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Artificial Intelligence in Manufacturing Market by Offering (Hardware, Software, and Services), Technology (Machine Learning, Computer Vision, Context-Aware Computing, and NLP), Application, End-user Industry and Region - Global Forecast to 2026

  • ID: 5134992
  • Report
  • July 2020
  • Region: Global
  • 292 Pages
  • Markets and Markets
The AI in Manufacturing Market is Projected to Grow at a CAGR of 57.2% from 2020 to 2026

FEATURED COMPANIES

  • AIbrain
  • Bright Machines
  • General Vision
  • Intel
  • Mitsubishi Electric
  • Rethink Robotics GmbH
  • MORE

The AI in the manufacturing market is expected to be valued at USD 1.1 billion in 2020 and is likely to reach USD 16.7 billion by 2026; it is expected to grow at a CAGR of 57.2% during the forecast period. The major drivers for the market are the increasing number of large and complex datasets (often known as big data), evolving Industrial IoT and automation, improving computing power, and increasing venture capital investments. The major restraint for the market is the reluctance among manufacturers to adopt AI-based technologies. The critical challenges facing the AI in the manufacturing market include limited skilled workforce, concerns regarding data privacy, and significant financial and operational impact of the COVID-19 outbreak on manufacturing.

The machine learning technology is expected to account for the largest size of the AI in manufacturing market during the forecast period.

Machine learning’s ability to collect and handle big data and its applications in real-time speech translation, robotics, and facial analysis is fuelling its growth in the manufacturing market. AI constitutes various technologies that play a vital role in developing its ecosystem. As AI enables machines to perform activities similar to those performed by human beings, enormous market opportunities have opened.

The predictive maintenance and machinery inspection application of the AI in manufacturing market is projected to hold the largest share during the forecast period.

The predictive maintenance and machinery inspection application held the largest share of the AI in the manufacturing market in 2019. Extensive use of computer vision cameras in machinery inspection, adoption of the Industrial Internet of Things (IIoT), and use of big data in the manufacturing industry are the factors driving the growth of the AI in the manufacturing market for predictive maintenance and machinery inspection application. The increasing demand for reducing the operational costs and machine downtime is also supplementing the growth of predictive maintenance and machinery inspection application in industries.  

The automobile industry held the largest size of the AI in manufacturing market in 2019.

The extensive use of computer vision cameras in machinery inspection and adoption industrial IoT are the factors driving the growth of the AI in the manufacturing market for the automobile industry. The application of AI to boost employee productivity, improve quality control, and gain better control over business support functions is supporting the growth of AI in the automobile industry.

Impact of COVID-19 on the AI in the manufacturing market

The market is likely to witness a slight plunge in terms of year-on-year growth in 2020. This is largely attributed to the affected supply chains and limited adoption of AI in manufacturing in 2020 due to the lockdowns and shifting priorities of different industries. The ongoing COVID-19 pandemic has caused disruptions in economies. It is likely to cause supply chain mayhem and eventually force companies and entire industries to rethink and adapt to the global supply chain model. Many manufacturing companies have halted their production, which has collaterally damaged the supply chain and the industry. This disruption has caused a delay in the adoption of AI-based software and hardware products in the manufacturing sector. The industries have started to restructure their business model for 2020, and many SMEs and large manufacturing plants have halted/postponed any new technology upgrade in their factories in order to recover from the losses caused by the lockdown and economic slowdown.

Breakdown of profiles of primary participants:

  • By Company Type: Tier 1 - 55%, Tier 2 - 25%, and Tier 3 - 20%
  • By Designation: C-level Executives - 60%, Directors - 20%, and Others - 20%
  • By Region: North America - 40%, Europe - 30%, Asia Pacific (APAC) -  20%, and the Rest of the World (RoW) - 10%

NVIDIA Corporation (US), IBM Corporation (US), Alphabet Inc. (Google) (US), Microsoft Corporation (US), Intel Corporation (US), Siemens AG (Germany), General Electric Company (US), General Vision Inc. (US), Progress Software Corporation (US), Micron Technology Inc., (US), Mitsubishi Electric Corporation (Japan), Sight Machine (US), Cisco Systems Inc., (US), and SAP SE (Germany) are the prominent players of AI in manufacturing market.

Research Coverage:

The AI in the manufacturing market has been segmented based on offering, technology, application, industry and region. It also provides a detailed view of the market across 4 main regions: North America, Europe, APAC, and RoW.

Reasons to Buy the Report:

  • This report includes statistics pertaining to the AI in manufacturing based on offering, technology, application, industry and region.
  • This report includes detailed information on major drivers, restraints, opportunities, and challenges pertaining to the AI in the manufacturing market.
  • The report includes illustrative segmentation, analysis, and forecast for the AI in the manufacturing market based on its segments and subsegments.
  • This report includes the impact of COVID-19 pandemic on the overall AI in the manufacturing market.
Note: Product cover images may vary from those shown

FEATURED COMPANIES

  • AIbrain
  • Bright Machines
  • General Vision
  • Intel
  • Mitsubishi Electric
  • Rethink Robotics GmbH
  • MORE

1 Introduction
1.1 Study Objectives
1.2 Market Definition
1.3 Study Scope
1.3.1 Markets Covered
1.3.2 Years Considered
1.4 Currency
1.5 Stakeholders

2 Research Methodology
2.1 Research Data
Figure 1 Artificial Intelligence in Manufacturing Market: Research Design
2.1.1 Secondary and Primary Research
2.1.1.1 Key Industry Insights
2.1.2 Secondary Data
2.1.2.1 List of Major Secondary Sources
2.1.2.2 Secondary Sources
2.1.3 Primary Data
2.1.3.1 Primary Interviews With Experts
2.1.3.2 Breakdown of Primaries
2.1.3.3 Primary Sources
2.2 Market Size Estimation
2.2.1 Bottom-Up Approach
2.2.1.1 Estimating Market Size by Bottom-Up Approach (Demand Side)
Figure 2 Market Size Estimation Methodology: Bottom-Up Approach
2.2.2 Top-Down Approach
2.2.2.1 Approach for Capturing the Market Share by Top-Down Analysis (Supply Side)
Figure 3 Market Size Estimation Methodology: Top-Down Approach
2.3 Market Breakdown and Data Triangulation
Figure 4 Data Triangulation
2.4 Research Assumptions
Table 1 Assumptions for the Research Study

