artificial Neural Network Deployment
2.4 Cognitive Computing
2.5 AI Algorithms in Applications
2.5.1 Natural Language Processing
2.5.2 Machine Perception
2.5.3 Data Mining
2.5.4 Motion and Manipulation
2.6 Limitations and Challenges for AI Expansion
2.7 AI in Information and Communications Technology Industry
2.7.1 AI Market Drivers in ICT
2.7.2 Key AI Opportunities in ICT
2.7.2.1 Artificial Intelligence and Big Data
2.7.2.2 Artificial Intelligence in Chatbots and Virtual Private Assistants
2.7.2.3 Artificial Intelligence in Chipsets and Microelectronics
2.7.2.4 Artificial Intelligence and Cybersecurity
2.7.2.5 Artificial Intelligence and Internet of Things
2.7.2.6 Artificial Intelligence in Network Management and Optimization
2.7.2.7 Artificial Intelligence in Smart Machines and Robotics

3 AI Intellectual Property Leadership by Country and Company
3.1 Global AI Patents
3.2 AI Patents by Leading Countries
3.3 Global Machine Learning Patents
3.4 Machine Learning Patents by Leading Countries
3.5 Machine Learning Patents by Leading Companies
3.6 Global Deep Learning Patents
3.7 Deep Learning Patents by Leading Countries
3.8 Global Cognitive Computing Patents
3.9 Cognitive Computing Patents by Leading Countries
3.10 AI and Cognitive Computing Innovation Leadership

4 AI in ICT Market Analysis and Forecasts 2021-2026
4.1 Global Markets for AI 2021-2026
4.2 Global Market for AI by Segment 2021-2026
4.3 Regional Markets for AI 2021-2026
4.4 AI Market by Key Application Area 2021-2026
4.4.1 AI Markets for Predictive Analysis and Forecasting 2021-2026
4.4.2 AI Market for Marketing and Business Decision Making 2021-2026
4.4.3 AI Market for Fraud Detection and Classification 2021-2026
4.4.4 AI Market for Workplace Automation 2021-2026

5 AI in Select Industry Verticals
5.1 Market for AI by Key Industry Verticals 2021-2026
5.1.1 AI Market for Internet-related Services and Products 2021-2026
5.1.2 AI Market for Telecommunications 2021-2026
5.1.3 AI Market for Medical and Bioinformatics 2021-2026
5.1.4 AI Market for Financial Services 2021-2026
5.1.5 AI Market for Manufacturing and Heavy Industries 2021-2026
5.2 AI in other Industry Verticals

6 AI in Major Market Segments
6.1 AI Market by Product Segment 2021-2026
6.2 Market for Embedded AI within other Technologies 2021-2026
6.2.1 AI Algorithms in Data Mining 2021-2026
6.2.2 AI in Machine Perception Technology 2021-2026
6.2.3 Market for AI Algorithms in Pattern Recognition Technology 2021-2026
6.2.4 Market for AI Algorithm in Intelligent Decision Support Systems Technology 2021-2026
6.2.5 Market for AI Algorithms in Natural Language Processing Technology 2021-2026

7 Important Corporate AI M&A
7.1 Apple Inc.
7.2 Facebook
7.3 Google
7.4 IBM
7.5 Microsoft

8 AI in ICT Use Cases
8.1 Verizon Uses AI and Machine Learning To Improve Performance
8.2 Deutsche Telekom Uses AI
8.3 H2O.ai Use-cases in Telecommunications powered by AI
8.4 KDDI R&D Laboratories Inc., AI-assisted Automated Network Operation System
8.5 Telefonica AI Use Cases
8.6 Brighterion AI, Worldpay Use cases

