AI & Machine Learning Operationalization Software Market

AI & machine learning operationalization software allows users to manage and monitor machine learning models. The software provides a way to monitor the health, performance, and accuracy of models, as well as iterate on those models in a collaborative manner. This enables businesses to scale machine learning across an entire organization and make a tangible business impact.

The global AI & Machine Learning Operationalization Software market was valued at US$ million in 2022 and is anticipated to reach US$ million by 2029, witnessing a CAGR of % during the forecast period 2023-2029. The influence of COVID-19 and the Russia-Ukraine War were considered while estimating market sizes.

North American market for AI & Machine Learning Operationalization Software is estimated to increase from $ million in 2023 to reach $ million by 2029, at a CAGR of % during the forecast period of 2023 through 2029.

Asia-Pacific market for AI & Machine Learning Operationalization Software is estimated to increase from $ million in 2023 to reach $ million by 2029, at a CAGR of % during the forecast period of 2023 through 2029.

The global market for AI & Machine Learning Operationalization Software in Large Enterprises is estimated to increase from $ million in 2023 to $ million by 2029, at a CAGR of % during the forecast period of 2023 through 2029.

The key global companies of AI & Machine Learning Operationalization Software include Algorithmia, Spell, Valohai Ltd, 5Analytics, Cognitivescale, Datatron Technologies, Acusense Technologies, Determined AI and DreamQuark, etc. In 2022, the world's top three vendors accounted for approximately % of the revenue.

Report Scope

This report aims to provide a comprehensive presentation of the global market for AI & Machine Learning Operationalization Software, with both quantitative and qualitative analysis, to help readers develop business/growth strategies, assess the market competitive situation, analyze their position in the current marketplace, and make informed business decisions regarding AI & Machine Learning Operationalization Software.

The AI & Machine Learning Operationalization Software market size, estimations, and forecasts are provided in terms of and revenue ($ millions), considering 2022 as the base year, with history and forecast data for the period from 2018 to 2029. This report segments the global AI & Machine Learning Operationalization Software market comprehensively. Regional market sizes, concerning products by type, by application, and by players, are also provided.

For a more in-depth understanding of the market, the report provides profiles of the competitive landscape, key competitors, and their respective market ranks. The report also discusses technological trends and new product developments.

The report will help the AI & Machine Learning Operationalization Software companies, new entrants, and industry chain related companies in this market with information on the revenues for the overall market and the sub-segments across the different segments, by company, by type, by application, and by regions.