3 Executive Summary
Figure 5 AI in Manufacturing Market, by Offering, 2020 Vs. 2026 (USD Million)
Figure 6 AI in Manufacturing Market, by Technology, 2017–2026 (USD Million)
Figure 7 AI in Manufacturing Market, by Application, 2020 Vs. 2026 (USD Million)
Figure 8 AI in Manufacturing Market, by Industry, 2020 Vs. 2026
Figure 9 AI in Manufacturing Market, by Region, 2019
3.1 Covid-19 Impact Analysis: AI in Manufacturing Market
Figure 10 Pre- and Post-Covid-19 Scenario Analysis for AI in Manufacturing Market
3.1.1 Pre-Covid-19 Scenario
3.1.2 Post-Covid-19 Scenario

4 Premium Insights
4.1 Attractive Opportunities in AI in Manufacturing Market
Figure 11 Growing Big Data in Manufacturing and Increasing Industrial Automation Are Major Factors Driving Market Growth
4.2 AI in Manufacturing Market, by Offering
Figure 12 Software to Hold Largest Share of AI in Manufacturing Market During Forecast Period
4.3 AI in Manufacturing Market, by Technology
Figure 13 AI in Manufacturing Market for Machine Learning to Hold Largest Size from 2020 to 2026
4.4 Apac: AI in Manufacturing Market, by Industry and Country
Figure 14 China Held Largest Share of AI in Manufacturing Market In Apac in 2019
4.5 AI in Manufacturing Market, by Country
Figure 15 China Held Largest Share of AI in Manufacturing Market in 2019

5 Market Overview
5.1 Introduction
5.2 Market Dynamics
Figure 16 Increasingly Large and Complex Datasets and Industry Trends Such as IoT and Automation Are Driving Market Growth
5.2.1 Drivers
5.2.1.1 Increasingly Large and Complex Dataset
5.2.1.2 Evolving Industrial IoT and Automation
5.2.1.3 Improving Computing Power
5.2.1.4 Increasing Venture Capital Investments
5.2.2 Restraints
5.2.2.1 Reluctance Among Manufacturers to Adopt AI-Based Technologies
5.2.3 Opportunities
5.2.3.1 Growth in Operational Efficiency of Manufacturing Plants
5.2.3.2 Application of AI for Intelligent Business Process
5.2.3.3 Adoption of Automation Technologies to Curb Effects of Covid-19
5.2.4 Challenges
5.2.4.1 Limited Skilled Workforce
5.2.4.2 Concerns Regarding Data Privacy
5.2.4.3 Significant Financial and Operational Impact of Covid-19 Outbreak on Manufacturing
5.3 Value Chain Analysis
Figure 17 AI in Manufacturing Market Value Chain in 2019
5.4 Case Studies
5.4.1 Siemens Gamesa Uses Fujitsu’S AI Solution to Accelerate Inspection of Turbine Blades
5.4.2 Volvo Uses Machine Learning-Driven Data Analytics for Predicting Breakdown and Failures
5.4.3 Rolls-Royce Using Microsoft Cortana Intelligence for Predictive Maintenance
5.4.4 Paper Packaging Firm Used Sight Machine’S Enterprise Manufacturing Analytics to Improve Production
5.5 Adjacent and Related Markets

6 Artificial Intelligence in Manufacturing Market, by Offering
6.1 Introduction
Table 2 Pre-Covid-19 Scenario: AI in Manufacturing Market, by Offering, 2017–2026 (USD Million)
Figure 18 Software to Hold Largest Size of AI in Manufacturing Market During Forecast Period
Table 3 AI in Manufacturing Market, by Offering, 2017–2019 (USD Million)
Table 4 AI in Manufacturing Market, by Offering, 2020–2026 (USD Million)
6.2 Hardware
Table 5 AI in Manufacturing Market, by Hardware, 2017–2019 (USD Million)
Table 6 AI in Manufacturing Market, by Hardware, 2020–2026 (USD Million)
Table 7 AI in Manufacturing Market for Hardware, by Region, 2017–2019 (USD Million)
Table 8 AI in Manufacturing Market for Hardware, by Region, 2020–2026 (USD Million)
6.2.1 Processor
6.2.1.1 High Parallel Processing Capabilities and Improved Computing Power Have Resulted in Adoption of Processors
Figure 19 Market for Gpu to Grow at Highest CAGR During Forecast Period
Table 9 AI in Manufacturing Market, by Processor, 2017–2019 (USD Million)
Table 10 AI in Manufacturing Market, by Processor, 2020–2026 (USD Million)
6.2.1.1.1 Mpu
6.2.1.1.2 Gpu
6.2.1.1.3 Fpga
6.2.1.1.4 Asic
6.2.2 Memory
6.2.2.1 High-Bandwidth Memory is Being Developed and Deployed for AI Applications, Independent of Its Computing Architecture
6.2.3 Network
6.2.3.1 Nvidia (US), Intel (US) and Mellanox Technologies (Israel) Are Key Providers of Network Interconnect Adapters for AI Applications
6.3 Software
Table 11 AI in Manufacturing Market for Offering, by Software, 2017–2019 (USD Million)
Table 12 AI in Manufacturing Market for Offering, by Software, 2020–2026 (USD Million)
Figure 20 APAC to Hold Largest Size of AI in Manufacturing Market for Software from 2020 to 2026
Table 13 AI in Manufacturing Market for Software, by Region, 2017–2019 (USD Million)
Table 14 AI in Manufacturing Market for Software, by Region, 2020–2026 (USD Million)
6.3.1 AI Solutions
Table 15 AI in Manufacturing Market for Solution, by Deployment, 2017–2019 (USD Million)
Table 16 AI in Manufacturing Market for Solution, by Deployment, 2020–2026 (USD Million)
6.3.1.1 On-Premises
6.3.1.1.1 Data-Sensitive Enterprises Prefer On-Premise Advanced Nlp and Ml Tools to Be Used in AI Solutions
6.3.1.2 Cloud
6.3.1.2.1 AI Solution Providers Are Focusing on Development of Robust Cloud-Based Solutions for Their Clients
6.3.2 AI Platform
Table 17 AI in Manufacturing Market for Software, by Platform, 2017–2019 (USD Million)
Table 18 AI in Manufacturing Market for Software, by Platform, 2020–2026 (USD Million)
6.3.2.1 Machine Learning Framework
6.3.2.1.1 Major Tech Companies Such as Google, Ibm, and Microsoft Are Developing and Offering Their Ml Frameworks
6.3.2.2 Application Program Interface (Api)
6.3.2.2.1 Api Provides Platform for Set of Routines and Tools for Building Software Applications
6.4 Services
Table 19 AI in Manufacturing Market, by Services, 2017–2019 (USD Million)
Table 20 AI in Manufacturing Market, by Services, 2020–2026 (USD Million)
Table 21 AI in Manufacturing Market for Services, by Region, 2017–2019 (USD Million)
Table 22 AI in Manufacturing Market for Services, by Region, 2020–2026 (USD Million)
6.4.1 Deployment & Integration
6.4.1.1 Deployment and Integration is a Key Service Required for Configuring AI Systems in Manufacturing
6.4.2 Support & Maintenance
6.4.2.1 Objective of Maintenance Services is to Keep Systems at An Acceptable Standard
6.5 Impact of Covid-19 on Various Offering of AI Technology for Manufacturing

