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 latest research study released by Market IntelliX evaluates market size and forecasts of AI & Machine Learning Operationalization Tool in Global, including the following market information:

Global AI & Machine Learning Operationalization Tool Market Revenue, 2017-2022, 2023-2028, ($ millions)

Global top five companies in 2021 (%)

The global AI & Machine Learning Operationalization Tool market was valued at million in 2021 and is projected to reach US$ million by 2028, at a CAGR of % during the forecast period 2022-2028.

The U.S. Market is Estimated at $ Million in 2021, While China is Forecast to Reach $ Million by 2028.

Cloud-Based Segment to Reach $ Million by 2028, with a % CAGR in next six years.

The global key manufacturers of AI & Machine Learning Operationalization Tool include Algorithmia, Spell, Valohai Ltd, 5Analytics, Cognitivescale, Datatron Technologies, Acusense Technologies, Determined AI and DreamQuark, etc. In 2021, the global top five players have a share approximately % in terms of revenue.

MI has surveyed the AI & Machine Learning Operationalization Tool companies, and industry experts on this industry, involving the revenue, demand, product type, recent developments and plans, industry trends, drivers, challenges, obstacles, and potential risks.

Market Segmentations:

Global AI & Machine Learning Operationalization Tool Market, by Type, 2017-2022, 2023-2028 ($ millions)

Global AI & Machine Learning Operationalization Tool Market Segment Percentages, by Type, 2021 (%)

Cloud-Based

Web-Based

Global AI & Machine Learning Operationalization Tool Market, by Application, 2017-2022, 2023-2028 ($ millions)

Global AI & Machine Learning Operationalization Tool Market Segment Percentages, by Application, 2021 (%)

Large Enterprises

SMEs

Global AI & Machine Learning Operationalization Tool Market, By Region and Country, 2017-2022, 2023-2028 ($ Millions)

Global AI & Machine Learning Operationalization Tool Market Segment Percentages, By Region and Country, 2021 (%)

North America

US

Canada

Mexico

Europe

Germany

France

U.K.

Italy

Russia

Nordic Countries

Benelux

Rest of Europe

Asia

China

Japan

South Korea

Southeast Asia

India

Rest of Asia

South America

Brazil

Argentina

Rest of South America

Middle East & Africa

Turkey

Israel

Saudi Arabia

UAE

Rest of Middle East & Africa

Competitor Analysis

The report also provides analysis of leading market participants including:

Key companies AI & Machine Learning Operationalization Tool revenues in global market, 2017-2022 (estimated), ($ millions)

Key companies AI & Machine Learning Operationalization Tool revenues share in global market, 2021 (%)

The report presents profiles of competitors in the market, Some of the prominent key players covered:

Algorithmia

Spell

Valohai Ltd

5Analytics

Cognitivescale

Datatron Technologies

Acusense Technologies

Determined AI

DreamQuark

Logical Clocks

IBM

Imandra

Iterative

Databricks

ParallelM

MLPerf

Neptune Labs

Numericcal

Peltarion

Weights & Biases

WidgetBrain

Key Takeaways from this Report

Evaluate market potential through analyzing growth rates (CAGR %), Volume (Units) and Value ($M) data given at country level – for product types, end use applications and by different industry verticals.

Understand the different dynamics influencing the market – key driving factors, challenges and hidden opportunities.

Get in-depth insights on your competitor performance – market shares, strategies, financial benchmarking, product benchmarking, SWOT and more.

Analyze the sales and distribution channels across key geographies to improve top-line revenues.

Understand the industry supply chain with a deep-dive on the value augmentation at each step, in order to optimize value and bring efficiencies in your processes.

Get a quick outlook on the market entropy – M&A’s, deals, partnerships, product launches of all key players for the past 4 years.

Evaluate the supply-demand gaps, import-export statistics and regulatory landscape for more than top 20 countries globally for the market.