9 AI in ICT Vendor Analysis
9.1 IBM Corporation
9.1.1 Company Overview
9.1.2 Recent Developments
9.2 Intel Corporation
9.2.1 Company Overview
9.2.2 Recent Developments
9.3 Microsoft Corporation
9.3.1 Company Overview
9.3.2 Recent Developments
9.4 Google Inc.
9.4.1 Company Overview
9.4.2 Recent Developments
9.5 Baidu Inc.
9.5.1 Company Overview
9.5.2 Recent Developments
9.6 H2O.ai
9.6.1 Company Overview
9.6.2 Recent Developments
9.7 Hewlett Packard Enterprise
9.7.1 Company Overview
9.7.2 Recent Developments
9.8 Apple Inc.
9.8.1 Company Overview
9.8.2 Recent Developments
9.9 General Electric
9.9.1 Company Overview
9.9.2 Recent Developments
9.10 LG Electronics
9.10.1 Company Overview
9.10.2 Recent Developments
9.11 Digital Reasoning Systems Inc.
9.11.1 Company Overview
9.11.2 Recent Developments
9.12 SparkCognition Inc.
9.12.1 Company Overview
9.12.2 Recent Developments
9.13 Nuance Communications Inc.
9.13.1 Company Overview
9.13.2 Recent Developments
9.14 InteliWISE
9.14.1 Company Overview
9.14.2 Recent Developments
9.15 Facebook Inc.
9.15.1 Company Overview
9.15.2 Recent Developments
9.16 Salesforce
9.16.1 Company Overview
9.16.2 Recent Developments
9.17 Amazon Inc.
9.17.1 Company Overview
9.18 SK Telecom
9.18.1 Company Overview
9.18.2 Recent Developments
9.19 motion.ai
9.19.1 Company Overview
9.20 PointGrab Ltd.
9.20.1 Company Overview
9.20.2 Recent Developments
9.21 Tellmeplus
9.21.1 Company Overview
9.22 SAS Institute Inc.
9.22.1 Company Overview
9.22.2 Recent Developments
9.23 AIBrian Inc.
9.23.1 Company Overview
9.23.2 Recent Developments
9.24 Brighterion Inc.
9.24.1 Company Overview
9.24.2 Recent Developments
9.25 General Vision Inc.
9.25.1 Company Overview
9.25.2 Recent Developments
9.26 Sentient Technologies Holdings Limited
9.26.1 Company Overview
9.26.2 Recent Developments
9.27 CloudMinds
9.27.1 Company Overview
9.27.2 Recent Developments
9.28 Tend.ai
9.28.1 Company Overview
9.28.2 Recent Developments
9.29 TensorFlow
9.29.1 Company Overview
9.29.2 Recent Developments
9.30 Infosys Nia
9.30.1 Company Overview
9.30.2 Recent Developments
9.31 Wipro HOLMES
9.31.1 Company Overview
9.31.2 Recent Developments
9.32 Premonition
9.32.1 Company Overview
9.32.2 Recent Developments
9.33 Rainbird
9.33.1 Company Overview
9.33.2 Recent Developments
9.34 Ayasdi
9.34.1 Company Overview
9.34.2 Recent Developments
9.35 MindMeld
9.35.1 Company Overview
9.35.2 Recent Developments
9.36 Vital AI
9.36.1 Company Overview
9.36.2 Recent Developments
9.37 KAI
9.37.1 Company Overview
9.37.2 Recent Developments
9.38 Receptiviti
9.38.1 Company Overview
9.38.2 Recent Developments
9.39 Meya
9.39.1 Company Overview
9.39.2 Recent Developments
9.40 DigitalGenius
9.40.1 Company Overview
9.40.2 Recent Developments
9.41 GoodAI
9.41.1 Company Overview
9.41.2 Recent Developments
9.42 Vicarious
9.42.1 Company Overview
9.43 Agent.ai
9.43.1 Company Overview
9.44 X.ai
9.44.1 Company Overview
9.44.2 Recent Developments
9.45 Zebra Medical Vision Inc.
9.45.1 Company Overview
9.45.2 Recent Developments
9.46 Fair Isaac Corporation
9.46.1 Company Overview
9.46.2 Recent Developments
9.47 Bigml Inc.
9.47.1 Company Overview
9.47.2 Recent Developments
9.48 AT&T Speech API
9.48.1 Company Overview
9.48.2 Recent Developments
9.49 Wit.ai
9.49.1 Company Overview
9.49.2 Recent Developments
9.50 Diffbot
9.50.1 Company Overview
9.50.2 Recent Developments

10 Summary and Recommendations

11 Appendix: Key AI in ICT Patents

Figure 1: Overall Artificial Intelligence Functionality
Figure 2: Machine Learning vs. Deep Learning
Figure 3: Artificial Intelligence support of IoT Security
Figure 4: Personal AI Watcher Function
Figure 5: Personal AI Watcher Function Integration with Connected Vehicles
Figure 6: AI-Driven Networking
Figure 7: AI Patents
Figure 8: AI Patents by Country
Figure 9: Machine Learning Patents
Figure 10: Machine Learning Patents by Country
Figure 11: Machine Learning Patents by Owner
Figure 12: Deep Learning Patents
Figure 13: Deep Learning Patents by Country
Figure 14: Cognitive Computing Patents
Figure 15: Cognitive Computing Patents by Country
Figure 16: Artificial Intelligence Market 2021-2026
Figure 17: Artificial Intelligence by Sub-category 2021-2026
Figure 18: Artificial Intelligence in Regional Markets 2021-2026
Figure 19: Artificial Intelligence Market by Application 2021-2026
Figure 20: Artificial Intelligence Market for Predictive Analysis and Forecasting 2021-2026
Figure 21: AI Market for Marketing and Business Decision Making 2021-2026
Figure 22: AI Market for Fraud Detection and Classification 2021-2026
Figure 23: Artificial Intelligence Market for Workplace Automation 2021-2026
Figure 24: Artificial Intelligence Market by Industry Verticals 2021-2026
Figure 25: AI Market for Internet Services and Products 2021-2026
Figure 26: Artificial Intelligence Market for Telecommunications 2021-2026
Figure 27: Artificial Intelligence Market for Medical and Bioinformatics 2021-2026
Figure 28: Artificial Intelligence Market for Financial Services 2021-2026
Figure 29: AI Market for Manufacturing and Heavy Industries 2021-2026
Figure 30: AI Market by Product Segment 2021-2026
Figure 31: Markets for Artificial Intelligence by Segment 2021-2026
Figure 32: Market for AI Algorithms in Data Mining 2021-2026
Figure 33: Market for AI Algorithms in Machine Perception Technology 2021-2026
Figure 34: Market for AI Algorithms in Pattern Recognition Technology 2021-2026
Figure 35: Market for AI Algorithms in Intelligent Decision Support Systems Technology 2021-2026
Figure 36: Market for AI Algorithms in Natural Language Processing Technology 2021-2026