7 Artificial Intelligence in Manufacturing Market, by Technology
7.1 Introduction
Table 23 Pre-Covid-19 Scenario: AI in Manufacturing Market, by Technology, 2017–2026 (USD Million)
Figure 21 Machine Learning to Hold Largest Market Share of AI in Manufacturing Market in 2020 and 2026
Table 24 AI in Manufacturing Market, by Technology, 2017–2019 (USD Million)
Table 25 AI in Manufacturing Market, by Technology, 2020–2026 (USD Million)
7.2 Machine Learning
Table 26 AI in Manufacturing Market for Machine Learning, by Type, 2017–2019 (USD Million)
Table 27 AI in Manufacturing Market for Machine Learning, by Type, 2020–2026 (USD Million)
Table 28 AI in Manufacturing Market for Machine Learning, by Application, 2017–2019 (USD Million)
Table 29 AI in Manufacturing Market for Machine Learning, by Application, 2020–2026 (USD Million)
7.2.1 Deep Learning
7.2.1.1 Deep Learning Uses Artificial Neural Networks to Learn Multiple Levels of Data
7.2.2 Supervised Learning
7.2.2.1 Classification and Regression Are Major Segments of Supervised Learning
7.2.3 Reinforcement Learning
7.2.3.1 Reinforcement Learning Allows Systems and Software to Determine Ideal Behavior for Maximizing Performance of Systems
7.2.4 Unsupervised Learning
7.2.4.1 Unsupervised Learning Includes Clustering Methods Consisting of Algorithms With Unlabeled Training Data
7.2.5 Others
7.3 Natural Language Processing
7.3.1 Nlp is Developed for Real-Time Translation and Developing Systems That Can Interact Through Dialogues
Table 30 AI in Manufacturing Market for Natural Language Processing, by Application, 2017–2019 (USD Million)
Table 31 AI in Manufacturing Market for Natural Language Processing, by Application, 2020–2026 (USD Million)
7.4 Context-Aware Computing
7.4.1 Development of More Sophisticated Hard and Soft Sensors Has Accelerated Growth of Context-Aware Computing
Table 32 AI in Manufacturing Market for Context-Aware Computing, by Type, 2017–2019 (USD Million)
Table 33 AI in Manufacturing Market for Context-Aware Computing, by Type, 2020–2026 (USD Million)
Table 34 AI in Manufacturing Market for Context-Aware Computing, by Application, 2017–2019 (USD Million)
Table 35 AI in Manufacturing Market for Context-Aware Computing, by Application, 2020–2026 (USD Million)
7.5 Computer Vision
7.5.1 Computer Vision Analyzes Information of Different Geometric Shapes, Volumes, and Patterns
Table 36 AI in Manufacturing Market for Computer Vision, by Application, 2017–2019 (USD Million)
Table 37 AI in Manufacturing Market for Computer Vision, by Application, 2020–2026 (USD Million)
7.6 Impact of Covid-19 on Various Technologies of AI in Manufacturing