Scope of AI & Machine Learning Operationalization Software Market Report

Core Chapters

1.1 Study Scope

1.2 Market Analysis by Type

1.2.1 Global AI & Machine Learning Operationalization Software Market Size Growth Rate by Type: 2018 VS 2022 VS 2029

1.2.2 Cloud-Based

1.2.3 Web-Based

1.3 Market by Application

1.3.1 Global AI & Machine Learning Operationalization Software Market Growth by Application: 2018 VS 2022 VS 2029

1.3.2 Large Enterprises

1.3.3 SMEs

1.4 Study Objectives

1.5 Years Considered

1.6 Years Considered

2.1 Global AI & Machine Learning Operationalization Software Market Perspective (2018-2029)

2.2 AI & Machine Learning Operationalization Software Growth Trends by Region

2.2.1 Global AI & Machine Learning Operationalization Software Market Size by Region: 2018 VS 2022 VS 2029

2.2.2 AI & Machine Learning Operationalization Software Historic Market Size by Region (2018-2023)

2.2.3 AI & Machine Learning Operationalization Software Forecasted Market Size by Region (2024-2029)

2.3 AI & Machine Learning Operationalization Software Market Dynamics

2.3.1 AI & Machine Learning Operationalization Software Industry Trends

2.3.2 AI & Machine Learning Operationalization Software Market Drivers

2.3.3 AI & Machine Learning Operationalization Software Market Challenges

2.3.4 AI & Machine Learning Operationalization Software Market Restraints

3.1 Global Top AI & Machine Learning Operationalization Software Players by Revenue

3.1.1 Global Top AI & Machine Learning Operationalization Software Players by Revenue (2018-2023)

3.1.2 Global AI & Machine Learning Operationalization Software Revenue Market Share by Players (2018-2023)

3.2 Global AI & Machine Learning Operationalization Software Market Share by Company Type (Tier 1, Tier 2, and Tier 3)

3.3 Players Covered: Ranking by AI & Machine Learning Operationalization Software Revenue

3.4 Global AI & Machine Learning Operationalization Software Market Concentration Ratio

3.4.1 Global AI & Machine Learning Operationalization Software Market Concentration Ratio (CR5 and HHI)

3.4.2 Global Top 10 and Top 5 Companies by AI & Machine Learning Operationalization Software Revenue in 2022

3.5 AI & Machine Learning Operationalization Software Key Players Head office and Area Served

3.6 Key Players AI & Machine Learning Operationalization Software Product Solution and Service

3.7 Date of Enter into AI & Machine Learning Operationalization Software Market

3.8 Mergers & Acquisitions, Expansion Plans

4.1 Global AI & Machine Learning Operationalization Software Historic Market Size by Type (2018-2023)

4.2 Global AI & Machine Learning Operationalization Software Forecasted Market Size by Type (2024-2029)

5.1 Global AI & Machine Learning Operationalization Software Historic Market Size by Application (2018-2023)

5.2 Global AI & Machine Learning Operationalization Software Forecasted Market Size by Application (2024-2029)

6.1 North America AI & Machine Learning Operationalization Software Market Size (2018-2029)

6.2 North America AI & Machine Learning Operationalization Software Market Growth Rate by Country: 2018 VS 2022 VS 2029

6.3 North America AI & Machine Learning Operationalization Software Market Size by Country (2018-2023)

6.4 North America AI & Machine Learning Operationalization Software Market Size by Country (2024-2029)

6.5 United States

6.6 Canada

7.1 Europe AI & Machine Learning Operationalization Software Market Size (2018-2029)

7.2 Europe AI & Machine Learning Operationalization Software Market Growth Rate by Country: 2018 VS 2022 VS 2029

7.3 Europe AI & Machine Learning Operationalization Software Market Size by Country (2018-2023)

7.4 Europe AI & Machine Learning Operationalization Software Market Size by Country (2024-2029)

7.5 Germany

7.6 France

7.7 U.K.

7.8 Italy

7.9 Russia

7.10 Nordic Countries

8.1 Asia-Pacific AI & Machine Learning Operationalization Software Market Size (2018-2029)

8.2 Asia-Pacific AI & Machine Learning Operationalization Software Market Growth Rate by Region: 2018 VS 2022 VS 2029

8.3 Asia-Pacific AI & Machine Learning Operationalization Software Market Size by Region (2018-2023)

8.4 Asia-Pacific AI & Machine Learning Operationalization Software Market Size by Region (2024-2029)

8.5 China

8.6 Japan

8.7 South Korea

8.8 Southeast Asia

8.9 India

8.10 Australia

9.1 Latin America AI & Machine Learning Operationalization Software Market Size (2018-2029)

9.2 Latin America AI & Machine Learning Operationalization Software Market Growth Rate by Country: 2018 VS 2022 VS 2029

9.3 Latin America AI & Machine Learning Operationalization Software Market Size by Country (2018-2023)

9.4 Latin America AI & Machine Learning Operationalization Software Market Size by Country (2024-2029)

9.5 Mexico

9.6 Brazil

10.1 Middle East & Africa AI & Machine Learning Operationalization Software Market Size (2018-2029)

10.2 Middle East & Africa AI & Machine Learning Operationalization Software Market Growth Rate by Country: 2018 VS 2022 VS 2029