1 Introduction to Research & Analysis Reports

1.1 AI & Machine Learning Operationalization Tool Market Definition

1.2 Market Segments

1.2.1 Market by Type

1.2.2 Market by Application

1.3 Global AI & Machine Learning Operationalization Tool Market Overview

1.4 Features & Benefits of This Report

1.5 Methodology & Sources of Information

1.5.1 Research Methodology

1.5.2 Research Process

1.5.3 Base Year

1.5.4 Report Assumptions & Caveats

2 Global AI & Machine Learning Operationalization Tool Overall Market Size

2.1 Global AI & Machine Learning Operationalization Tool Market Size: 2021 VS 2028

2.2 Global AI & Machine Learning Operationalization Tool Market Size, Prospects & Forecasts: 2017-2028

2.3 Key Market Trends, Opportunity, Drivers and Restraints

2.3.1 Market Opportunities & Trends

2.3.2 Market Drivers

2.3.3 Market Restraints

3 Company Landscape

3.1 Top AI & Machine Learning Operationalization Tool Players in Global Market

3.2 Top Global AI & Machine Learning Operationalization Tool Companies Ranked by Revenue

3.3 Global AI & Machine Learning Operationalization Tool Revenue by Companies

3.4 Top 3 and Top 5 AI & Machine Learning Operationalization Tool Companies in Global Market, by Revenue in 2021

3.5 Global Companies AI & Machine Learning Operationalization Tool Product Type

3.6 Tier 1, Tier 2 and Tier 3 AI & Machine Learning Operationalization Tool Players in Global Market

3.6.1 List of Global Tier 1 AI & Machine Learning Operationalization Tool Companies

3.6.2 List of Global Tier 2 and Tier 3 AI & Machine Learning Operationalization Tool Companies

4 Market Sights by Product

4.1 Overview

4.1.1 by Type - Global AI & Machine Learning Operationalization Tool Market Size Markets, 2021 & 2028

