North America Artificial Intelligence in Agriculture Market
Market Report I 2024-07-01 I 256 Pages I Data Bridge Market Research
North America Artificial Intelligence in Agriculture market is expected to reach USD 3,104.67 Million by 2031 from USD 622.37Million in 2023, growing with a CAGR of 22.7% in the forecast period of 2024 to 2031.
Market Segmentation:
North America artificial intelligence in agriculture market, By Offering (Hardware, Software, and Services), Technology [Machine Learning (ML), Computer Vision, Natural Language Processing (NLP), Robotics & Automation, and Others], Application (Precision Farming, Livestock Monitoring, Weather Forecasting, Soil Management, Crop Health Monitoring, Supply Chain Optimization, and Others), Deployment Mode (Cloud, and On-Premise), End User (Farms, Agro-Tech Companies, Agrochemical Companies, Research Institutes, and Others), Countries (U.S., Mexico, and Canada)-Industry Trends and Forecast to 2031
Overview of North America Artificial Intelligence in Agriculture Market Dynamics
Driver
- Increasing crop monitoring and yield prediction accuracy
Restraint
- Persistent data privacy and security concerns
Opportunity
- Integrating AI with hardware for better deployment
Market Players:
The key market players operating in the North America artificial intelligence in agriculture market are listed below:
- Deere & Company
- IBM
- Microsoft
- OpenAI
- Open Text Corporation
- ClimateAi,
- AgEagle Aerial Systems Inc
- CNH Industrial N.V.
- AGCO Corporation
- KUBOTA Corporation
- YANMAR HOLDINGS CO., LTD.
- DeLaval
- Lely
- Raven Industries, Inc.
- Gamaya, Bayer AG
- VALMONT INDUSTRIES, INC.
- Cisco Syste, ms, Inc.
- Oracle
- Harvest CROO Robotics LLC
- ADM
- SYNGENTA GLOBAL
- Corteva
- Bowery Farming Inc.
1 INTRODUCTION 72
1.1 OBJECTIVES OF THE STUDY 72
1.2 MARKET DEFINITION 72
1.3 OVERVIEW OF THE NORTH AMERICA ARTIFICIAL INTELLIGENCE IN AGRICULTURE 72
1.4 CURRENCY AND PRICING 74
1.5 LIMITATIONS 74
1.6 MARKETS COVERED 74
2 MARKET SEGMENTATION 79
2.1 MARKETS COVERED 79
2.2 GEOGRAPHICAL SCOPE 80
2.3 YEARS CONSIDERED FOR THE STUDY 81
2.4 DBMR TRIPOD DATA VALIDATION MODEL 82
2.5 PRIMARY INTERVIEWS WITH KEY OPINION LEADERS 85
2.6 DBMR MARKET POSITION GRID 86
2.7 VENDOR SHARE ANALYSIS 87
2.8 MULTIVARIATE MODELING 88
2.9 OFFERING TIMELINE CURVE 89
2.10 SECONDARY SOURCES 90
2.11 ASSUMPTIONS 90
3 EXECUTIVE SUMMARY 91
4 PREMIUM INSIGHTS 96
4.1 PORTER'S FIVE FORCES ANALYSIS 97
4.2 REGULATORY STANDARDS 98
4.3 TECHNOLOGICAL TRENDS 99
4.4 COMPANY COMPARATIVE ANALYSIS 101
4.5 DEVICE LIFETIME 103
4.6 IMPORT AND EXPORT SHIPMENTS 104
4.7 VALUE CHAIN ANALYSIS 105
5 MARKET OVERVIEW 107
5.1 DRIVERS 109
5.1.1 INCREASING CROP MONITORING AND YIELD PREDICTION ACCURACY 109
5.1.2 INCREASING IMPLEMENTATION OF BETTER FARMING TECHNIQUES WITH AI 110
5.1.3 BOOSTING AGRICULTURAL EFFICIENCY WITH DATA-DRIVEN DECISIONS 110