10.3 Middle East & Africa AI & Machine Learning Operationalization Software Market Size by Country (2018-2023)

10.4 Middle East & Africa AI & Machine Learning Operationalization Software Market Size by Country (2024-2029)

10.5 Turkey

10.6 Saudi Arabia

10.7 UAE

11.1 Algorithmia

11.1.1 Algorithmia Company Detail

11.1.2 Algorithmia Business Overview

11.1.3 Algorithmia AI & Machine Learning Operationalization Software Introduction

11.1.4 Algorithmia Revenue in AI & Machine Learning Operationalization Software Business (2018-2023)

11.1.5 Algorithmia Recent Development

11.2 Spell

11.2.1 Spell Company Detail

11.2.2 Spell Business Overview

11.2.3 Spell AI & Machine Learning Operationalization Software Introduction

11.2.4 Spell Revenue in AI & Machine Learning Operationalization Software Business (2018-2023)

11.2.5 Spell Recent Development

11.3 Valohai Ltd

11.3.1 Valohai Ltd Company Detail

11.3.2 Valohai Ltd Business Overview

11.3.3 Valohai Ltd AI & Machine Learning Operationalization Software Introduction

11.3.4 Valohai Ltd Revenue in AI & Machine Learning Operationalization Software Business (2018-2023)

11.3.5 Valohai Ltd Recent Development

11.4 5Analytics

11.4.1 5Analytics Company Detail

11.4.2 5Analytics Business Overview

11.4.3 5Analytics AI & Machine Learning Operationalization Software Introduction

11.4.4 5Analytics Revenue in AI & Machine Learning Operationalization Software Business (2018-2023)