Table 1: Artificial Intelligence Market 2021-2026
Table 2: Artificial Intelligence by Machine Learning and Cognitive Computing 2021-2026
Table 3: Regional Markets for Artificial Intelligence 2021-2026
Table 4: Artificial Intelligence Market by Application Area 2021-2026
Table 5: Artificial Intelligence Market for Predictive Analysis and Forecasting 2021-2026
Table 6: AI Markets for Marketing and Business Decision Making 2021-2026
Table 7: Artificial Intelligence Market for Fraud Detection and Classification 2021-2026
Table 8: Artificial Intelligence Market for Workplace Automation 2021-2026
Table 9: Artificial Intelligence Market by Industry Verticals 2021-2026
Table 10: Artificial Intelligence Market for the Internet Services and Products 2021-2026
Table 11: Market for AI in the Internet Services and Products by Application 2021-2026
Table 12: Regional Market for AI in Internet Services 2021-2026
Table 13: Artificial Intelligence Market for Telecommunications 2021-2026
Table 14: Market for AI in Telecommunications by Application 2021-2026
Table 15: Regional Market for AI in Telecommunications 2021-2026
Table 16: Artificial Intelligence Market for Medical and Bioinformatics 2021-2026
Table 17: Market for AI in Medical and Bioinformatics by Application 2021-2026
Table 18: Regional Markets for AI in Medical and Bioinformatics 2020-2027
Table 19: Artificial Intelligence Market for Financial Services 2021-2026
Table 20: Markets for AI in Financial Services by Application 2021-2026
Table 21: Regional Market for AI in Financial Services 2021-2026
Table 22: Artificial Intelligence Market for Manufacturing and Heavy Industries 2021-2026
Table 23: Market for AI in Manufacturing and Heavy Industries by Application 2021-2026
Table 24: Regional Market for AI in Manufacturing and Heavy Industries 2021-2026
Table 25: AI Market Product Segment 2021-2026
Table 26: Markets for AI Algorithms in Select Technologies 2021-2026
Table 27: Market for AI Algorithms in Data Mining Technology 2021-2026
Table 28: Market for AI Algorithms in Machine Perception Technology 2021-2026
Table 29: Market for AI Algorithms in Pattern Recognition Technology 2021-2026
Table 30: Market for AI Algorithms in Intelligent Decision Support Systems Technology 2021-2026
Table 31: Market for AI Algorithms in Natural Language Processing Technology 2021-2026
Table 32: Apple Artificial Intelligence Acquisitions
Table 33: Facebook Artificial Intelligence Acquisitions
Table 34: Google Artificial Intelligence Acquisitions
Table 35: IBM Artificial Intelligence Acquisitions
Table 36: Microsoft Artificial Intelligence Acquisitions
Table 37: Intel NAMD System
Table 38: Key AI Patents

1.0 Executive Summary

2.0 Introduction
2.1 Overview
2.1.1 Understanding Digital Twinning
2.1.2 Cognitive Digital Twining
2.1.3 Digital Thread
2.1.4 Convergence of Sensors and Simulations
2.1.5 IoT APIs
2.1.6 Software Modules and Elements
2.1.7 Types of Digital Twinning
2.1.8 Digital Twinning Work Processes
2.1.9 Role and Importance of Digital Twinning
2.2 Related Technologies and Impact on Digital Twinning
2.2.1 Industrial Internet and Industry 4.0
2.2.2 Pairing Technology
2.2.3 Cyber-to-Physical Systems
2.2.4 AR, VR, and Mixed Reality
2.2.5 Artificial Intelligence and Machine Learning
2.2.6 Additive Manufacturing and 3D Printing
2.3 Potential Application and Outcome Analysis
2.3.1 Maintenance, Repair and Overhaul Operation
2.3.2 Digital Avatar of Consumer Assets
2.3.3 Performance/Service Monitoring
2.3.4 Inspection and Repairs
2.3.5 Predictive Maintenance
2.3.6 Product Design & Development
2.3.7 Composite Assembling/Manufacturing
2.3.8 Potential Business Outcomes
2.4 Digital Twinning Service Ecosystem
2.4.1 Industrial IoT
2.4.2 Consumer IoT
2.4.3 Industry Development
2.4.4 Digital Twinning as a Service