5.1.4 IMPROVING PEST AND DISEASE MANAGEMENT WITH AI 112
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5.2 RESTRAINTS 113
5.2.1 PERSISTENT DATA PRIVACY AND SECURITY CONCERNS 113
5.2.2 HIGH INITIAL INVESTMENT LIMITING TECHNOLOGY ADOPTION 114
5.3 OPPORTUNITIES 116
5.3.1 INTEGRATING AI WITH HARDWARE FOR BETTER DEPLOYMENT 116
5.3.2 INCREASE IN THE DEVELOPING AI TOOLS FOR MARKET PRICE FORECASTING 117
5.3.3 STRATEGIC PARTNERSHIPS ENHANCE AGRICULTURAL SOLUTIONS 117
5.4 CHALLENGES 119
5.4.1 LIMITED AVAILABILITY OF SKILLED PERSONNEL AFFECTS THE EFFECTIVE MANAGEMENT AND OPERATION OF AI TECHNOLOGIES 119
5.4.2 DIFFICULTY TOWARDS INTEGRATING AI SOLUTIONS WITH EXISTING AGRICULTURAL MACHINERY AND DURING SOFTWARE ADOPTION 120
6 NORTH AMERICA ARTIFICIAL INTELLIGENCE IN AGRICULTURE MARKET, BY OFFERING 121
6.1 OVERVIEW 122
6.2 HARDWARE 123
6.2.1 HARDWARE, BY TYPE 124
6.2.1.1 SENSORS 124
6.2.1.2 DRONE AND UAV's 124
6.2.1.3 ROBOT AND AUTONOMOUS MACHINERY 124
6.3 SOFTWARE 125
6.3.1 SOFTWARE, BY TYPE 125
6.3.1.1 FARM MANAGEMENT SOFTWARE 126
6.3.1.2 DATA ANALYTICS PLATFORMS 126
6.3.1.3 IMAGE PROCESSING SOFTWARE 126
6.4 SERVICES 127
6.4.1 SERVICES, BY TYPE 127
6.4.1.1 MANAGED SERVICES 128
6.4.1.1.1 MANAGED SERVICES, BY TYPE 128
6.4.1.1.1.1 DATA ANALYTICS 128
6.4.1.1.1.2 MONITORING 128
6.4.1.1.1.3 OTHERS 128
6.4.1.2 PROFESSIONAL SERVICES 129
6.4.1.2.1 PROFESSIONAL SERVICES, BY TYPE 129
6.4.1.2.1.1 IMPLEMENTATION 129
6.4.1.2.1.2 CONSULTING AND TRAINING 129
6.4.1.2.1.3 SUPPORT AND MAINTENANCE 129
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7 NORTH AMERICA ARTIFICIAL INTELLIGENCE IN AGRICULTURE MARKET, BY TECHNOLOGY 130
7.1 OVERVIEW 131
7.2 MACHINE LEARNING (ML) 132
7.2.1 MACHINE LEARNING(ML), BY TYPE 133
7.2.1.1 PREDICTIVE ANALYTICS 133
7.2.1.2 ANOMALY DETECTION 133
7.2.1.3 DECISION SUPPORT SYSTEMS 133
7.2.1.4 CROP YIELD PREDICTIONS 133
7.3 COMPUTER VISION 134
7.3.1 COMPUTER VISION, BY TYPE 135
7.3.1.1 IMAGE RECOGNITION 135
7.3.1.2 OBJECT/INTRUSION DETECTION 135
7.3.1.3 AUTOMATED GRADING AND SORTING 135
7.3.1.4 PEST & DISEASE DETECTION 135
7.4 NATURAL LANGUAGE PROCESSING (NLP) 136
7.4.1 NATURAL LANGUAGE PROCESSING (NLP), BY TYPE 136
7.4.1.1 CHATBOT AND FARMER SUPPORT 137
7.4.1.2 VOICE RECOGNITION FOR MACHINERY CONTROL 137
7.5 ROBOTICS & AUTOMATION 138
7.5.1 ROBOTICS & AUTOMATION, BY TYPE 138
7.5.1.1 DRONE BASED MONITORING AND SPRAYING 139
7.5.1.2 ROBOTIC HARVESTING 139
7.5.1.3 AUTONOMOUS TRACTOR AND MACHINERY 139
7.6 OTHERS 139
8 NORTH AMERICA ARTIFICIAL INTELLIGENCE IN AGRICULTURE MARKET, BY APPLICATION 140
8.1 OVERVIEW 141
8.2 PRECISION FARMING 143
8.2.1 PRECISION FARMING, BY TYPE 143
8.2.1.1 VARIABLE RATE APPLICATION 144
8.2.1.2 CROP SCOUTING 144
8.2.1.3 FIELD MAPPING 144
8.3 LIVESTOCK MONITORING 144
8.3.1 LIVESTOCK MONITORING, BY TYPE 145
8.3.1.1 HEALTH MONITORING 145
8.3.1.2 BEHAVIOUR ANALYSIS 145
8.3.1.3 AUTOMATED FEEDING SYSTEMS 145
8.4 WEATHER FORECASTING 146