11.4.5 5Analytics Recent Development

11.5 Cognitivescale

11.5.1 Cognitivescale Company Detail

11.5.2 Cognitivescale Business Overview

11.5.3 Cognitivescale AI & Machine Learning Operationalization Software Introduction

11.5.4 Cognitivescale Revenue in AI & Machine Learning Operationalization Software Business (2018-2023)

11.5.5 Cognitivescale Recent Development

11.6 Datatron Technologies

11.6.1 Datatron Technologies Company Detail

11.6.2 Datatron Technologies Business Overview

11.6.3 Datatron Technologies AI & Machine Learning Operationalization Software Introduction

11.6.4 Datatron Technologies Revenue in AI & Machine Learning Operationalization Software Business (2018-2023)

11.6.5 Datatron Technologies Recent Development

11.7 Acusense Technologies

11.7.1 Acusense Technologies Company Detail

11.7.2 Acusense Technologies Business Overview

11.7.3 Acusense Technologies AI & Machine Learning Operationalization Software Introduction

11.7.4 Acusense Technologies Revenue in AI & Machine Learning Operationalization Software Business (2018-2023)

11.7.5 Acusense Technologies Recent Development

11.8 Determined AI

11.8.1 Determined AI Company Detail

11.8.2 Determined AI Business Overview

11.8.3 Determined AI AI & Machine Learning Operationalization Software Introduction

11.8.4 Determined AI Revenue in AI & Machine Learning Operationalization Software Business (2018-2023)

11.8.5 Determined AI Recent Development

11.9 DreamQuark

11.9.1 DreamQuark Company Detail

11.9.2 DreamQuark Business Overview

11.9.3 DreamQuark AI & Machine Learning Operationalization Software Introduction

11.9.4 DreamQuark Revenue in AI & Machine Learning Operationalization Software Business (2018-2023)

11.9.5 DreamQuark Recent Development

11.10 Logical Clocks

11.10.1 Logical Clocks Company Detail

11.10.2 Logical Clocks Business Overview

11.10.3 Logical Clocks AI & Machine Learning Operationalization Software Introduction

11.10.4 Logical Clocks Revenue in AI & Machine Learning Operationalization Software Business (2018-2023)

11.10.5 Logical Clocks Recent Development

11.11 IBM

11.11.1 IBM Company Detail

11.11.2 IBM Business Overview

11.11.3 IBM AI & Machine Learning Operationalization Software Introduction

11.11.4 IBM Revenue in AI & Machine Learning Operationalization Software Business (2018-2023)

11.11.5 IBM Recent Development

11.12 Imandra

11.12.1 Imandra Company Detail

11.12.2 Imandra Business Overview

11.12.3 Imandra AI & Machine Learning Operationalization Software Introduction

11.12.4 Imandra Revenue in AI & Machine Learning Operationalization Software Business (2018-2023)

11.12.5 Imandra Recent Development

11.13 Iterative

11.13.1 Iterative Company Detail

11.13.2 Iterative Business Overview

11.13.3 Iterative AI & Machine Learning Operationalization Software Introduction

11.13.4 Iterative Revenue in AI & Machine Learning Operationalization Software Business (2018-2023)

11.13.5 Iterative Recent Development

11.14 Databricks

11.14.1 Databricks Company Detail

11.14.2 Databricks Business Overview

11.14.3 Databricks AI & Machine Learning Operationalization Software Introduction

11.14.4 Databricks Revenue in AI & Machine Learning Operationalization Software Business (2018-2023)

11.14.5 Databricks Recent Development

11.15 ParallelM

11.15.1 ParallelM Company Detail

11.15.2 ParallelM Business Overview

11.15.3 ParallelM AI & Machine Learning Operationalization Software Introduction

11.15.4 ParallelM Revenue in AI & Machine Learning Operationalization Software Business (2018-2023)

11.15.5 ParallelM Recent Development

11.16 MLPerf

11.16.1 MLPerf Company Detail

11.16.2 MLPerf Business Overview

11.16.3 MLPerf AI & Machine Learning Operationalization Software Introduction

11.16.4 MLPerf Revenue in AI & Machine Learning Operationalization Software Business (2018-2023)

11.16.5 MLPerf Recent Development

11.17 Neptune Labs

11.17.1 Neptune Labs Company Detail

11.17.2 Neptune Labs Business Overview

11.17.3 Neptune Labs AI & Machine Learning Operationalization Software Introduction

11.17.4 Neptune Labs Revenue in AI & Machine Learning Operationalization Software Business (2018-2023)

11.17.5 Neptune Labs Recent Development

11.18 Numericcal

11.18.1 Numericcal Company Detail

11.18.2 Numericcal Business Overview

11.18.3 Numericcal AI & Machine Learning Operationalization Software Introduction

11.18.4 Numericcal Revenue in AI & Machine Learning Operationalization Software Business (2018-2023)

11.18.5 Numericcal Recent Development

11.19 Peltarion

11.19.1 Peltarion Company Detail

11.19.2 Peltarion Business Overview

11.19.3 Peltarion AI & Machine Learning Operationalization Software Introduction

11.19.4 Peltarion Revenue in AI & Machine Learning Operationalization Software Business (2018-2023)

11.19.5 Peltarion Recent Development

11.20 Weights & Biases

11.20.1 Weights & Biases Company Detail

11.20.2 Weights & Biases Business Overview

11.20.3 Weights & Biases AI & Machine Learning Operationalization Software Introduction

11.20.4 Weights & Biases Revenue in AI & Machine Learning Operationalization Software Business (2018-2023)

11.20.5 Weights & Biases Recent Development

11.21 WidgetBrain

11.21.1 WidgetBrain Company Detail

11.21.2 WidgetBrain Business Overview

11.21.3 WidgetBrain AI & Machine Learning Operationalization Software Introduction

11.21.4 WidgetBrain Revenue in AI & Machine Learning Operationalization Software Business (2018-2023)

11.21.5 WidgetBrain Recent Development

13.1 Research Methodology

13.1.1 Methodology/Research Approach

13.1.2 Data Source

13.2 Disclaimer

13.3 Author Details

List of Tables

    Table 1. Global AI & Machine Learning Operationalization Software Market Size Growth Rate by Type (US$ Million): 2018 VS 2022 VS 2029

    Table 2. Key Players of Cloud-Based

    Table 3. Key Players of Web-Based

    Table 4. Global AI & Machine Learning Operationalization Software Market Size Growth by Application (US$ Million): 2018 VS 2022 VS 2029

    Table 5. Global AI & Machine Learning Operationalization Software Market Size by Region (US$ Million): 2018 VS 2022 VS 2029

    Table 6. Global AI & Machine Learning Operationalization Software Market Size by Region (2018-2023) & (US$ Million)

    Table 7. Global AI & Machine Learning Operationalization Software Market Share by Region (2018-2023)

    Table 8. Global AI & Machine Learning Operationalization Software Forecasted Market Size by Region (2024-2029) & (US$ Million)

    Table 9. Global AI & Machine Learning Operationalization Software Market Share by Region (2024-2029)

    Table 10. AI & Machine Learning Operationalization Software Market Trends

    Table 11. AI & Machine Learning Operationalization Software Market Drivers

    Table 12. AI & Machine Learning Operationalization Software Market Challenges

    Table 13. AI & Machine Learning Operationalization Software Market Restraints

    Table 14. Global AI & Machine Learning Operationalization Software Revenue by Players (2018-2023) & (US$ Million)

    Table 15. Global AI & Machine Learning Operationalization Software Market Share by Players (2018-2023)