3.0 Digital Twins Company Assessment
3.1 ABB
3.2 Allerin Tech Pvt. Ltd.
3.3 Altair Engineering, Inc.
3.4 Amazon Web Services
3.5 ANSYS
3.6 Aucotec AG
3.7 Autodesk Inc.
3.8 Bentley Systems, Incorporated
3.9 CADFEM GmbH
3.10 Cisco Systems
3.11 Cityzenith
3.12 Cosmo Tech
3.13 Dassault Systems
3.14 Digital Twin Consortium
3.15 Digital Twin Technologies
3.16 DNV GL
3.17 DXC Technology
3.18 Eclipse Foundation
3.19 Emerson
3.20 Emesent
3.21 Faststream Technologies
3.22 FEINGUSS BLANK GmbH
3.23 Flowserve
3.24 Forward Networks
3.25 General Electric
3.26 Google
3.27 Hitachi Ltd.
3.28 Honeywell
3.29 HP
3.30 IBM
3.31 Industrial Internet Consortium
3.32 Intellias
3.33 Invicara
3.34 KBMax
3.35 Lanner Electronics
3.36 Microsoft
3.37 National Instruments
3.38 NavVis
3.39 Oracle
3.40 PETRA Data Science
3.41 Physical Web
3.42 Pratiti Technologies
3.43 Prodea System Inc.,
3.44 PTC
3.45 QiO Technologies
3.46 Robert Bosch
3.47 SAP
3.48 Schneider
3.49 SenSat
3.50 Siemens
3.51 Sight Machine Inc.
3.52 Simplifa GmbH
3.53 Softweb Solutions Inc.
3.54 Sogeti Group
3.55 SWIM.AI
3.56 Synavision
3.57 Sysmex Corporation
3.58 TIBCO Software
3.59 Toshiba Corporation
3.60 UrsaLeo
3.61 Virtalis Limited
3.62 Visualiz
3.63 Wipro Limited
3.64 XenonStack
3.65 Zest Labs

4.0 Digital Twins Market Analysis and Forecasts 2021 to 2026
4.1 Global Digital Twins 2021 - 2026
4.2 Digital Twins Market by Type of Twinning 2021 - 2026
4.3 Digital Twins Applications 2021 - 2026
4.4 Digital Twins by Industry 2021 - 2026
4.4.1 Digital Twins in Manufacturing by Type 2021 - 2026
4.4.2 Digital Twins in Smart City by Type 2021 - 2026
4.4.3 Digital Twins in Automotive by Type 2021 - 2026
4.4.4 Digital Twins in Healthcare by Type 2021 - 2026
4.4.5 Digital Twins in Transport by Type 2021 - 2026
4.5 Digital Twins by Region 2021 - 2026
4.5.1 North America Digital Twins 2021 - 2026
4.5.2 South America Digital Twins 2021 - 2026
4.5.3 Europe Digital Twins 2021 - 2026
4.5.4 APAC Digital Twins 2021 - 2026
4.5.5 MEA Digital Twins 2021 - 2026

5.0 Conclusions and Recommendations

Figure 1: Digital Twinning Model
Figure 2: Building Blocks of Cognitive Digital Twinning
Figure 3: Digital Thread Model in Digital Manufacturing Transformation Processes
Figure 4: Example of Types of Digital Twinning
Figure 5: Industrial Internet Building Block and Digital Twinning
Figure 6: Additive Manufacturing Path and Goals
Figure 7: Digital Thread for Additive Manufacturing in AM Process
Figure 8: Data Fusion for MRO Operation
Figure 9: Composite Manufacturing Model
Figure 10: Digital Twinning Application and Outcomes
Figure 11: Global Digital Twins 2021 - 2026
Figure 12: Digital Twins Types 2021 - 2026
Figure 13: Digital Twins Applications 2021 - 2026
Figure 14: Digital Twins by Industry 2021 - 2026
Figure 15: Digital Twins in Manufacturing by Type 2021 - 2026
Figure 16: Digital Twins in Manufacturing by Application 2021 - 2026
Figure 17: Digital Twins in Smart City by Type 2021 - 2026
Figure 18: Digital Twins in Smart City by Application 2021 - 2026
Figure 19: Digital Twins in Automotive by Type 2021 - 2026
Figure 20: Digital Twins in Automotive by Application 2021 - 2026
Figure 21: Digital Twins in Healthcare by Type 2021 - 2026
Figure 22: Digital Twins in Healthcare by Application 2021 - 2026
Figure 23: Digital Twins in Transport by Type 2021 - 2026
Figure 24: Digital Twins in Transport by Application 2021 - 2026
Figure 25: Digital Twins by Region 2021 - 2026
Figure 26: North America Digital Twins by Country 2021 - 2026
Figure 27: North America Digital Twins by Industry 2021 - 2026
Figure 28: United States Digital Twins 2021 - 2026
Figure 29: Canada Digital Twins 2021 - 2026
Figure 30: Mexico Digital Twins 2021 - 2026
Figure 31: South America Digital Twins by Country 2021 - 2026
Figure 32: South America Digital Twins by Industry 2021 - 2026
Figure 33: Argentina Digital Twins 2021 - 2026
Figure 34: Brazil Digital Twins 2021 - 2026
Figure 35: Chile Digital Twins 2021 - 2026
Figure 36: Europe Digital Twins by Country 2021 - 2026
Figure 37: Europe Digital Twins by Industry 2021 - 2026
Figure 28: U.K. Digital Twins 2021 - 2026
Figure 39: Germany Digital Twins 2021 - 2026
Figure 40: France Digital Twins 2021 - 2026
Figure 41: Spain Digital Twins 2021 - 2026
Figure 42: Italy Digital Twins 2021 - 2026
Figure 43: Poland Digital Twins 2021 - 2026
Figure 44: Russia Digital Twins 2021 - 2026
Figure 45: APAC Digital Twins by Country 2021 - 2026
Figure 46: APAC Digital Twins by Industry 2021 - 2026
Figure 47: China Digital Twins 2021 - 2026
Figure 48: Japan Digital Twins 2021 - 2026
Figure 49: South Korea Digital Twins 2021 - 2026
Figure 50: Australia Digital Twins 2021 - 2026
Figure 51: India Digital Twins 2021 - 2026
Figure 52: MEA Digital Twins by Country 2021 - 2026
Figure 53: MEA Digital Twins by Industry 2021 - 2026
Figure 54: Qatar Digital Twins 2021 - 2026
Figure 55: Kuwait Digital Twins 2021 - 2026
Figure 56: Saudi Arabia Digital Twins 2021 - 2026
Figure 57: South Africa Digital Twins 2021 - 2026