8.4.1 WEATHER FORECASTING, BY TYPE 146
8.4.1.1 CLIMATE PREDICTION 147
8.4.1.2 WEATHER PATTERN ANALYSIS 147
8.5 SOIL MANAGEMENT 147
8.5.1 SOIL MANAGEMENT, BY TYPE 148
8.5.1.1 SOIL CONDITION MONITORING 148
8.5.1.2 IRRIGATION MANAGEMENT 148
8.5.1.3 NUTRIENT MANAGEMENT 148
8.6 CROP HEALTH MONITORING 149
8.6.1 CROP HEALTH MONITORING, BY TYPE 149
8.6.1.1 DISEASE AND PEST DETECTION 150
8.6.1.2 PLANT STRESS ANALYSIS 150
8.6.1.3 NUTRIENT DEFICIENCY IDENTIFICATION 150
8.7 SUPPLY CHAIN OPTIMIZATION 150
8.7.1 SUPPLY CHAIN OPTIMIZATION, BY TYPE 151
8.7.1.1 INVENTORY MANAGEMENT 151
8.7.1.2 TRANSPORTATION AND LOGISTICS 151
8.7.1.3 DEMAND FORECASTING 151
8.8 OTHERS 152
9 NORTH AMERICA ARTIFICIAL INTELLIGENCE IN AGRICULTURE MARKET, BY DEPLOYMENT MODE 153
9.1 OVERVIEW 154
9.2 CLOUD 155
9.3 ON-PREMISE 156
10 NORTH AMERICA ARTIFICIAL INTELLIGENCE IN AGRICULTURE MARKET, BY END USER 157
10.1 OVERVIEW 158
10.2 FARMS 159
10.3 AGRO-TECH COMPANIES 160
10.4 AGRO CHEMICAL COMPANIES 161
10.5 RESEARCH INSTITUTES 162
10.6 OTHERS 163
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11 NORTH AMERICA ARTIFICIAL INTELLIGENCE IN AGRICULTURE MARKET, BY REGION 164
11.1 NORTH AMERICA 166
11.1.1 U.S. 175
11.1.2 CANADA 183
12 NORTH AMERICA ARTIFICIAL INTELLIGENCE IN AGRICULTURE MARKET, COMPANY LANDSCAPE 191
12.1 COMPANY SHARE ANALYSIS: NORTH AMERICA 191
13 SWOT ANALYSIS 192
14 COMPANY PROFILE 193
14.1 OPEN TEXT CORPORATION 193
14.1.1 COMPANY SNAPSHOT 193
14.1.2 REVENUE ANALYSIS 193
14.1.3 COMPANY SHARE ANALYSIS 194
14.1.4 PRODUCT PORTFOLIO 194
14.1.5 RECENT DEVELOPMENTS 194
14.2 VALMONT INDUSTRIES, INC. 195
14.2.1 COMPANY SNAPSHOT 195
14.2.2 REVENUE ANALYSIS 195
14.2.3 COMPANY SHARE ANALYSIS 196
14.2.4 SOLUTION PORTFOLIO 196
14.2.5 RECENT DEVELOPMENTS 197
14.3 OPENAI 198
14.3.1 COMPANY SNAPSHOT 198
14.3.2 COMPANY SHARE ANALYSIS 198
14.3.3 PRODUCT PORTFOLIO 198
14.3.4 RECENT DEVELOPMENTS 199
14.4 AGCO CORPORATION 200
14.4.1 COMPANY SNAPSHOT 200
14.4.2 REVENUE ANALYSIS 200
14.4.3 COMPANY SHARE ANALYSIS 201
14.4.4 BRAND PORTFOLIO 201
14.4.5 RECENT DEVELOPMENT 201
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14.5 IBM 203
14.5.1 COMPANY SNAPSHOT 203
14.5.2 REVENUE ANALYSIS 203
14.5.3 COMPANY SHARE ANALYSIS 204
14.5.4 SOLUTION PORTFOLIO 204
14.5.5 RECENT DEVELOPMENTS 204
14.6 ADM 206
14.6.1 COMPANY SNAPSHOT 206
14.6.2 REVENUE ANALYSIS 206
14.6.3 PRODUCT PORTFOLIO 207
14.6.4 RECENT DEVELOPMENT 207
14.7 AGEAGLE AERIAL SYSTEMS INC 208
14.7.1 COMPANY SNAPSHOT 208
14.7.2 REVENUE ANALYSIS 208
14.7.3 PRODUCT PORTFOLIO 209
14.7.4 RECENT DEVELOPMENTS 209
14.8 ALPHABET INC. 210
14.8.1 COMPANY SNAPSHOT 210
14.8.2 REVENUE ANALYSIS 210
14.8.3 PRODUCT PORTFOLIO 211
14.8.4 RECENT DEVELOPMENTS 211
14.9 BAYER AG 212
14.9.1 COMPANY SNAPSHOT 212
14.9.2 REVENUE ANALYSIS 212
14.9.3 SOLUTION PORTFOLIO 213
14.9.4 RECENT DEVELOPMENTS 213
14.10 BOWERY FARMING INC. 215
14.10.1 COMPANY SNAPSHOT 215