    Table 16. Global Top AI & Machine Learning Operationalization Software Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in AI & Machine Learning Operationalization Software as of 2022)

    Table 17. Ranking of Global Top AI & Machine Learning Operationalization Software Companies by Revenue (US$ Million) in 2022

    Table 18. Global 5 Largest Players Market Share by AI & Machine Learning Operationalization Software Revenue (CR5 and HHI) & (2018-2023)

    Table 19. Key Players Headquarters and Area Served

    Table 20. Key Players AI & Machine Learning Operationalization Software Product Solution and Service

    Table 21. Date of Enter into AI & Machine Learning Operationalization Software Market

    Table 22. Mergers & Acquisitions, Expansion Plans

    Table 23. Global AI & Machine Learning Operationalization Software Market Size by Type (2018-2023) & (US$ Million)

    Table 24. Global AI & Machine Learning Operationalization Software Revenue Market Share by Type (2018-2023)

    Table 25. Global AI & Machine Learning Operationalization Software Forecasted Market Size by Type (2024-2029) & (US$ Million)

    Table 26. Global AI & Machine Learning Operationalization Software Revenue Market Share by Type (2024-2029)

    Table 27. Global AI & Machine Learning Operationalization Software Market Size by Application (2018-2023) & (US$ Million)

    Table 28. Global AI & Machine Learning Operationalization Software Revenue Market Share by Application (2018-2023)

    Table 29. Global AI & Machine Learning Operationalization Software Forecasted Market Size by Application (2024-2029) & (US$ Million)

    Table 30. Global AI & Machine Learning Operationalization Software Revenue Market Share by Application (2024-2029)

    Table 31. North America AI & Machine Learning Operationalization Software Market Size Growth Rate by Country (US$ Million): 2018 VS 2022 VS 2029

    Table 32. North America AI & Machine Learning Operationalization Software Market Size by Country (2018-2023) & (US$ Million)

    Table 33. North America AI & Machine Learning Operationalization Software Market Size by Country (2024-2029) & (US$ Million)

    Table 34. Europe AI & Machine Learning Operationalization Software Market Size Growth Rate by Country (US$ Million): 2018 VS 2022 VS 2029

    Table 35. Europe AI & Machine Learning Operationalization Software Market Size by Country (2018-2023) & (US$ Million)

    Table 36. Europe AI & Machine Learning Operationalization Software Market Size by Country (2024-2029) & (US$ Million)

    Table 37. Asia-Pacific AI & Machine Learning Operationalization Software Market Size Growth Rate by Region (US$ Million): 2018 VS 2022 VS 2029

    Table 38. Asia-Pacific AI & Machine Learning Operationalization Software Market Size by Region (2018-2023) & (US$ Million)

    Table 39. Asia-Pacific AI & Machine Learning Operationalization Software Market Size by Region (2024-2029) & (US$ Million)

    Table 40. Latin America AI & Machine Learning Operationalization Software Market Size Growth Rate by Country (US$ Million): 2018 VS 2022 VS 2029

    Table 41. Latin America AI & Machine Learning Operationalization Software Market Size by Country (2018-2023) & (US$ Million)

    Table 42. Latin America AI & Machine Learning Operationalization Software Market Size by Country (2024-2029) & (US$ Million)

    Table 43. Middle East & Africa AI & Machine Learning Operationalization Software Market Size Growth Rate by Country (US$ Million): 2018 VS 2022 VS 2029

    Table 44. Middle East & Africa AI & Machine Learning Operationalization Software Market Size by Country (2018-2023) & (US$ Million)

    Table 45. Middle East & Africa AI & Machine Learning Operationalization Software Market Size by Country (2024-2029) & (US$ Million)

    Table 46. Algorithmia Company Detail

    Table 47. Algorithmia Business Overview

    Table 48. Algorithmia AI & Machine Learning Operationalization Software Product

    Table 49. Algorithmia Revenue in AI & Machine Learning Operationalization Software Business (2018-2023) & (US$ Million)

    Table 50. Algorithmia Recent Development

    Table 51. Spell Company Detail

    Table 52. Spell Business Overview

    Table 53. Spell AI & Machine Learning Operationalization Software Product

    Table 54. Spell Revenue in AI & Machine Learning Operationalization Software Business (2018-2023) & (US$ Million)