4.1.2 Cloud-Based

4.1.3 Web-Based

4.2 By Type - Global AI & Machine Learning Operationalization Tool Revenue & Forecasts

4.2.1 By Type - Global AI & Machine Learning Operationalization Tool Revenue, 2017-2022

4.2.2 By Type - Global AI & Machine Learning Operationalization Tool Revenue, 2023-2028

4.2.3 By Type - Global AI & Machine Learning Operationalization Tool Revenue Market Share, 2017-2028

5 Sights by Application

5.1 Overview

5.1.1 By Application - Global AI & Machine Learning Operationalization Tool Market Size, 2021 & 2028

5.1.2 Large Enterprises

5.1.3 SMEs

5.2 By Application - Global AI & Machine Learning Operationalization Tool Revenue & Forecasts

5.2.1 By Application - Global AI & Machine Learning Operationalization Tool Revenue, 2017-2022

5.2.2 By Application - Global AI & Machine Learning Operationalization Tool Revenue, 2023-2028

5.2.3 By Application - Global AI & Machine Learning Operationalization Tool Revenue Market Share, 2017-2028

6 Sights by Region

6.1 By Region - Global AI & Machine Learning Operationalization Tool Market Size, 2021 & 2028

6.2 By Region - Global AI & Machine Learning Operationalization Tool Revenue & Forecasts

6.2.1 By Region - Global AI & Machine Learning Operationalization Tool Revenue, 2017-2022

6.2.2 By Region - Global AI & Machine Learning Operationalization Tool Revenue, 2023-2028

6.2.3 By Region - Global AI & Machine Learning Operationalization Tool Revenue Market Share, 2017-2028

6.3 North America

6.3.1 By Country - North America AI & Machine Learning Operationalization Tool Revenue, 2017-2028

6.3.2 US AI & Machine Learning Operationalization Tool Market Size, 2017-2028

6.3.3 Canada AI & Machine Learning Operationalization Tool Market Size, 2017-2028

6.3.4 Mexico AI & Machine Learning Operationalization Tool Market Size, 2017-2028

6.4 Europe

6.4.1 By Country - Europe AI & Machine Learning Operationalization Tool Revenue, 2017-2028

6.4.2 Germany AI & Machine Learning Operationalization Tool Market Size, 2017-2028

6.4.3 France AI & Machine Learning Operationalization Tool Market Size, 2017-2028

6.4.4 U.K. AI & Machine Learning Operationalization Tool Market Size, 2017-2028

6.4.5 Italy AI & Machine Learning Operationalization Tool Market Size, 2017-2028

6.4.6 Russia AI & Machine Learning Operationalization Tool Market Size, 2017-2028

6.4.7 Nordic Countries AI & Machine Learning Operationalization Tool Market Size, 2017-2028

6.4.8 Benelux AI & Machine Learning Operationalization Tool Market Size, 2017-2028

6.5 Asia

6.5.1 By Region - Asia AI & Machine Learning Operationalization Tool Revenue, 2017-2028

6.5.2 China AI & Machine Learning Operationalization Tool Market Size, 2017-2028

6.5.3 Japan AI & Machine Learning Operationalization Tool Market Size, 2017-2028

6.5.4 South Korea AI & Machine Learning Operationalization Tool Market Size, 2017-2028

6.5.5 Southeast Asia AI & Machine Learning Operationalization Tool Market Size, 2017-2028

6.5.6 India AI & Machine Learning Operationalization Tool Market Size, 2017-2028

6.6 South America

6.6.1 By Country - South America AI & Machine Learning Operationalization Tool Revenue, 2017-2028

6.6.2 Brazil AI & Machine Learning Operationalization Tool Market Size, 2017-2028

6.6.3 Argentina AI & Machine Learning Operationalization Tool Market Size, 2017-2028

6.7 Middle East & Africa

6.7.1 By Country - Middle East & Africa AI & Machine Learning Operationalization Tool Revenue, 2017-2028

6.7.2 Turkey AI & Machine Learning Operationalization Tool Market Size, 2017-2028

6.7.3 Israel AI & Machine Learning Operationalization Tool Market Size, 2017-2028

6.7.4 Saudi Arabia AI & Machine Learning Operationalization Tool Market Size, 2017-2028

6.7.5 UAE AI & Machine Learning Operationalization Tool Market Size, 2017-2028

7 Players Profiles

7.1 Algorithmia

7.1.1 Algorithmia Corporate Summary

7.1.2 Algorithmia Business Overview

7.1.3 Algorithmia AI & Machine Learning Operationalization Tool Major Product Offerings

7.1.4 Algorithmia AI & Machine Learning Operationalization Tool Revenue in Global Market (2017-2022)

7.1.5 Algorithmia Key News

7.2 Spell

7.2.1 Spell Corporate Summary

7.2.2 Spell Business Overview

7.2.3 Spell AI & Machine Learning Operationalization Tool Major Product Offerings

7.2.4 Spell AI & Machine Learning Operationalization Tool Revenue in Global Market (2017-2022)

7.2.5 Spell Key News

7.3 Valohai Ltd

7.3.1 Valohai Ltd Corporate Summary

7.3.2 Valohai Ltd Business Overview

7.3.3 Valohai Ltd AI & Machine Learning Operationalization Tool Major Product Offerings

7.3.4 Valohai Ltd AI & Machine Learning Operationalization Tool Revenue in Global Market (2017-2022)

7.3.5 Valohai Ltd Key News

7.4 5Analytics

7.4.1 5Analytics Corporate Summary

7.4.2 5Analytics Business Overview

7.4.3 5Analytics AI & Machine Learning Operationalization Tool Major Product Offerings

7.4.4 5Analytics AI & Machine Learning Operationalization Tool Revenue in Global Market (2017-2022)