14.10.2 PRODUCT PORTFOLIO 215
14.10.3 RECENT DEVELOPMENTS 216
14.11 CISCO SYSTEMS, INC. 217
14.11.1 COMPANY SNAPSHOT 217
14.11.2 REVENUE ANALYSIS 217
14.11.3 SOLUTION PORTFOLIO 218
14.11.4 RECENT DEVELOPMENTS 218
14.12 CLIMATE AI 219
14.12.1 COMPANY SNAPSHOT 219
14.12.2 SOLUTION PORTFOLIO 219
14.12.3 RECENT DEVELOPMENT 219
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14.13 CNH INDUSTRIAL N.V. 220
14.13.1 COMPANY SNAPSHOT 220
14.13.2 REVENUE ANALYSIS 220
14.13.3 BRAND PORTFOLIO 221
14.13.4 RECENT DEVELOPMENT 221
14.14 CORTEVA 222
14.14.1 COMPANY SNAPSHOT 222
14.14.2 REVENUE ANALYSIS 222
14.14.3 PRODUCT PORTFOLIO 223
14.14.4 RECENT DEVELOPMENTS 223
14.15 DEERE & COMPANY 225
14.15.1 COMPANY SNAPSHOT 225
14.15.2 REVENUE ANALYSIS 225
14.15.3 PRODUCT PORTFOLIO 226
14.15.4 RECENT DEVELOPMENTS 227
14.16 DELAVAL 228
14.16.1 COMPANY SNAPSHOT 228
14.16.2 SOLUTION PORTFOLIO 228
14.16.3 RECENT DEVELOPMENTS 229
14.17 GAMAYA 230
14.17.1 COMPANY SNAPSHOT 230
14.17.2 PRODUCT PORTFOLIO 230
14.17.3 RECENT DEVELOPMENTS 230
14.18 HARVEST CROO ROBOTICS LLC. 231
14.18.1 COMPANY SNAPSHOT 231
14.18.2 PRODUCT PORTFOLIO 231
14.18.3 RECENT DEVELOPMENT 232
14.19 KUBOTA CORPORATION 233
14.19.1 COMPANY SNAPSHOT 233
14.19.2 REVENUE ANALYSIS 234
14.19.3 PRODUCT & SOLUTION PORTFOLIO 234
14.19.4 RECENT DEVELOPMENTS 234
14.20 LELY 235
14.20.1 COMPANY SNAPSHOT 235
14.20.2 REVENUE ANALYSIS 235
14.20.3 SOLUTION PORTFOLIO 236
14.20.4 RECENT DEVELOPMENTS 236
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14.21 MICROSOFT 237
14.21.1 COMPANY SNAPSHOT 237
14.21.2 REVENUE ANALYSIS 237
14.21.3 PRODUCT PORTFOLIO 238
14.21.4 RECENT DEVELOPMENTS 238
14.22 ORACLE 240
14.22.1 COMPANY SNAPSHOT 240
14.22.2 REVENUE ANALYSIS 240
14.22.3 SERVICE PORTFOLIO 241
14.22.4 RECENT DEVELOPMENTS 241
14.23 RAVEN INDUSTRIES, INC. (A SUBSIDIARY OF CNH) 242
14.23.1 COMPANY SNAPSHOT 242
14.23.2 SERVICE PORTFOLIO 242
14.23.3 RECENT DEVELOPMENTS 246
14.24 SYNGENTA AG GROUP 247
14.24.1 COMPANY SNAPSHOT 247
14.24.2 REVENUE ANALYSIS 247
14.24.3 PRODUCT PORTFOLIO 248
14.24.4 RECENT DEVELOPMENTS 248
14.25 YANMAR HOLDING CO., LTD. 250
14.25.1 COMPANY SNAPSHOT 250
14.25.2 PRODUCT & SERVICES PORTFOLIO 250
14.25.3 RECENT DEVELOPMENTS 251
15 QUESTIONNAIRE 252
16 RELATED REPORTS 256
14.22.1 COMPANY SNAPSHOT 240
14.22.2 REVENUE ANALYSIS 240
14.22.3 SERVICE PORTFOLIO 241
14.22.4 RECENT DEVELOPMENTS 241
14.23 RAVEN INDUSTRIES, INC. (A SUBSIDIARY OF CNH) 242
14.23.1 COMPANY SNAPSHOT 242
14.23.2 SERVICE PORTFOLIO 242
14.23.3 RECENT DEVELOPMENTS 246
14.24 SYNGENTA AG GROUP 247
14.24.1 COMPANY SNAPSHOT 247
14.24.2 REVENUE ANALYSIS 247
14.24.3 PRODUCT PORTFOLIO 248
14.24.4 RECENT DEVELOPMENTS 248
14.25 YANMAR HOLDING CO., LTD. 250
14.25.1 COMPANY SNAPSHOT 250
14.25.2 PRODUCT & SERVICES PORTFOLIO 250
14.25.3 RECENT DEVELOPMENTS 251
15 QUESTIONNAIRE 252
16 RELATED REPORTS 256
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