    Table 55. Spell Recent Development

    Table 56. Valohai Ltd Company Detail

    Table 57. Valohai Ltd Business Overview

    Table 58. Valohai Ltd AI & Machine Learning Operationalization Software Product

    Table 59. Valohai Ltd Revenue in AI & Machine Learning Operationalization Software Business (2018-2023) & (US$ Million)

    Table 60. Valohai Ltd Recent Development

    Table 61. 5Analytics Company Detail

    Table 62. 5Analytics Business Overview

    Table 63. 5Analytics AI & Machine Learning Operationalization Software Product

    Table 64. 5Analytics Revenue in AI & Machine Learning Operationalization Software Business (2018-2023) & (US$ Million)

    Table 65. 5Analytics Recent Development

    Table 66. Cognitivescale Company Detail

    Table 67. Cognitivescale Business Overview

    Table 68. Cognitivescale AI & Machine Learning Operationalization Software Product

    Table 69. Cognitivescale Revenue in AI & Machine Learning Operationalization Software Business (2018-2023) & (US$ Million)

    Table 70. Cognitivescale Recent Development

    Table 71. Datatron Technologies Company Detail

    Table 72. Datatron Technologies Business Overview

    Table 73. Datatron Technologies AI & Machine Learning Operationalization Software Product

    Table 74. Datatron Technologies Revenue in AI & Machine Learning Operationalization Software Business (2018-2023) & (US$ Million)

    Table 75. Datatron Technologies Recent Development

    Table 76. Acusense Technologies Company Detail

    Table 77. Acusense Technologies Business Overview

    Table 78. Acusense Technologies AI & Machine Learning Operationalization Software Product

    Table 79. Acusense Technologies Revenue in AI & Machine Learning Operationalization Software Business (2018-2023) & (US$ Million)

    Table 80. Acusense Technologies Recent Development

    Table 81. Determined AI Company Detail

    Table 82. Determined AI Business Overview

    Table 83. Determined AI AI & Machine Learning Operationalization Software Product

    Table 84. Determined AI Revenue in AI & Machine Learning Operationalization Software Business (2018-2023) & (US$ Million)

    Table 85. Determined AI Recent Development

    Table 86. DreamQuark Company Detail

    Table 87. DreamQuark Business Overview

    Table 88. DreamQuark AI & Machine Learning Operationalization Software Product

    Table 89. DreamQuark Revenue in AI & Machine Learning Operationalization Software Business (2018-2023) & (US$ Million)

    Table 90. DreamQuark Recent Development

    Table 91. Logical Clocks Company Detail

    Table 92. Logical Clocks Business Overview

    Table 93. Logical Clocks AI & Machine Learning Operationalization Software Product

    Table 94. Logical Clocks Revenue in AI & Machine Learning Operationalization Software Business (2018-2023) & (US$ Million)

    Table 95. Logical Clocks Recent Development

    Table 96. IBM Company Detail

    Table 97. IBM Business Overview

    Table 98. IBM AI & Machine Learning Operationalization Software Product

    Table 99. IBM Revenue in AI & Machine Learning Operationalization Software Business (2018-2023) & (US$ Million)

    Table 100. IBM Recent Development

    Table 101. Imandra Company Detail

    Table 102. Imandra Business Overview

    Table 103. Imandra AI & Machine Learning Operationalization Software Product

    Table 104. Imandra Revenue in AI & Machine Learning Operationalization Software Business (2018-2023) & (US$ Million)

    Table 105. Imandra Recent Development

    Table 106. Iterative Company Detail

    Table 107. Iterative Business Overview

    Table 108. Iterative AI & Machine Learning Operationalization Software Product

    Table 109. Iterative Revenue in AI & Machine Learning Operationalization Software Business (2018-2023) & (US$ Million)

    Table 110. Iterative Recent Development

    Table 111. Databricks Company Detail

    Table 112. Databricks Business Overview

    Table 113. Databricks AI & Machine Learning Operationalization Software Product

    Table 114. Databricks Revenue in AI & Machine Learning Operationalization Software Business (2018-2023) & (US$ Million)

    Table 115. Databricks Recent Development

    Table 116. ParallelM Company Detail

    Table 117. ParallelM Business Overview

    Table 118. ParallelM AI & Machine Learning Operationalization Software Product

    Table 119. ParallelM Revenue in AI & Machine Learning Operationalization Software Business (2018-2023) & (US$ Million)