7.4.5 5Analytics Key News

7.5 Cognitivescale

7.5.1 Cognitivescale Corporate Summary

7.5.2 Cognitivescale Business Overview

7.5.3 Cognitivescale AI & Machine Learning Operationalization Tool Major Product Offerings

7.5.4 Cognitivescale AI & Machine Learning Operationalization Tool Revenue in Global Market (2017-2022)

7.5.5 Cognitivescale Key News

7.6 Datatron Technologies

7.6.1 Datatron Technologies Corporate Summary

7.6.2 Datatron Technologies Business Overview

7.6.3 Datatron Technologies AI & Machine Learning Operationalization Tool Major Product Offerings

7.6.4 Datatron Technologies AI & Machine Learning Operationalization Tool Revenue in Global Market (2017-2022)

7.6.5 Datatron Technologies Key News

7.7 Acusense Technologies

7.7.1 Acusense Technologies Corporate Summary

7.7.2 Acusense Technologies Business Overview

7.7.3 Acusense Technologies AI & Machine Learning Operationalization Tool Major Product Offerings

7.7.4 Acusense Technologies AI & Machine Learning Operationalization Tool Revenue in Global Market (2017-2022)

7.7.5 Acusense Technologies Key News

7.8 Determined AI

7.8.1 Determined AI Corporate Summary

7.8.2 Determined AI Business Overview

7.8.3 Determined AI AI & Machine Learning Operationalization Tool Major Product Offerings

7.8.4 Determined AI AI & Machine Learning Operationalization Tool Revenue in Global Market (2017-2022)

7.8.5 Determined AI Key News

7.9 DreamQuark

7.9.1 DreamQuark Corporate Summary

7.9.2 DreamQuark Business Overview

7.9.3 DreamQuark AI & Machine Learning Operationalization Tool Major Product Offerings

7.9.4 DreamQuark AI & Machine Learning Operationalization Tool Revenue in Global Market (2017-2022)

7.9.5 DreamQuark Key News

7.10 Logical Clocks

7.10.1 Logical Clocks Corporate Summary

7.10.2 Logical Clocks Business Overview

7.10.3 Logical Clocks AI & Machine Learning Operationalization Tool Major Product Offerings

7.10.4 Logical Clocks AI & Machine Learning Operationalization Tool Revenue in Global Market (2017-2022)

7.10.5 Logical Clocks Key News

7.11 IBM

7.11.1 IBM Corporate Summary

7.11.2 IBM Business Overview

7.11.3 IBM AI & Machine Learning Operationalization Tool Major Product Offerings

7.11.4 IBM AI & Machine Learning Operationalization Tool Revenue in Global Market (2017-2022)

7.11.5 IBM Key News

7.12 Imandra

7.12.1 Imandra Corporate Summary

7.12.2 Imandra Business Overview

7.12.3 Imandra AI & Machine Learning Operationalization Tool Major Product Offerings

7.12.4 Imandra AI & Machine Learning Operationalization Tool Revenue in Global Market (2017-2022)

7.12.5 Imandra Key News

7.13 Iterative

7.13.1 Iterative Corporate Summary

7.13.2 Iterative Business Overview

7.13.3 Iterative AI & Machine Learning Operationalization Tool Major Product Offerings

7.13.4 Iterative AI & Machine Learning Operationalization Tool Revenue in Global Market (2017-2022)

7.13.5 Iterative Key News

7.14 Databricks

7.14.1 Databricks Corporate Summary

7.14.2 Databricks Business Overview

7.14.3 Databricks AI & Machine Learning Operationalization Tool Major Product Offerings

7.14.4 Databricks AI & Machine Learning Operationalization Tool Revenue in Global Market (2017-2022)

7.14.5 Databricks Key News

7.15 ParallelM

7.15.1 ParallelM Corporate Summary

7.15.2 ParallelM Business Overview

7.15.3 ParallelM AI & Machine Learning Operationalization Tool Major Product Offerings

7.15.4 ParallelM AI & Machine Learning Operationalization Tool Revenue in Global Market (2017-2022)

7.15.5 ParallelM Key News

7.16 MLPerf

7.16.1 MLPerf Corporate Summary

7.16.2 MLPerf Business Overview

7.16.3 MLPerf AI & Machine Learning Operationalization Tool Major Product Offerings

7.16.4 MLPerf AI & Machine Learning Operationalization Tool Revenue in Global Market (2017-2022)

7.16.5 MLPerf Key News

7.17 Neptune Labs

7.17.1 Neptune Labs Corporate Summary

7.17.2 Neptune Labs Business Overview

7.17.3 Neptune Labs AI & Machine Learning Operationalization Tool Major Product Offerings

7.17.4 Neptune Labs AI & Machine Learning Operationalization Tool Revenue in Global Market (2017-2022)

7.17.5 Neptune Labs Key News

7.18 Numericcal

7.18.1 Numericcal Corporate Summary

7.18.2 Numericcal Business Overview

7.18.3 Numericcal AI & Machine Learning Operationalization Tool Major Product Offerings

7.18.4 Numericcal AI & Machine Learning Operationalization Tool Revenue in Global Market (2017-2022)

7.18.5 Numericcal Key News

7.19 Peltarion

7.19.1 Peltarion Corporate Summary

7.19.2 Peltarion Business Overview

7.19.3 Peltarion AI & Machine Learning Operationalization Tool Major Product Offerings

7.19.4 Peltarion AI & Machine Learning Operationalization Tool Revenue in Global Market (2017-2022)

7.19.5 Peltarion Key News

7.20 Weights & Biases

7.20.1 Weights & Biases Corporate Summary

7.20.2 Weights & Biases Business Overview

7.20.3 Weights & Biases AI & Machine Learning Operationalization Tool Major Product Offerings

7.20.4 Weights & Biases AI & Machine Learning Operationalization Tool Revenue in Global Market (2017-2022)

7.20.5 Weights & Biases Key News

7.21 WidgetBrain

7.21.1 WidgetBrain Corporate Summary

7.21.2 WidgetBrain Business Overview

7.21.3 WidgetBrain AI & Machine Learning Operationalization Tool Major Product Offerings

7.21.4 WidgetBrain AI & Machine Learning Operationalization Tool Revenue in Global Market (2017-2022)

7.21.5 WidgetBrain Key News

8 Conclusion

9 Appendix

9.1 Note

9.2 Examples of Clients

9.3 Disclaimer

List of Tables

Table 1. AI & Machine Learning Operationalization Tool Market Opportunities & Trends in Global Market

Table 2. AI & Machine Learning Operationalization Tool Market Drivers in Global Market

Table 3. AI & Machine Learning Operationalization Tool Market Restraints in Global Market

Table 4. Key Players of AI & Machine Learning Operationalization Tool in Global Market

Table 5. Top AI & Machine Learning Operationalization Tool Players in Global Market, Ranking by Revenue (2021)

Table 6. Global AI & Machine Learning Operationalization Tool Revenue by Companies, (US$, Mn), 2017-2022

Table 7. Global AI & Machine Learning Operationalization Tool Revenue Share by Companies, 2017-2022

Table 8. Global Companies AI & Machine Learning Operationalization Tool Product Type

Table 9. List of Global Tier 1 AI & Machine Learning Operationalization Tool Companies, Revenue (US$, Mn) in 2021 and Market Share

Table 10. List of Global Tier 2 and Tier 3 AI & Machine Learning Operationalization Tool Companies, Revenue (US$, Mn) in 2021 and Market Share