8 Artificial Intelligence in Manufacturing Market, by Application
8.1 Introduction
Table 38 Pre-Covid-19 Scenario: AI in Manufacturing Market, by Application, 2017–2026 (USD Million)
Figure 22 Quality Control to Witness Highest Growth Throughout Forecast Period
Table 39 AI in Manufacturing Market, by Application, 2017–2019 (USD Million)
Table 40 AI in Manufacturing Market, by Application, 2020–2026 (USD Million)
8.2 Predictive Maintenance and Machinery Inspection
8.2.1 Predictive Maintenance and Machinery Inspection Provide the Framework for All Planned Maintenance Activities
Table 41 AI in Manufacturing Market for Predictive Maintenance and Machinery Inspection, by Region, 2017–2019 (USD Million)
Table 42 AI in Manufacturing Market for Predictive Maintenance and Machinery Inspection, by Region, 2020–2026 (USD Million)
Table 43 AI in Manufacturing Market for Predictive Maintenance and Machinery Inspection, by Technology, 2017–2019 (USD Million)
Table 44 AI in Manufacturing Market for Predictive Maintenance and Machinery Inspection, by Technology, 2020–2026 (USD Million)
8.3 Material Movement
8.3.1 AI-Based Technology for Material Movement Will Ensure Streamlining of In-Plant Logistics
Figure 23 North America to Hold Largest Share of AI in Manufacturing Market for Material Movement in 2020
Table 45 AI in Manufacturing Market for Material Movement, by Region, 2017–2019 (USD Million)
Table 46 AI in Manufacturing Market for Material Movement, by Region, 2020–2026 (USD Million)
Table 47 AI in Manufacturing Market for Material Movement, by Technology, 2017–2019 (USD Million)
Table 48 AI in Manufacturing Market for Material Movement, by Technology, 2020–2026 (USD Million)
8.4 Production Planning
8.4.1 the Use of AI in Production Planning Leads to the Standardization of Product and Process Sequence
Table 49 AI in Manufacturing Market for Production Planning, by Region, 2017–2019 (USD Million)
Table 50 AI in Manufacturing Market for Production Planning, by Region, 2020–2026 (USD Million)
Table 51 AI in Manufacturing Market for Production Planning, by Technology, 2017–2019 (USD Million)
Table 52 AI in Manufacturing Market for Production Planning, by Technology, 2020–2026 (USD Million)
8.5 Field Services
8.5.1 Field Services Are Extensively Used in Heavy Metals and Machine Manufacturing, Oil & Gas, and Energy and Power Industry
Figure 24 North America to Hold Largest Size of AI Manufacturing Market for Field Services During Forecast Period
Table 53 AI in Manufacturing Market for Field Services, by Region, 2017–2019 (USD Million)
Table 54 AI in Manufacturing Market for Field Services, by Region, 2020–2026 (USD Million)
Table 55 AI in Manufacturing Market for Field Services, by Technology, 2017–2019 (USD Million)
Table 56 AI in Manufacturing Market for Field Services, by Technology, 2020–2026 (USD Million)
8.6 Quality Control
8.6.1 AI-Based Quality Control System is Widely Used in Pharmaceuticals, Food & Beverages, and Semiconductor Industries
Table 57 AI in Manufacturing Market for Quality Control, by Region, 2017–2019 (USD Million)
Table 58 AI in Manufacturing Market for Quality Control, by Region, 2020–2026 (USD Million)
Figure 25 Machine Learning to Hold Largest Size of AI in Manufacturing Market for Application of Quality Control During 2020–2026
Table 59 AI in Manufacturing Market for Quality Control, by Technology, 2017–2019 (USD Million)
Table 60 AI in Manufacturing Market for Quality Control, by Technology, 2020–2026 (USD Million)
8.7 Cybersecurity
8.7.1 Automation and Integrating Real-Time Systems in Manufacturing is Resulting in Adoption of Cybersecurity Systems
Table 61 AI in Manufacturing Market for Cybersecurity, by Region, 2017–2019 (USD Million)
Table 62 AI in Manufacturing Market for Cybersecurity, by Region, 2020–2026 (USD Million)
Table 63 AI in Manufacturing Market for Cybersecurity, by Technology, 2017–2019 (USD Million)
Table 64 AI in Manufacturing Market for Cybersecurity, by Technology, 2020–2026 (USD Million)
8.8 Industrial Robots
8.8.1 Industrial Robots Can Be Classified into Traditional Industrial Robots and Collaborative Robots
Figure 26 APAC to Hold Largest Share of AI in Manufacturing Market for Application of Industrial Robots During 2020–2026
Table 65 AI in Manufacturing Market for Industrial Robots, by Region, 2017–2019 (USD Million)
Table 66 AI in Manufacturing Market for Industrial Robots, by Region, 2020–2026 (USD Million)
Table 67 AI in Manufacturing Market for Industrial Robots, by Technology, 2017–2019 (USD Million)
Table 68 AI in Manufacturing Market for Industrial Robots, by Technology, 2020–2026 (USD Million)
8.9 Reclamation
8.9.1 in Reclamation, AI-Based Systems Detect Important Components from Waste or Slags
Table 69 AI in Manufacturing Market for Reclamation, by Region, 2017–2019 (USD Million)
Table 70 AI in Manufacturing Market for Reclamation, by Region, 2020–2026 (USD Million)
Table 71 AI in Manufacturing Market for Reclamation, by Technology, 2017–2019 (USD Million)
Table 72 AI in Manufacturing Market for Reclamation, by Technology, 2020–2026 (USD Million)

9 Artificial Intelligence in Manufacturing Market, by Industry
9.1 Introduction
Table 73 Pre-Covid-19 Scenario: AI in Manufacturing Market, by Industry, 2017–2026 (USD Million)
Figure 27 Automobile Held Largest Size of AI in Manufacturing Market in 2020
Table 74 AI in Manufacturing Market, by Industry, 2017–2019 (USD Million)
Table 75 AI in Manufacturing Market, by Industry, 2020–2026 (USD Million)
9.2 Automobile
9.2.1 Machine Learning and Computer Vision Are the Major AI Technologies Deployed in Automobile Industry
9.2.1.1 Impact of Covid-19 on Automobile Industry of AI in Manufacturing Market
Table 76 AI in Manufacturing Market for Automobile Industry, by Region, 2017–2019 (USD Million)
Table 77 AI in Manufacturing Market for Automobile Industry, by Region, 2020–2026 (USD Million)
9.3 Energy and Power
9.3.1 AI-Based Solutions Can Help Energy and Power Industry to Enhance Production Output and Reduced Downtime
9.3.1.1 Impact of Covid-19 on Energy and Power Industry of AI in Manufacturing Market
Figure 28 APAC to Hold Largest Size of AI in Manufacturing Market for Energy and Power by 2026
Table 78 AI in Manufacturing Market for Energy and Power Industry, by Region, 2017–2019 (USD Million)
Table 79 AI in Manufacturing Market for Energy and Power Industry, by Region, 2020–2026 (USD Million)
9.4 Pharmaceuticals
9.4.1 Quality Control, Material Movement, and Production Planning Are the Major Applications of AI in Pharmaceuticals
9.4.1.1 Impact of Covid-19 on Pharmaceuticals Industry of AI in Manufacturing Market
Table 80 AI in Manufacturing Market for Pharmaceuticals Industry, by Region, 2017–2019 (USD Million)
Table 81 AI in Manufacturing Market for Pharmaceuticals Industry, by Region, 2020–2026 (USD Million)
9.5 Heavy Metals and Machine Manufacturing
9.5.1 APAC is Considered to Have the Highest Number of Heavy Metals and Machine Manufacturing Plants in the World
9.5.1.1 Impact of Covid-19 on Heavy Metal and Machine Manufacturing Industry of AI in Manufacturing Market
Figure 29 APAC to Hold Largest Size of AI in Manufacturing Market for Heavy Metals and Machine Manufacturing During Forecast Period
Table 82 AI in Manufacturing Market for Heavy Metals and Machine Manufacturing Industry, by Region, 2017–2019 (USD Million)
Table 83 AI in Manufacturing Market for Heavy Metals and Machine Manufacturing Industry, by Region, 2020–2026 (USD Million)
9.6 Semiconductors and Electronics
9.6.1 AI is Likely to Assist in Optimizing the Production Cost, Technology Implementation, and Integration of Components
9.6.1.1 Impact of Covid-19 on Semiconductor and Electronics Industry of AI in Manufacturing Market
Table 84 AI in Manufacturing Market for Semiconductors and Electronics Industry, by Region, 2017–2019 (USD Million)
Table 85 AI in Manufacturing Market for Semiconductors and Electronics Industry, by Region, 2020–2026 (USD Million)  
9.7 Food & Beverages
9.7.1 AI-Based Solutions Enhance the Quality of the Food Production Cost-Effectively
9.7.1.1 Impact of Covid-19 on Food & Beverages Industry of AI in Manufacturing Market
Table 86 AI in Manufacturing Market for Food & Beverages Industry, by Region, 2017–2019 (USD Million)
Table 87 AI in Manufacturing Market for Food & Beverages Industry, by Region, 2020–2026 (USD Million)
9.8 Others
Table 88 AI in Manufacturing Market for Others, by Region, 2017–2019 (USD Million)
Table 89 AI in Manufacturing Market for Others, by Region, 2020–2026 (USD Million)