Table 1: Global Digital Twins 2021 - 2026
Table 2: Digital Twins Market by Type of Twinning 2021 - 2026
Table 3: Digital Twins Applications 2021 - 2026
Table 4: Digital Twins by Industry 2021 - 2026
Table 5: Digital Twins in Manufacturing by Type 2021 - 2026
Table 6: Digital Twins in Manufacturing by Application 2021 - 2026
Table 7: Digital Twins in Smart City by Type 2021 - 2026
Table 8: Digital Twins in Smart City by Application 2021 - 2026
Table 9: Digital Twins in Automotive by Type 2021 - 2026
Table 10: Digital Twins in Automotive by Application 2021 - 2026
Table 11: Digital Twins in Healthcare by Type 2021 - 2026
Table 12: Digital Twins in Healthcare by Application 2021 - 2026
Table 13: Digital Twins in Transport by Type 2021 - 2026
Table 14: Digital Twins in Transport by Application 2021 - 2026
Table 15: Digital Twins by Region 2021 - 2026
Table 16: North America Digital Twins by Country 2021 - 2026
Table 17: North America Digital Twins by Industry 2021 - 2026
Table 18: South America Digital Twins by Country 2021 - 2026
Table 19: South America Digital Twins by Industry 2021 - 2026
Table 20: Europe Digital Twins by Country 2021 - 2026
Table 21: Europe Digital Twins by Industry 2021 - 2026
Table 22: APAC Digital Twins by Country 2021 - 2026
Table 23: APAC Digital Twins by Industry 2021 - 2026
Table 24: MEA Digital Twins by Country 2021 - 2026
Table 25: MEA Digital Twins by Industry 2021 - 2026

1.0 Executive Summary

2.0 Introduction
2.1 Human-Machine Threat Detection and Mitigation
2.1.1 Human to Machine Interaction Framework
2.1.2 Machine to Machine Interaction Framework
2.2 Threat Detection in Zero Trust Environment
2.2.1 Types of Threat and Trust Environment Goals
2.2.1.1 Cyber Environments
2.2.1.2 Physical Environments
2.2.2 Threat Motives and Traceability
2.3 Threat Hunting and Response
2.3.1 Consolidation of Threat Identification and Mitigation Tools
2.4 Humans as Security Sensors
2.4.1 Integrated Human as a Security Sensor (IHaaSS)
2.5 Insider Threat Detection
2.6 Autonomous System as Actor
2.7 Real Time Sensing and Trust
2.8 Designing Threat Detection Programs
2.9 Human Machine Decision Support Systems
2.10 Regulatory Analysis
2.10.1 General Data Protection Regulation
2.10.2 Payment Card Industry Data Security Standard
2.10.3 Health Insurance Portability and Accountability Act
2.10.4 Federal Information Security Management Act
2.10.5 Sarbanes-Oxley Act
2.10.6 Gramm-Leach-Bliley Act
2.10.7 International Organization for Standardization
2.11 COVID 19 Impact and Business Issues
2.12 Market Drivers and Challenges
2.13 Value Chain Analysis
2.13.1 Stakeholder Role and Benefit Analysis
2.13.1.1 Hardware and Equipment Providers
2.13.1.2 Software Solution Providers
2.13.1.3 Integrated Platform Solution Providers
2.13.2 Manufacturing Process Analysis
2.13.3 Manufacturing Cost Structure Analysis
2.13.4 Business Model Analysis
2.13.5 Downstream Customer Group Analysis