Table 11. By Type – Global AI & Machine Learning Operationalization Tool Revenue, (US$, Mn), 2021 & 2028

Table 12. By Type - AI & Machine Learning Operationalization Tool Revenue in Global (US$, Mn), 2017-2022

Table 13. By Type - AI & Machine Learning Operationalization Tool Revenue in Global (US$, Mn), 2023-2028

Table 14. By Application – Global AI & Machine Learning Operationalization Tool Revenue, (US$, Mn), 2021 & 2028

Table 15. By Application - AI & Machine Learning Operationalization Tool Revenue in Global (US$, Mn), 2017-2022

Table 16. By Application - AI & Machine Learning Operationalization Tool Revenue in Global (US$, Mn), 2023-2028

Table 17. By Region – Global AI & Machine Learning Operationalization Tool Revenue, (US$, Mn), 2021 & 2028

Table 18. By Region - Global AI & Machine Learning Operationalization Tool Revenue (US$, Mn), 2017-2022

Table 19. By Region - Global AI & Machine Learning Operationalization Tool Revenue (US$, Mn), 2023-2028

Table 20. By Country - North America AI & Machine Learning Operationalization Tool Revenue, (US$, Mn), 2017-2022

Table 21. By Country - North America AI & Machine Learning Operationalization Tool Revenue, (US$, Mn), 2023-2028

Table 22. By Country - Europe AI & Machine Learning Operationalization Tool Revenue, (US$, Mn), 2017-2022

Table 23. By Country - Europe AI & Machine Learning Operationalization Tool Revenue, (US$, Mn), 2023-2028

Table 24. By Region - Asia AI & Machine Learning Operationalization Tool Revenue, (US$, Mn), 2017-2022

Table 25. By Region - Asia AI & Machine Learning Operationalization Tool Revenue, (US$, Mn), 2023-2028

Table 26. By Country - South America AI & Machine Learning Operationalization Tool Revenue, (US$, Mn), 2017-2022

Table 27. By Country - South America AI & Machine Learning Operationalization Tool Revenue, (US$, Mn), 2023-2028

Table 28. By Country - Middle East & Africa AI & Machine Learning Operationalization Tool Revenue, (US$, Mn), 2017-2022

Table 29. By Country - Middle East & Africa AI & Machine Learning Operationalization Tool Revenue, (US$, Mn), 2023-2028

Table 30. Algorithmia Corporate Summary

Table 31. Algorithmia AI & Machine Learning Operationalization Tool Product Offerings

Table 32. Algorithmia AI & Machine Learning Operationalization Tool Revenue (US$, Mn), (2017-2022)

Table 33. Spell Corporate Summary

Table 34. Spell AI & Machine Learning Operationalization Tool Product Offerings

Table 35. Spell AI & Machine Learning Operationalization Tool Revenue (US$, Mn), (2017-2022)

Table 36. Valohai Ltd Corporate Summary

Table 37. Valohai Ltd AI & Machine Learning Operationalization Tool Product Offerings

Table 38. Valohai Ltd AI & Machine Learning Operationalization Tool Revenue (US$, Mn), (2017-2022)

Table 39. 5Analytics Corporate Summary

Table 40. 5Analytics AI & Machine Learning Operationalization Tool Product Offerings

Table 41. 5Analytics AI & Machine Learning Operationalization Tool Revenue (US$, Mn), (2017-2022)

Table 42. Cognitivescale Corporate Summary

Table 43. Cognitivescale AI & Machine Learning Operationalization Tool Product Offerings

Table 44. Cognitivescale AI & Machine Learning Operationalization Tool Revenue (US$, Mn), (2017-2022)

Table 45. Datatron Technologies Corporate Summary

Table 46. Datatron Technologies AI & Machine Learning Operationalization Tool Product Offerings

Table 47. Datatron Technologies AI & Machine Learning Operationalization Tool Revenue (US$, Mn), (2017-2022)

Table 48. Acusense Technologies Corporate Summary

Table 49. Acusense Technologies AI & Machine Learning Operationalization Tool Product Offerings

Table 50. Acusense Technologies AI & Machine Learning Operationalization Tool Revenue (US$, Mn), (2017-2022)

Table 51. Determined AI Corporate Summary

Table 52. Determined AI AI & Machine Learning Operationalization Tool Product Offerings

Table 53. Determined AI AI & Machine Learning Operationalization Tool Revenue (US$, Mn), (2017-2022)

Table 54. DreamQuark Corporate Summary

Table 55. DreamQuark AI & Machine Learning Operationalization Tool Product Offerings

Table 56. DreamQuark AI & Machine Learning Operationalization Tool Revenue (US$, Mn), (2017-2022)

Table 57. Logical Clocks Corporate Summary

Table 58. Logical Clocks AI & Machine Learning Operationalization Tool Product Offerings