    Table 120. ParallelM Recent Development

    Table 121. MLPerf Company Detail

    Table 122. MLPerf Business Overview

    Table 123. MLPerf AI & Machine Learning Operationalization Software Product

    Table 124. MLPerf Revenue in AI & Machine Learning Operationalization Software Business (2018-2023) & (US$ Million)

    Table 125. MLPerf Recent Development

    Table 126. Neptune Labs Company Detail

    Table 127. Neptune Labs Business Overview

    Table 128. Neptune Labs AI & Machine Learning Operationalization Software Product

    Table 129. Neptune Labs Revenue in AI & Machine Learning Operationalization Software Business (2018-2023) & (US$ Million)

    Table 130. Neptune Labs Recent Development

    Table 131. Numericcal Company Detail

    Table 132. Numericcal Business Overview

    Table 133. Numericcal AI & Machine Learning Operationalization Software Product

    Table 134. Numericcal Revenue in AI & Machine Learning Operationalization Software Business (2018-2023) & (US$ Million)

    Table 135. Numericcal Recent Development

    Table 136. Peltarion Company Detail

    Table 137. Peltarion Business Overview

    Table 138. Peltarion AI & Machine Learning Operationalization Software Product

    Table 139. Peltarion Revenue in AI & Machine Learning Operationalization Software Business (2018-2023) & (US$ Million)

    Table 140. Peltarion Recent Development

    Table 141. Weights & Biases Company Detail

    Table 142. Weights & Biases Business Overview

    Table 143. Weights & Biases AI & Machine Learning Operationalization Software Product

    Table 144. Weights & Biases Revenue in AI & Machine Learning Operationalization Software Business (2018-2023) & (US$ Million)

    Table 145. Weights & Biases Recent Development

    Table 146. WidgetBrain Company Detail

    Table 147. WidgetBrain Business Overview

    Table 148. WidgetBrain AI & Machine Learning Operationalization Software Product

    Table 149. WidgetBrain Revenue in AI & Machine Learning Operationalization Software Business (2018-2023) & (US$ Million)

    Table 150. WidgetBrain Recent Development

    Table 151. Research Programs/Design for This Report

    Table 152. Key Data Information from Secondary Sources

    Table 153. Key Data Information from Primary Sources

List of Figures

    Figure 1. Global AI & Machine Learning Operationalization Software Market Size Comparison by Type (2023-2029) & (US$ Million)

    Figure 2. Global AI & Machine Learning Operationalization Software Market Share by Type: 2022 VS 2029

    Figure 3. Cloud-Based Features

    Figure 4. Web-Based Features

    Figure 5. Global AI & Machine Learning Operationalization Software Market Size Comparison by Application (2023-2029) & (US$ Million)

    Figure 6. Global AI & Machine Learning Operationalization Software Market Share by Application: 2022 VS 2029

    Figure 7. Large Enterprises Case Studies

    Figure 8. SMEs Case Studies

    Figure 9. AI & Machine Learning Operationalization Software Report Years Considered

    Figure 10. Global AI & Machine Learning Operationalization Software Market Size (US$ Million), Year-over-Year: 2018-2029

    Figure 11. Global AI & Machine Learning Operationalization Software Market Size, (US$ Million), 2018 VS 2022 VS 2029

    Figure 12. Global AI & Machine Learning Operationalization Software Market Share by Region: 2022 VS 2029

    Figure 13. Global AI & Machine Learning Operationalization Software Market Share by Players in 2022

    Figure 14. Global Top AI & Machine Learning Operationalization Software Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in AI & Machine Learning Operationalization Software as of 2022)

    Figure 15. The Top 10 and 5 Players Market Share by AI & Machine Learning Operationalization Software Revenue in 2022

    Figure 16. North America AI & Machine Learning Operationalization Software Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 17. North America AI & Machine Learning Operationalization Software Market Share by Country (2018-2029)

    Figure 18. United States AI & Machine Learning Operationalization Software Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 19. Canada AI & Machine Learning Operationalization Software Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 20. Europe AI & Machine Learning Operationalization Software Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 21. Europe AI & Machine Learning Operationalization Software Market Share by Country (2018-2029)