3.0 Technology and Application Analysis
3.1 Human to Machine Interaction Technology and products
3.1.1 Device Based Intrusion Detection System
3.1.1.1 Memory Scanning System
3.1.1.2 Network Intrusion Detection System
3.1.1.3 Host-based Intrusion Detection System
3.1.1.4 Perimeter Intrusion Detection System
3.1.2 Screening and Management Platform
3.1.2.1 People and Component Screening
3.1.2.2 Baggage Screening
3.1.3 Security and Surveillance Robots
3.1.4 Disinfection and Disease Protection System
3.1.4.1 Ultraviolet Light-Based Disinfection System
3.1.4.2 Disinfection Chamber/Sanitizing Tunnels
3.1.4.3 Tray Disinfection System
3.1.4.4 Airborne Disease Protection System
3.1.5 Handheld and Photosensitive Detection Device
3.2 Human to Machine Interaction Application Analysis
3.2.1 Explosive Detection
3.2.2 Radiological and Nuclear Detection
3.2.3 Chemical and Biological Detection
3.2.4 Narcotics Detection
3.2.5 Network Intrusion Detection
3.2.6 Disease Control and Management
3.2.7 People and Component Detection
3.2.8 Fire detection
3.3 Machine to Machine Interaction Technology and Products
3.3.1 Cloud Access and Security Brokers (CASB)
3.3.2 Endpoint Detection and Response Systems
3.3.3 Intrusion Detection Systems
3.3.4 Network Firewalls
3.3.5 Malware Sandboxing
3.3.6 Honeypots
3.3.7 Security Information and Event Management System
3.3.8 Threat Intelligence Platforms
3.3.9 Use and Entity Behaviour Analytics
3.4 Machine to Machine Interaction Application Analysis
3.4.1 Unauthorized Identity and Access Detection
3.4.2 Suspicious Behaviour Detection
3.4.3 Malicious Activity Detection
3.4.4 Enterprise Threat Detection
3.4.5 Connected Threat and Attacks Detection
3.4.6 Known Threat Intelligence Feeds
3.4.7 Malware Code Detection
3.4.8 RansomWare Detection
3.5 Human-Machine Threat Detection Use Case Analysis
3.5.1 Public Infrastructure Deployment
3.5.2 Commercial Space Deployment
3.5.3 Institutional Deployment
3.5.4 Industrial Deployment
3.6 Human-Machine Threat Detection across Industry Vertical
3.6.1 Consumer Sector
3.6.2 Enterprise Sector
3.6.3 Industrial Sector
3.6.4 Government Sector
3.7 Infrastructure and People Monitoring
3.8 Advanced Threat Monitoring and Response
3.9 Cloud vs. On-Premise Deployment
3.10 AI and Machine Learning Role
3.11 Ethical AI
3.12 Threat Visualization and Analytics
3.13 Threats to IoT, Edge Computing, and 5G

4.0 Company Analysis
4.1 3D Robotics
4.2 Airbus
4.3 Alert Logic
4.4 Analogic Corporation
4.5 Armor Defense
4.6 AT&T Cybersecurity
4.7 Axis Communication AB
4.8 Barracuda Networks
4.9 Blighter Surveillance Systems
4.10 Broadcom (Blue Coat Systems)
4.11 Boeing
4.12 Chemimage Corporation
4.13 Chemring Group
4.14 Cisco Systems
4.15 Darktrace
4.16 Dell
4.17 Drone Shield
4.18 Elbit Systems
4.19 Exabeam
4.20 FireEye
4.21 Flir Systems
4.22 Forcepoint
4.23 Fortinet
4.24 Group IB
4.25 General Electric
4.26 Google
4.27 Huawei Technologies
4.28 IBM
4.29 Intel
4.30 Lockheed Martin Corporation
4.31 McAfee
4.32 Mirion Technologies
4.33 Medtronic
4.34 Microsoft Corporation
4.35 Northrop Grumman
4.36 Palo Alto Networks
4.37 RAE Systems (Honeywell)
4.38 Rapid7
4.39 Rapiscan Systems
4.40 Raytheon Technologies
4.41 Safran
4.42 Smiths Detection Group
4.43 Thales Group
4.44 Trend Micro
4.45 Collins Aerospace
4.46 WatchGuard