Table 59. Logical Clocks AI & Machine Learning Operationalization Tool Revenue (US$, Mn), (2017-2022)

Table 60. IBM Corporate Summary

Table 61. IBM AI & Machine Learning Operationalization Tool Product Offerings

Table 62. IBM AI & Machine Learning Operationalization Tool Revenue (US$, Mn), (2017-2022)

Table 63. Imandra Corporate Summary

Table 64. Imandra AI & Machine Learning Operationalization Tool Product Offerings

Table 65. Imandra AI & Machine Learning Operationalization Tool Revenue (US$, Mn), (2017-2022)

Table 66. Iterative Corporate Summary

Table 67. Iterative AI & Machine Learning Operationalization Tool Product Offerings

Table 68. Iterative AI & Machine Learning Operationalization Tool Revenue (US$, Mn), (2017-2022)

Table 69. Databricks Corporate Summary

Table 70. Databricks AI & Machine Learning Operationalization Tool Product Offerings

Table 71. Databricks AI & Machine Learning Operationalization Tool Revenue (US$, Mn), (2017-2022)

Table 72. ParallelM Corporate Summary

Table 73. ParallelM AI & Machine Learning Operationalization Tool Product Offerings

Table 74. ParallelM AI & Machine Learning Operationalization Tool Revenue (US$, Mn), (2017-2022)

Table 75. MLPerf Corporate Summary

Table 76. MLPerf AI & Machine Learning Operationalization Tool Product Offerings

Table 77. MLPerf AI & Machine Learning Operationalization Tool Revenue (US$, Mn), (2017-2022)

Table 78. Neptune Labs Corporate Summary

Table 79. Neptune Labs AI & Machine Learning Operationalization Tool Product Offerings

Table 80. Neptune Labs AI & Machine Learning Operationalization Tool Revenue (US$, Mn), (2017-2022)

Table 81. Numericcal Corporate Summary

Table 82. Numericcal AI & Machine Learning Operationalization Tool Product Offerings

Table 83. Numericcal AI & Machine Learning Operationalization Tool Revenue (US$, Mn), (2017-2022)

Table 84. Peltarion Corporate Summary

Table 85. Peltarion AI & Machine Learning Operationalization Tool Product Offerings

Table 86. Peltarion AI & Machine Learning Operationalization Tool Revenue (US$, Mn), (2017-2022)

Table 87. Weights & Biases Corporate Summary

Table 88. Weights & Biases AI & Machine Learning Operationalization Tool Product Offerings

Table 89. Weights & Biases AI & Machine Learning Operationalization Tool Revenue (US$, Mn), (2017-2022)

Table 90. WidgetBrain Corporate Summary

Table 91. WidgetBrain AI & Machine Learning Operationalization Tool Product Offerings

Table 92. WidgetBrain AI & Machine Learning Operationalization Tool Revenue (US$, Mn), (2017-2022)

List of Figures

Figure 1. AI & Machine Learning Operationalization Tool Segment by Type in 2021

Figure 2. AI & Machine Learning Operationalization Tool Segment by Application in 2021

Figure 3. Global AI & Machine Learning Operationalization Tool Market Overview: 2021

Figure 4. Key Caveats

Figure 5. Global AI & Machine Learning Operationalization Tool Market Size: 2021 VS 2028 (US$, Mn)

Figure 6. Global AI & Machine Learning Operationalization Tool Revenue, 2017-2028 (US$, Mn)

Figure 7. The Top 3 and 5 Players Market Share by AI & Machine Learning Operationalization Tool Revenue in 2021

Figure 8. By Type - Global AI & Machine Learning Operationalization Tool Revenue Market Share, 2017-2028

Figure 9. By Application - Global AI & Machine Learning Operationalization Tool Revenue Market Share, 2017-2028

Figure 10. By Region - Global AI & Machine Learning Operationalization Tool Revenue Market Share, 2017-2028

Figure 11. By Country - North America AI & Machine Learning Operationalization Tool Revenue Market Share, 2017-2028

Figure 12. US AI & Machine Learning Operationalization Tool Revenue, (US$, Mn), 2017-2028

Figure 13. Canada AI & Machine Learning Operationalization Tool Revenue, (US$, Mn), 2017-2028

Figure 14. Mexico AI & Machine Learning Operationalization Tool Revenue, (US$, Mn), 2017-2028

Figure 15. By Country - Europe AI & Machine Learning Operationalization Tool Revenue Market Share, 2017-2028

Figure 16. Germany AI & Machine Learning Operationalization Tool Revenue, (US$, Mn), 2017-2028

Figure 17. France AI & Machine Learning Operationalization Tool Revenue, (US$, Mn), 2017-2028

Figure 18. U.K. AI & Machine Learning Operationalization Tool Revenue, (US$, Mn), 2017-2028