    Figure 22. Germany AI & Machine Learning Operationalization Software Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 23. France AI & Machine Learning Operationalization Software Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 24. U.K. AI & Machine Learning Operationalization Software Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 25. Italy AI & Machine Learning Operationalization Software Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 26. Russia AI & Machine Learning Operationalization Software Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 27. Nordic Countries AI & Machine Learning Operationalization Software Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 28. Asia-Pacific AI & Machine Learning Operationalization Software Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 29. Asia-Pacific AI & Machine Learning Operationalization Software Market Share by Region (2018-2029)

    Figure 30. China AI & Machine Learning Operationalization Software Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 31. Japan AI & Machine Learning Operationalization Software Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 32. South Korea AI & Machine Learning Operationalization Software Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 33. Southeast Asia AI & Machine Learning Operationalization Software Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 34. India AI & Machine Learning Operationalization Software Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 35. Australia AI & Machine Learning Operationalization Software Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 36. Latin America AI & Machine Learning Operationalization Software Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 37. Latin America AI & Machine Learning Operationalization Software Market Share by Country (2018-2029)

    Figure 38. Mexico AI & Machine Learning Operationalization Software Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 39. Brazil AI & Machine Learning Operationalization Software Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 40. Middle East & Africa AI & Machine Learning Operationalization Software Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 41. Middle East & Africa AI & Machine Learning Operationalization Software Market Share by Country (2018-2029)

    Figure 42. Turkey AI & Machine Learning Operationalization Software Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 43. Saudi Arabia AI & Machine Learning Operationalization Software Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 44. Algorithmia Revenue Growth Rate in AI & Machine Learning Operationalization Software Business (2018-2023)

    Figure 45. Spell Revenue Growth Rate in AI & Machine Learning Operationalization Software Business (2018-2023)

    Figure 46. Valohai Ltd Revenue Growth Rate in AI & Machine Learning Operationalization Software Business (2018-2023)

    Figure 47. 5Analytics Revenue Growth Rate in AI & Machine Learning Operationalization Software Business (2018-2023)

    Figure 48. Cognitivescale Revenue Growth Rate in AI & Machine Learning Operationalization Software Business (2018-2023)

    Figure 49. Datatron Technologies Revenue Growth Rate in AI & Machine Learning Operationalization Software Business (2018-2023)

    Figure 50. Acusense Technologies Revenue Growth Rate in AI & Machine Learning Operationalization Software Business (2018-2023)

    Figure 51. Determined AI Revenue Growth Rate in AI & Machine Learning Operationalization Software Business (2018-2023)

    Figure 52. DreamQuark Revenue Growth Rate in AI & Machine Learning Operationalization Software Business (2018-2023)

    Figure 53. Logical Clocks Revenue Growth Rate in AI & Machine Learning Operationalization Software Business (2018-2023)

    Figure 54. IBM Revenue Growth Rate in AI & Machine Learning Operationalization Software Business (2018-2023)

    Figure 55. Imandra Revenue Growth Rate in AI & Machine Learning Operationalization Software Business (2018-2023)

    Figure 56. Iterative Revenue Growth Rate in AI & Machine Learning Operationalization Software Business (2018-2023)

    Figure 57. Databricks Revenue Growth Rate in AI & Machine Learning Operationalization Software Business (2018-2023)

    Figure 58. ParallelM Revenue Growth Rate in AI & Machine Learning Operationalization Software Business (2018-2023)

    Figure 59. MLPerf Revenue Growth Rate in AI & Machine Learning Operationalization Software Business (2018-2023)

    Figure 60. Neptune Labs Revenue Growth Rate in AI & Machine Learning Operationalization Software Business (2018-2023)

    Figure 61. Numericcal Revenue Growth Rate in AI & Machine Learning Operationalization Software Business (2018-2023)

    Figure 62. Peltarion Revenue Growth Rate in AI & Machine Learning Operationalization Software Business (2018-2023)

    Figure 63. Weights & Biases Revenue Growth Rate in AI & Machine Learning Operationalization Software Business (2018-2023)

    Figure 64. WidgetBrain Revenue Growth Rate in AI & Machine Learning Operationalization Software Business (2018-2023)

    Figure 65. Bottom-up and Top-down Approaches for This Report

    Figure 66. Data Triangulation

    Figure 67. Key Executives Interviewed