10 Artificial Intelligence in Manufacturing Market, by Region
10.1 Introduction
Figure 30 China, South Korea, and Us Are Emerging as New Hotspots in AI in Manufacturing Market
Figure 31 APAC to Dominate AI in Manufacturing Market During the Forecast Period
Table 90 Pre-Covid-19 Scenario: AI in Manufacturing Market, by Region, 2017–2026 (USD Million)
Table 91 AI in Manufacturing Market, by Region, 2017–2019 (USD Million)
Table 92 AI in Manufacturing Market, by Region, 2020–2026 (USD Million)
10.2 North America
Figure 32 Impact of Covid-19 on AI in Manufacturing Market in North America
Table 93 Pre- and Post-Covid-19 Analysis for AI in Manufacturing Market in North America, 2017–2026 (USD Million)
10.2.1 Impact of Covid-19 on AI in Manufacturing Market in North America
Figure 33 North America: Snapshot of AI in Manufacturing Market
Table 94 AI in Manufacturing Market in North America, by Country, 2017–2019 (USD Million)
Table 95 AI in Manufacturing Market in North America, by Country, 2020–2026 (USD Million)
Table 96 AI in Manufacturing Market in North America for Hardware, by Country, 2017–2019 (USD Million)
Table 97 AI in Manufacturing Market in North America for Hardware, by Country, 2020–2026 (USD Million)
Table 98 AI in Manufacturing Market in North America for Software, by Country, 2017–2019 (USD Million)
Table 99 AI in Manufacturing Market in North America for Software, by Country, 2020–2026 (USD Million)
Table 100 AI in Manufacturing Market in North America for Services, by Country, 2017–2019 (USD Million)
Table 101 AI in Manufacturing Market in North America for Services, by Country, 2020–2026 (USD Million)
Table 102 AI in Manufacturing Market in North America, by Industry, 2017–2019 (USD Million)
Table 103 AI in Manufacturing Market in North America, by Industry, 2020–2026 (USD Million)
10.2.2 US
10.2.2.1 Us is Among Frontrunners in Terms of Adoption of Iiot and Industrial Robots, Which is Boosting Adoption of AI
Table 104 AI in Manufacturing Market in Us, by Offering, 2017–2019 (USD Million)
Table 105 AI in Manufacturing Market in Us, by Offering, 2020–2026 (USD Million)
10.2.3 Canada
10.2.3.1 Government Funding and Extensive Startup Activities, Especially in AI, Are Supporting Growth of AI in Manufacturing
Table 106 AI in Manufacturing Market in Canada, by Offering, 2017–2019 (USD Million)
Table 107 AI in Manufacturing Market in Canada, by Offering, 2020–2026 (USD Million)
10.2.4 Mexico
10.2.4.1 Increase in Productivity and Reduction in Cost Are Leading to the Adoption of AI in Manufacturing in Mexico
Table 108 AI in Manufacturing Market in Mexico, by Offering, 2017–2019 (USD Million)
Table 109 AI in Manufacturing Market in Mexico, by Offering, 2020–2026 (USD Million)
10.3 Europe
Figure 34 Impact of Covid-19 on AI in Manufacturing Market in Europe
Table 110 Pre- and Post-Covid-19 Analysis for AI in Manufacturing Market in Europe, 2017–2026 (USD Million)
10.3.1 Impact of Covid-19 on AI in Manufacturing Market in Europe
Figure 35 Europe: Snapshot of AI in Manufacturing Market
Table 111 AI in Manufacturing Market in Europe, by Country, 2017–2019 (USD Million)
Table 112 AI in Manufacturing Market in Europe, by Country, 2020–2026 (USD Million)
Figure 36 Germany Held Largest Share of AI in Manufacturing Market in Europe for Hardware in 2019
Table 113 AI in Manufacturing Market in Europe for Hardware, by Country, 2017–2019 (USD Million)
Table 114 AI in Manufacturing Market in Europe for Hardware, by Country, 2020–2026 (USD Million)
Table 115 AI in Manufacturing Market in Europe for Software, by Country, 2017–2019 (USD Million)
Table 116 AI in Manufacturing Market in Europe for Software, by Country, 2020–2026 (USD Million)
Table 117 AI in Manufacturing Market in Europe for Services, by Country, 2017–2019 (USD Million)
Table 118 AI in Manufacturing Market in Europe for Services, by Country, 2020–2026 (USD Million)
Table 119 AI in Manufacturing Market in Europe, by Industry, 2017–2019 (USD Million)
Table 120 AI in Manufacturing Market in Europe, by Industry, 2020–2026 (USD Million)
10.3.2 Germany
10.3.2.1 Implementation of Big Data in Manufacturing Plants Has Resulted in Adoption of AI-Based Solutions in Germany
Table 121 AI in Manufacturing Market in Europe for Services, by Country, 2017–2019 (USD Million)
Table 122 AI in Manufacturing Market in Europe for Services, by Country, 2020–2026 (USD Million)
10.3.3 UK
10.3.3.1 Favorable Environment for R&D Has Led to Innovations in Field of AI in Manufacturing
Table 123 AI in Manufacturing Market in UK for Services, by Offering, 2017–2019 (USD Million)
Table 124 AI in Manufacturing Market in UK for Services, by Offering, 2020–2026 (USD Million)
10.3.4 France
10.3.4.1 Increased Funding and Rising AI Startups Are Expected to Proliferate AI in France
Table 125 AI in Manufacturing Market in France for Services, by Offering, 2017–2019 (USD Million)
Table 126 AI in Manufacturing Market in France for Services, by Offering, 2020–2026 (USD Million)
10.3.5 Italy
10.3.5.1 Manufacturers in Italy Are Adopting Smart Factory and AI-Based Solutions
Table 127 AI in Manufacturing Market in Italy for Services, by Offering, 2017–2019 (USD Million)