Figure 19. Italy AI & Machine Learning Operationalization Tool Revenue, (US$, Mn), 2017-2028

Figure 20. Russia AI & Machine Learning Operationalization Tool Revenue, (US$, Mn), 2017-2028

Figure 21. Nordic Countries AI & Machine Learning Operationalization Tool Revenue, (US$, Mn), 2017-2028

Figure 22. Benelux AI & Machine Learning Operationalization Tool Revenue, (US$, Mn), 2017-2028

Figure 23. By Region - Asia AI & Machine Learning Operationalization Tool Revenue Market Share, 2017-2028

Figure 24. China AI & Machine Learning Operationalization Tool Revenue, (US$, Mn), 2017-2028

Figure 25. Japan AI & Machine Learning Operationalization Tool Revenue, (US$, Mn), 2017-2028

Figure 26. South Korea AI & Machine Learning Operationalization Tool Revenue, (US$, Mn), 2017-2028

Figure 27. Southeast Asia AI & Machine Learning Operationalization Tool Revenue, (US$, Mn), 2017-2028

Figure 28. India AI & Machine Learning Operationalization Tool Revenue, (US$, Mn), 2017-2028

Figure 29. By Country - South America AI & Machine Learning Operationalization Tool Revenue Market Share, 2017-2028

Figure 30. Brazil AI & Machine Learning Operationalization Tool Revenue, (US$, Mn), 2017-2028

Figure 31. Argentina AI & Machine Learning Operationalization Tool Revenue, (US$, Mn), 2017-2028

Figure 32. By Country - Middle East & Africa AI & Machine Learning Operationalization Tool Revenue Market Share, 2017-2028

Figure 33. Turkey AI & Machine Learning Operationalization Tool Revenue, (US$, Mn), 2017-2028

Figure 34. Israel AI & Machine Learning Operationalization Tool Revenue, (US$, Mn), 2017-2028

Figure 35. Saudi Arabia AI & Machine Learning Operationalization Tool Revenue, (US$, Mn), 2017-2028

Figure 36. UAE AI & Machine Learning Operationalization Tool Revenue, (US$, Mn), 2017-2028

Figure 37. Algorithmia AI & Machine Learning Operationalization Tool Revenue Year Over Year Growth (US$, Mn) & (2017-2022)

Figure 38. Spell AI & Machine Learning Operationalization Tool Revenue Year Over Year Growth (US$, Mn) & (2017-2022)

Figure 39. Valohai Ltd AI & Machine Learning Operationalization Tool Revenue Year Over Year Growth (US$, Mn) & (2017-2022)

Figure 40. 5Analytics AI & Machine Learning Operationalization Tool Revenue Year Over Year Growth (US$, Mn) & (2017-2022)

Figure 41. Cognitivescale AI & Machine Learning Operationalization Tool Revenue Year Over Year Growth (US$, Mn) & (2017-2022)

Figure 42. Datatron Technologies AI & Machine Learning Operationalization Tool Revenue Year Over Year Growth (US$, Mn) & (2017-2022)

Figure 43. Acusense Technologies AI & Machine Learning Operationalization Tool Revenue Year Over Year Growth (US$, Mn) & (2017-2022)

Figure 44. Determined AI AI & Machine Learning Operationalization Tool Revenue Year Over Year Growth (US$, Mn) & (2017-2022)

Figure 45. DreamQuark AI & Machine Learning Operationalization Tool Revenue Year Over Year Growth (US$, Mn) & (2017-2022)

Figure 46. Logical Clocks AI & Machine Learning Operationalization Tool Revenue Year Over Year Growth (US$, Mn) & (2017-2022)

Figure 47. IBM AI & Machine Learning Operationalization Tool Revenue Year Over Year Growth (US$, Mn) & (2017-2022)

Figure 48. Imandra AI & Machine Learning Operationalization Tool Revenue Year Over Year Growth (US$, Mn) & (2017-2022)

Figure 49. Iterative AI & Machine Learning Operationalization Tool Revenue Year Over Year Growth (US$, Mn) & (2017-2022)

Figure 50. Databricks AI & Machine Learning Operationalization Tool Revenue Year Over Year Growth (US$, Mn) & (2017-2022)

Figure 51. ParallelM AI & Machine Learning Operationalization Tool Revenue Year Over Year Growth (US$, Mn) & (2017-2022)

Figure 52. MLPerf AI & Machine Learning Operationalization Tool Revenue Year Over Year Growth (US$, Mn) & (2017-2022)

Figure 53. Neptune Labs AI & Machine Learning Operationalization Tool Revenue Year Over Year Growth (US$, Mn) & (2017-2022)

Figure 54. Numericcal AI & Machine Learning Operationalization Tool Revenue Year Over Year Growth (US$, Mn) & (2017-2022)