5.0 Market Analysis and Forecast 2021 - 2026
5.1 Global Human Machine Threat Detection Market 2021 - 2026
5.2 Global Human Machine Threat Detection Market by Segment 2021 - 2026
5.3 Human to Machine Interaction Market 2021 - 2026
5.3.1 Global Human to Machine Interaction Market for Threat Detection by Technology
5.3.2 Global Human to Machine Interaction Market for Threat Detection by Solution
5.3.2.1 Global Intrusion Detection Device Market by Product and System
5.3.2.2 Global Screening and Management Machine Market by Product and System
5.3.2.3 Global Security and Surveillance Robots Market by Product and System
5.3.2.4 Global Disinfection and Disease Protection System Market by Product and System
5.3.2.5 Global Handheld and Photosensitive Detection Device Market by Product and System
5.3.2.6 Global Human to Machine Interaction Market for Threat Detection by Service
5.3.3 Global Human to Machine Interaction Market for Threat Detection by Deployment Model
5.3.4 Global Human to Machine Interaction Market for Threat Detection by Use Case
5.3.5 Global Human to Machine Interaction Market for Threat Detection by Application
5.3.6 Global Human to Machine Interaction Market for Threat Detection by Sector
5.3.7 Global Human to Machine Interaction Market for Threat Detection by Industry Vertical
5.3.8 Global Human to Machine Interaction Market for Threat Detection by Region
5.3.8.1 North America Human to Machine Interaction Market for Threat Detection by Country
5.3.8.2 Europe Human to Machine Interaction Market for Threat Detection by Country
5.3.8.3 APAC Human to Machine Interaction Market for Threat Detection by Country
5.3.8.3.1 SEA Human to Machine Interaction Market for Threat Detection by Country
5.3.8.4 Latin America Human to Machine Interaction Market for Threat Detection by Country
5.3.8.5 MEA Human to Machine Interaction Market for Threat Detection by Country
5.4 Machine to Machine Interaction Market 2021 - 2026
5.4.1 Global Machine to Machine Interaction Market for Threat Detection by Technology
5.4.2 Global Machine to Machine Interaction Market for Threat Detection by Solution
5.4.2.1 Global Machine to Machine Interaction Market for Threat Detection by Product and System
5.4.2.2 Global Machine to Machine Interaction Market for Threat Detection by Service
5.4.3 Global Machine to Machine Interaction Market for Threat Detection by Deployment Model
5.4.4 Global Machine to Machine Interaction Market for Threat Detection by Use Case
5.4.5 Global Machine to Machine Interaction Market for Threat Detection by Application
5.4.6 Global Machine to Machine Interaction Market for Threat Detection by Sector
5.4.7 Global Machine to Machine Interaction Market for Threat Detection by Industry Vertical
5.4.8 Global Machine to Machine Interaction Market for Threat Detection by Region
5.4.8.1 North America Machine to Machine Interaction Market for Threat Detection by Country
5.4.8.2 Europe Machine to Machine Interaction Market for Threat Detection by Country
5.4.8.3 APAC Machine to Machine Interaction Market for Threat Detection by Country
5.4.8.3.1 SEA Machine to Machine Interaction Market for Threat Detection by Country
5.4.8.4 Latin America Machine to Machine Interaction Market for Threat Detection by Country
5.4.8.5 MEA Machine to Machine Interaction Market for Threat Detection by Country

6.0 Conclusions and Recommendations

Figure 1: Human-Machine Threat Detection Framework
Figure 2: Human as a Security Sensor Framework
Figure 3: IHaaSS Incident Model
Figure 4: Insider Threat Detection Framework
Figure 5: Intrusion Detection System Device
Figure 6: Accelerated memory Scanning System
Figure 7: Remote People Screening System
Figure 8: Baggage Screening System
Figure 9: Sneeze Guard System
Figure 10: Enterprise Preference on M2M Threat Detection Technology
Figure 11: Global Human Machine Threat Detection Market 2021 - 2026

Table 1: Threat Loss Cost Categories
Table 2: Manufacturing Cost Framework
Table 3: Global Human Machine Threat Detection Market by Segment 2021 - 2026
Table 4: Global Human to Machine Interaction Market for Threat Detection by Technology 2021 - 2026
Table 5: Global Human to Machine Interaction Market for Threat Detection by Solution 2021 - 2026
Table 6: Global Intrusion Detection Device Market by Product and System 2021 - 2026
Table 7: Global Screening and Management Machine Market by Product and System 2021 - 2026
Table 8: Global Security and Surveillance Robots Market by Product and System 2021 - 2026
Table 9: Global Disinfection and Disease Protection System Market by Product and System 2021 - 2026
Table 10: Global Handheld and Photosensitive Detection Device Market by Product and System 2021 - 2026
Table 11: Global Human to Machine Interaction Market for Threat Detection by Service 2021 - 2026
Table 12: Global Human to Machine Interaction Market for Threat Detection by Deployment Model 2021 - 2026
Table 13: Global Human to Machine Interaction Market for Threat Detection by Use Case 2021 - 2026
Table 14: Global Human to Machine Interaction Market for Threat Detection by Application 2021 - 2026
Table 15: Global Human to Machine Interaction Market for Threat Detection by Sector 2021 - 2026
Table 16: Global Human to Machine Interaction Market for Threat Detection by Industry Vertical 2021 - 2026
Table 17: Global Human to Machine Interaction Market for Threat Detection by Region 2021 - 2026
Table 18: North America Human to Machine Interaction Market for Threat Detection by Country 2021 - 2026
Table 19: Europe Human to Machine Interaction Market for Threat Detection by Country 2021 - 2026
Table 20: APAC Human to Machine Interaction Market for Threat Detection by Country 2021 - 2026
Table 21: SEA Human to Machine Interaction Market for Threat Detection by Country 2021 - 2026
Table 22: Latin America Human to Machine Interaction Market for Threat Detection by Country 2021 - 2026
Table 23: MEA Human to Machine Interaction Market for Threat Detection by Country 2021 - 2026
Table 24: Global Machine to Machine Interaction Market for Threat Detection by Technology 2021 - 2026
Table 25: Global Machine to Machine Interaction Market for Threat Detection by Solution 2021 - 2026
Table 26: Global Machine to Machine Interaction Market for Threat Detection by Product and System 2021 - 2026
Table 27: Global Machine to Machine Interaction Market for Threat Detection by Service 2021 - 2026
Table 28: Global Machine to Machine Interaction Market for Threat Detection by Deployment Model 2021 - 2026
Table 29: Global Machine to Machine Interaction Market for Threat Detection by Use Case 2021 - 2026
Table 30: Global Machine to Machine Interaction Market for Threat Detection by Application 2021 - 2026
Table 31: Global Machine to Machine Interaction Market for Threat Detection by Sector 2021 - 2026
Table 32: Global Machine to Machine Interaction Market for Threat Detection by Industry Vertical 2021 - 2026
Table 33: Global Machine to Machine Interaction Market for Threat Detection by Region 2021 - 2026
Table 34: North America Machine to Machine Interaction Market for Threat Detection by Country 2021 - 2026
Table 35: Europe Machine to Machine Interaction Market for Threat Detection by Country 2021 - 2026
Table 36: APAC Machine to Machine Interaction Market for Threat Detection by Country 2021 - 2026
Table 37: SEA Machine to Machine Interaction Market for Threat Detection by Country 2021 - 2026
Table 38: Latin America Machine to Machine Interaction Market for Threat Detection by Country 2021 - 2026
Table 39: MEA Machine to Machine Interaction Market for Threat Detection by Country 2021 - 2026