Table 128 AI in Manufacturing Market in Italy for Services, by Offering, 2020–2026 (USD Million)
10.3.6 Spain
10.3.6.1 Cybersecurity is Among Emerging Trends of AI in Manufacturing Sector in Spain
Table 129 AI in Manufacturing Market in Spain for Services, by Offering, 2017–2019 (USD Million)
Table 130 AI in Manufacturing Market in Spain for Services, by Offering, 2020–2026 (USD Million)
10.3.7 Rest of Europe
Table 131 AI in Manufacturing Market in Rest of Europe for Services, by Offering, 2017–2019 (USD Million)
Table 132 AI in Manufacturing Market in Rest of Europe for Services, by Offering, 2020–2026 (USD Million)
10.4 APAC
Figure 37 Impact of Covid-19 on AI in Manufacturing Market in APAC
Table 133 Pre- and Post-Covid-19 Analysis for AI in Manufacturing Market in Apac, 2017–2026 (USD Million)
10.4.1 Impact of Covid-19 on AI in Manufacturing Market in APAC
Figure 38 Apac: Snapshot of AI in Manufacturing Market
Table 134 AI in Manufacturing Market in Apac, by Country, 2017–2019 (USD Million)
Table 135 AI in Manufacturing Market in Apac, by Country, 2020–2026 (USD Million)
Table 136 AI in Manufacturing Market in APAC for Hardware, by Country, 2017–2019 (USD Million)
Table 137 AI in Manufacturing Market in APAC for Hardware, by Country, 2020–2026 (USD Million)
Table 138 AI in Manufacturing Market in APAC for Software, by Country, 2017–2019 (USD Million)
Table 139 AI in Manufacturing Market in APAC for Software, by Country, 2020–2026 (USD Million)
Table 140 AI in Manufacturing Market in APAC for Services, by Country, 2017–2019 (USD Million)
Table 141 Post-Covid-19 AI in Manufacturing Market in APAC for Services, by Country, 2020–2026 (USD Million)
Table 142 AI in Manufacturing Market in Apac, by Industry, 2017–2019 (USD Million)
Table 143 AI in Manufacturing Market in Apac, by Industry, 2020–2026 (USD Million)
10.4.2 China
10.4.2.1 Manufacturing Sector in China is Growing Rapidly, Resulting in Introduction of New Robotics and Big Data Technologies
Table 144 AI in Manufacturing Market in China, by Offering, 2017–2019 (USD Million)
Table 145 AI in Manufacturing Market in China, by Offering,
2020–2026 (USD Million)
10.4.3 Japan
10.4.3.1 Federal Initiatives and Presence of World-Leading Manufacturing Companies Are Expected to Boost AI in Manufacturing Market in Japan
Table 146 AI in Manufacturing Market in Japan, by Offering, 2017–2019 (USD Million)
Table 147 AI in Manufacturing Market in Japan, by Offering, 2020–2026 (USD Million)
10.4.4 South Korea
10.4.4.1 Quality Manufacturing Services and Introduction of Automation in Manufacturing Industries is Driving Market of AI in Manufacturing in South Korea
Table 148 AI in Manufacturing Market in South Korea, by Offering, 2017–2019 (USD Million)
Table 149 AI in Manufacturing Market in South Korea, by Offering, 2020–2026 (USD Million)
10.4.5 India
10.4.5.1 AI in Manufacturing Industry is Still in Its Nascent Stage in India
Table 150 AI in Manufacturing Market in India, by Offering, 2017–2019 (USD Million)
Table 151 AI in Manufacturing Market in India, by Offering, 2020–2026 (USD Million)
10.4.6 Rest of APAC
Table 152 AI in Manufacturing Market in Rest of Apac, by Offering, 2017–2019 (USD Million)
Table 153 AI in Manufacturing Market in Rest of Apac, by Offering, 2020–2026 (USD Million)
10.5 Row
Figure 39 Impact of Covid-19 on AI in Manufacturing Market in Row
Table 154 Pre- and Post-Covid-19 Analysis for AI in Manufacturing Market in Row, 2017–2026 (USD Million)
10.5.1 Impact of Covid-19 on AI in Manufacturing in Row
Figure 40 Row: Snapshot of AI in Manufacturing Market
Table 155 AI in Manufacturing Market in Row, by Region, 2017–2019 (USD Million)
Table 156 AI in Manufacturing Market in Row, by Region, 2020–2026 (USD Million)
Table 157 AI in Manufacturing Market in Row for Hardware, by Region, 2017–2019 (USD Million)
Table 158 AI in Manufacturing Market in Row for Hardware, by Region, 2020–2026 (USD Million)
Table 159 AI in Manufacturing Market in Row for Software, by Region, 2017–2019 (USD Million)
Table 160 AI in Manufacturing Market in Row for Software, by Region, 2020–2026 (USD Million)
Table 161 AI in Manufacturing Market in Row for Services, by Region, 2017–2019 (USD Million)
Table 162 AI in Manufacturing Market in Row for Services, by Region, 2020–2026 (USD Million)
Table 163 AI in Manufacturing Market in Row, by Industry, 2017–2019 (USD Million)
Table 164 AI in Manufacturing Market in Row, by Industry, 2020–2026 (USD Million)
10.5.2 South America
10.5.2.1 South American Region Invests Heavily in It Services
Table 165 AI in Manufacturing Market in South America, by Offering, 2017–2019 (USD Million)
Table 166 AI in Manufacturing Market in South America, by Offering, 2020–2026 (USD Million)
10.5.3 Middle East and Africa
10.5.3.1 Growing Manufacturing Expenditure in Israel, Middle East, and North Africa is Key Driver for AI in Manufacturing
Table 167 AI in Manufacturing Market in Middle East & Africa, by Offering, 2017–2019 (USD Million)
Table 168 AI in Manufacturing Market in Middle East & Africa, by Offering, 2020–2026 (USD Million)

11 Competitive Landscape
11.1 Overview
Figure 41 Key Developments Adopted by Top Players in AI in Manufacturing Market from 2017 to 2020
11.2 Ranking of Players, 2019
Figure 42 Ranking of Key Companies in AI in Manufacturing Market (2019)
11.3 Competitive Leadership Mapping
11.3.1 Visionary Leaders
11.3.2 Dynamic Differentiators
11.3.3 Innovators
11.3.4 Emerging Companies
Figure 43 AI in Manufacturing Market (Global) Competitive Leadership Mapping, 2019
11.4 Competitive Scenario
Figure 44 Battle for Market Share: Product Launch Was Key Growth Strategy from 2017 to 2020
11.4.1 Product Launches and Developments
11.4.2 Collaborations, Partnerships, and Agreements
11.4.3 Acquisitions & Joint Ventures

12 Company Profiles
(Business Overview, Products Offered, Recent Developments, SWOT Analysis, and Analyst's View)*
12.1 Key Players
12.1.1 Nvidia
Figure 45 Nvidia: Company Snapshot
12.1.2 Intel
Figure 46 Intel: Company Snapshot
12.1.3 IBM
Figure 47 IBM: Company Snapshot
12.1.4 Siemens
Figure 48 Siemens: Company Snapshot
12.1.5 General Electric (Ge) Company
Figure 49 Ge: Company Snapshot
12.1.6 Google
Figure 50 Google: Company Snapshot
12.1.7 Microsoft
Figure 51 Microsoft: Company Snapshot
12.1.8 Micron Technology
Figure 52 Micron Technology: Company Snapshot
12.1.9 Amazon Web Services (Aws)
Figure 53 Aws: Company Snapshot
12.1.10 Sight Machine
12.2 Other Companies
12.2.1 Progress Software Corporation (Datarpm)
12.2.2 AIbrain
12.2.3 General Vision
12.2.4 Rockwell Automation
12.2.5 Cisco Systems
12.2.6 Mitsubishi Electric
12.2.7 Oracle
12.2.8 Sap
12.2.9 Vicarious
12.2.10 Ubtech Robotics
12.2.11 Aquant
12.2.12 Bright Machines
12.2.13 Rethink Robotics GmbH
12.2.14 Sparkcognition
12.2.15 Flutura
*Details on Business Overview, Products Offered, Recent Developments, SWOT Analysis, and Analyst's View Might Not Be Captured in Case of Unlisted Companies.