Companies Mentioned

• 3D Robotics
• ABB
• Accenture PLC
• Agent.ai
• AIBrian
• Airbus
• Akamai
• Alert Logic
• Allerin Tech Pvt. Ltd.
• Altair Engineering, Inc.
• Amazon
• Analogic Corporation
• ANSYS
• Apple Inc.
• Armor Defense
• AT&T
• Aucotec AG
• Autodesk Inc.
• Axis Communication AB
• Axway Software
• Aysadi
• BAE Systems Inc.
• Baidu
• Barracuda Networks Inc.
• Bayshore Networks
• Bentley Systems, Incorporated
• Bigml
• BlackBerry (Cylance)
• BlackMesh Inc.
• Blighter Surveillance Systems
• Boeing
• Bomgar
• Booz Allen Hamilton Inc.
• Brighterion
• Broadcom (Blue Coat Systems)
• BT
• CADFEM GmbH
• Carbon Black
• Cassidian Cybersecurity
• Centrify Corporation
• Check Point Software Technologies Ltd.
• Chemimage Corporation
• Chemring Group
• Cisco Systems
• Cityzenith
• Clearwater Compliance
• Cloudflare
• CloudMinds
• Collins Aerospace
• Cosmo Tech
• CrowdStrike
• CyberArk
• Darktrace
• Dassault Systems
• DFLabs
• Diffbot
• Digital Defense
• Digital Reasoning Systems
• DigitalGenius
• DNV GL
• DotOrigin
• Drone Shield
• DXC Technology
• Eclipse Foundation
• Elbit Systems
• Emerson
• Emesent
• Exabeam
• EY
• F5 Networks
• Facebook
• Fair Isaac
• Faststream Technologies
• FEINGUSS BLANK GmbH
• FireEye
• Flir Systems
• Flowserve
• Forcepoint
• ForeScout
• Fortinet Inc.
• Fortscale Security Ltd.
• Forward Networks
• General Electric
• General Vision
• GoodAI
• Google
• Group IB
• H20.ai
• HelpSystems
• Herjavec Group
• Hewlett Packard Enterprise
• Hitachi Ltd.
• Honeywell
• HPE
• Huawei Technologies
• IBM Corporation
• Idaptive
• Imperva
• Industrial Internet Consortium
• Infosys
• Intel
• InteliWISE
• Intellias
• Invicara
• Juniper Networks
• KAI
• Kaspersky Lab
• KBMax
• KnowBe4
• KPMG
• Lanner Electronics
• LG Electronics
• Lockheed Martin
• LogRhythm Inc.
• McAfee
• Medtronic
• Meya
• Microsoft Corporation
• Mimecast
• MindMeld
• Mirion Technologies
• motion.ai
• National Instruments
• NavVis
• Northrop Grumman
• Nuance Communications
• Okta
• OneLogin
• Oracle
• Palo Alto Networks
• PETRA Data Science
• Physical Web
• PointGrab
• Pradeo Security Systems
• Pratiti Technologies
• Premonition
• PricewaterhouseCoopers
• Prodea System Inc.
• Proofpoint
• PTC
• QiO Technologies
• Radware
• RAE Systems
• Rainbird
• Rapid7, Inc.
• Rapiscan Systems
• Raytheon
• Raytheon Technologies
• Receptiviti
• Robert Bosch
• RSA Security LLC
• Safran
• Salesforce.com
• SAP
• SAS
• Schneider Electric
• SecureWorks Inc.
• SenSat
• Sentient Technologies
• Sera-Brynn
• Siemens
• Sight Machine Inc.
• Simplifa GmbH
• SK Telecom
• Smiths Detection Group
• Softweb Solutions Inc.
• Sogeti Group
• Sophos Ltd.
• SparkCognition
• Splunk
• SWIM.AI
• Symantec Corporation
• Synavision
• Sysmex Corporation
• Talium
• Tellmeplus
• Tend.ai
• TensorFlow
• Thales Group
• Thycotic
• TIBCO Software
• Toshiba Corporation
• Trend Micro, Inc.
• UrsaLeo
• Vasco Data Security
• Verizon
• Vicarious
• Virtalis Limited
• Visualiz
• Vital AI
• WatchGuard
• Wipro Limited
• Wit.ai
• X.ai
• XenonStack
• Zebra Medical Vision
• Zest Labs

Methodology