13 Adjacent & Related Markets
13.1 Introduction
13.2 Limitations
13.3 AI Ecosystem and Interconnected Markets
13.4 Smart Manufacturing Platform Market
13.4.1 Market Definition
13.4.2 Market Overview
13.5 Smart Manufacturing Platform Market, by Application
13.5.1 Performance Optimization
13.5.1.1 Increasing Need for Monitoring Operations and Production Processes Drives Market Growth
Table 169 Smart Manufacturing Platform Market for Performance Optimization, by Discrete Industry, 2015–2024 (USD Million)
Table 170 Smart Manufacturing Platform Market for Performance Optimization, by Process Industry, 2015–2024 (USD Million)
13.5.2 Asset and Condition Monitoring
13.5.2.1 Market is Driven by Increasing Need for Monitoring Equipment and Assets in Real Time
Table 171 Smart Manufacturing Platform Market for Asset and Condition Monitoring, by Discrete Industry, 2015–2024 (USD Million)
Table 172 Smart Manufacturing Platform Market for Asset and Condition Monitoring, by Process Industry, 2015–2024 (USD Million)
13.5.3 Others
Table 173 Smart Manufacturing Platform Market for Other Applications, by Discrete Industry, 2015–2024 (USD Million)
Table 174 Smart Manufacturing Platform Market for Other Applications, by Process Industry, 2015–2024 (USD Million)
13.6 Smart Manufacturing Platform, by Industry
13.6.1 Process Industry
Table 175 Smart Manufacturing Platform Market, by Process Industry, 2015–2024 (USD Million)
Table 176 Smart Manufacturing Platform Market for Process Industry, by Region, 2015–2024 (USD Million)
13.6.1.1 Oil & Gas
13.6.1.1.1 Oil & Gas is One of the Critical Industries for Smart Manufacturing Platform Market as It Requires Continuous Monitoring of Processes
Table 177 Smart Manufacturing Platform Market for Oil & Gas Industry, by Region, 2015–2024 (USD Million)
13.6.1.2 Power & Energy
13.6.1.2.1 Power & Energy is the Fastest-Growing Process Industry for Smart Manufacturing Platform Market as It Requires Optimum Utilization of Available Resources
Table 178 Smart Manufacturing Platform Market for Power & Energy Industry, by Region, 2015–2024 (USD Million)
13.6.1.3 Chemicals
13.6.1.3.1 Increasing Stringent Regulations That Require Adoption of Automated Solutions and Smart Tools Drive Market Growth
Table 179 Smart Manufacturing Platform Market for Chemicals Industry, by Region, 2015–2024 (USD Million)
13.6.1.4 Pharmaceuticals
13.6.1.4.1 Automation Improves Compliance and Minimizes Deviations
Table 180 Smart Manufacturing Platform Market for Pharmaceuticals Industry, by Region, 2015–2024 (USD Million)
13.6.1.5 Food & Beverages
13.6.1.5.1 Requirement to Reduce Operational Downtime and Manage Assets Creates Demand for Smart Manufacturing Platform
Table 181 Smart Manufacturing Platform Market for Food & Beverages Industry, by Region, 2015–2024 (USD Million)
13.6.1.6 Metals and Mining
13.6.1.6.1 Requirement of Optimum Production With Precise Control on Power Consumption in Metals & Mining Industry Drives Growth of Smart Manufacturing Platform Market
Table 182 Smart Manufacturing Platform Market for Metals & Mining Industry, by Region, 2015–2024 (USD Million)
13.6.1.7 Others
Table 183 Smart Manufacturing Platform Market for Other Process Industries, by Region, 2015–2024 (USD Million)
13.6.2 Discrete Industry
Table 184 Smart Manufacturing Platform Market, by Discrete Industry, 2015–2024 (USD Million)
Table 185 Smart Manufacturing Platform Market for Discrete Industry, by Region, 2015–2024 (USD Million)
13.6.2.1 Automotive
13.6.2.1.1 Increasing Adoption of Advanced Technologies Such as Machine Vision, Collaborative Robots, and Artificial Intelligence Drives Market Growth
Table 186 Smart Manufacturing Platform Market for Automotive Industry, by Region, 2015–2024 (USD Million)
13.6.2.2 Electronics and Semiconductor
13.6.2.2.1 Intense Cost Pressure and Requirement of Faster Time-To-Market for Automation Technologies Drive the Growth of Market
Table 187 Smart Manufacturing Platform Market for Electronics and Semiconductor Industry, by Region, 2015–2024 (USD Million)
13.6.2.3 Industrial Manufacturing
13.6.2.3.1 Smart Manufacturing Platforms Are Used to Reduce Downtime and Enhance Operation Efficiency
Table 188 Smart Manufacturing Platform Market for Industrial Manufacturing, by Region, 2015–2024 (USD Million)
13.6.2.4 Medical Devices
13.6.2.4.1 Increasing Automation in Industry to Ensure Safety, Accuracy, and Regulatory Compliance Across Production Processes Drives Market Growth
Table 189 Smart Manufacturing Platform Market for Medical Devices Industry, by Region, 2015–2024 (USD Million)
13.6.2.5 Aerospace and Defense
13.6.2.5.1 Long Product Life Cycles and Regulatory Compliance Drive Demand for Automation Technologies
Table 190 Smart Manufacturing Platform Market for Aerospace and Defense Industry, by Region, 2015–2024 (USD Million)
13.6.2.6 Others
Table 191 Smart Manufacturing Platform Market for Other Discrete Industries, by Region, 2015–2024 (USD Million)
13.7 Smart Manufacturing Platform Market, by Region
13.7.1 North America
Table 192 Smart Manufacturing Platform Market in North America, by Discrete Industry, 2015–2024 (USD Million)
Table 193 Smart Manufacturing Platform Market in North America, by Process Industry, 2015–2024 (USD Million)
13.7.2 Europe
Table 194 Smart Manufacturing Platform Market in Europe, by Discrete Industry, 2015–2024 (USD Million)
Table 195 Smart Manufacturing Platform Market in Europe, by Process Industry, 2015–2024 (USD Million)
13.7.3 APAC
Table 196 Smart Manufacturing Platform Market in Apac, by Discrete Industry, 2015–2024 (USD Million)
Table 197 Smart Manufacturing Platform Market in Apac, by Process Industry, 2015–2024 (USD Million)
13.7.4 Rest of the World
Table 198 Smart Manufacturing Platform Market in Row, by Discrete Industry, 2015–2024 (USD Million)
Table 199 Smart Manufacturing Platform Market in Row, by Process Industry, 2015–2024 (USD Million)
13.8 Artificial Intelligence Robots Market
13.8.1 Market Definition
13.8.2 Market Overview
13.8.3 Artificial Intelligence Robots Market, by Technology
13.8.3.1 Machine Learning
Table 200 AI Robots Market for Machine Learning Technology, by Application, 2015–2023 (USD Million)
13.8.3.2 Computer Vision
Table 201 AI Robots Market for Computer Vision Technology, by Application, 2015–2023 (USD Million)
13.8.3.3 Context Awareness
Table 202 AI Robots Market for Context Awareness Technology, by Application, 2015–2023 (USD Million)
13.8.3.4 Natural Language Processing
Table 203 AI Robots Market for Nlp Technology, by Application, 2015–2023 (USD Million)
13.8.4 Artificial Intelligence Robots Market, by Application
13.8.4.1 Military & Defense
Table 204 AI Robots Market for Military & Defense, by Region, 2015–2023 (USD Million)
13.8.4.2 Law Enforcement
Table 205 AI Robots Market for Law Enforcement, by Region, 2015–2023 (USD Million)
13.8.4.3 Personal Assistance and Caregiving
Table 206 AI Robots Market for Personal Assistance and Caregiving, by Region, 2015–2023 (USD Million)
13.8.4.4 Public Relations
Table 207 AI Robots Market for Public Relations, by Region, 2015–2023 (USD Million)
13.8.4.5 Education and Entertainment
Table 208 AI Robots Market for Education and Entertainment, by Region, 2015–2023 (USD Million)
13.8.4.6 Research and Space Exploration
Table 209 AI Robots Market for Research and Space Exploration, by Region, 2015–2023 (USD Million)
13.8.4.7 Industrial
Table 210 AI Robots Market for Industrial, by Region, 2015–2023 (USD Million)
13.8.4.8 Agriculture
Table 211 AI Robots Market for Agriculture, by Region, 2015–2023 (USD Million)
13.8.4.9 Healthcare Assistance
Table 212 AI Robots Market for Healthcare Assistance, by Region, 2015–2023 (USD Million)
13.8.4.10 Stock Management
Table 213 AI Robots Market for Stock Management, by Region, 2015–2023 (USD Million)
13.8.4.11 Others
Table 214 AI Robots Market for Other Applications, by Region, 2015–2023 (USD Million)
13.9 Covid-19 Impact on Smart Manufacturing Market
13.9.1 Market Definition
13.9.2 Market Overview
Figure 54 Smart Manufacturing Market Ecosystem
13.9.3 Covid-19 Impact on Smart Manufacturing, by Region
Table 215 Smart Manufacturing Market, by Region, 2017–2025 (USD Billion)
13.9.3.1 North America
Figure 55 Impact of Covid-19 on Smart Manufacturing Market in North America
Table 216 Pre- and Post-Covid-19 Analysis for Smart Manufacturing Market in North America, 2017–2025 (USD Billion)
13.9.3.2 Europe
Figure 56 Impact of Covid-19 on Smart Manufacturing Market in Europe
Table 217 Pre- and Post-Covid-19 Analysis for Smart Manufacturing Market in Europe, 2017–2025 (USD Billion)
13.9.3.3 APAC
Figure 57 Impact of Covid-19 on Smart Manufacturing Market in APAC
Table 218 Pre- and Post-Covid-19 Analysis for Smart Manufacturing Market in Apac, 2017–2025 (USD Billion)
13.9.3.4 Row
Figure 58 Impact of Covid-19 on Smart Manufacturing Market in Row
Table 219 Pre- and Post-Covid-19 Analysis for Smart Manufacturing Market in Row, 2017–2025 (USD Billion)

14 Appendix
14.1 Insights from Industry Experts
14.2 Discussion Guide

 

Note: Product cover images may vary from those shown

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  • AIbrain
  • Aquant
  • Aws
  • Bright Machines
  • Cisco Systems
  • Flutura
  • General Electric (Ge) Company
  • General Vision
  • Google
  • IBM
  • Intel
  • Micron Technology
  • Microsoft
  • Mitsubishi Electric
  • Nvidia
  • Oracle
  • Progress Software Corporation (Datarpm)
  • Rethink Robotics GmbH
  • Rockwell Automation
  • Sap
  • Siemens
  • Sight Machine
  • Sparkcognition
  • Ubtech Robotics
  • Vicarious
Note: Product cover images may vary from those shown

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