Figure 55. Peltarion AI & Machine Learning Operationalization Tool Revenue Year Over Year Growth (US$, Mn) & (2017-2022)

Figure 56. Weights & Biases AI & Machine Learning Operationalization Tool Revenue Year Over Year Growth (US$, Mn) & (2017-2022)

Figure 57. WidgetBrain AI & Machine Learning Operationalization Tool Revenue Year Over Year Growth (US$, Mn) & (2017-2022)

Methodology/Research Approach

This research study involved the extensive usage of both primary and secondary data sources. The research process involved the study of various factors affecting the industry, including the government policy, market environment, competitive landscape, historical data, present trends in the market, technological innovation, upcoming technologies and the technical progress in related industry, and market risks, opportunities, market barriers and challenges. The following illustrative figure shows the market research methodology applied in this report.

Research Programs/Design

Historical Data (2015-2019)	Industry Trends Competitive Landscape By Company Expansion Mergers and Acquisitions Market Segment by Type by Application By Regions/ Geography	Value Status and Outlook Value for Major Players Market Share Growth Rate Present Situation Analysis Value Market Share Growth Rate Present Situation Analysis
Influencing Factors	Market Environment Government Policy Technological Changes Market Risks	Market Drivers Growing Demand of Downstream Reduction in Cost
Market Forecast (2021-2026)	Overall Size by Type by Application By Regions/Geography	Key Data (Value) Market Share Growth Rate CAGR (2021-2026)

Market Size Estimation

Top-down and bottom-up approaches are used to validate the global Voluntary Carbon Offset market size market and estimate the market size for Company, regions segments, product segments and Application (end users).

The market estimations in this report are based on the marketed sale price of Voluntary Carbon Offset (excluding any discounts provided by the player, distributor, wholesaler or traders). The percentage splits, market share, and breakdowns of the product segments are derived on the basis of weights assigned to each of the segments on the basis of their utilization rate and average sale price. The regional splits of the overall Voluntary Carbon Offset market and its sub-segments are based on the percentage adoption or utilization of the given product in the respective region or country.

Major Company in the market is identified through secondary research and their market revenues determined through primary and secondary research. Secondary research included the research of the annual and financial reports of the top Company; whereas, primary research included extensive interviews of key opinion leaders and industry experts such as experienced front-line staff, directors, CEOs and marketing executives. The percentage splits, market share, Growth Rate and breakdowns of the product markets are determined through using secondary sources and verified through the primary sources.

All possible factors that influence the markets included in this research study have been accounted for, viewed in extensive detail, verified through primary research, and analyzed to get the final quantitative and qualitative data. The market size for top-level markets and sub-segments is normalized, and the effect of inflation, economic downturns, and regulatory & policy changes or other factors are not accounted for in the market forecast. This data is combined and added with detailed inputs and analysis from Market Intellix and presented in this report

The following figure shows an illustrative representation of the overall market size estimation process used for this study.

Market Breakdown and Data Triangulation

After complete market engineering with calculations for market statistics; market size estimations; market forecasting; market breakdown; and data triangulation, extensive primary research was conducted to gather information and verify and validate the critical numbers arrived at. In the complete market engineering process, both top-down and bottom-up approaches were extensively used, along with several data triangulation methods, to perform market estimation and market forecasting for the overall market segments and sub-segments listed in this report. Extensive qualitative and further quantitative analysis is also done from all the numbers arrived at in the complete market engineering process to list key information throughout the report.

Data Source

Secondary Sources

Secondary sources include such as press releases, annual reports, non-profit organizations, industry associations, governmental agencies and customs data, etc. This research study involves the usage of widespread secondary sources, directories, databases such as Bloomberg Business, Wind Info, Hoovers, Factiva (Dow Jones & Company), and TRADING ECONOMICS, and News Network, statista, Federal Reserve Economic Data, annual reports, BIS Statistics, ICIS; company house documents; CAS(American Chemical Society); investor presentations; and SEC filings of companies. Secondary research was used to identify and collect information useful for the extensive, technical, market-oriented, and Hospitals study of the Voluntary Carbon Offset market. It was also used to obtain important information about the top companies, market classification and segmentation according to industry trends to the bottom-most level, and key developments related to market and technology perspectives.

Market Size	Segmental value Geographic Penetration Product Adoption Rate for Different market	Journals, Websites, and Press Releases Annual Reports and SEC Filings Company Websites and Press Releases Public and Paid Databases Market Intellix Data Repository
Market Position of Top Company	Product Financials Geographic value Mix Total Company value Business/Segmental value Mix
Qualitative Analysis	Influence Factors Market Potential Market Risks and Opportunities Industry Trends Geographical Features Government Policies	Company Websites and Press Releases Public and Paid Databases Annual Reports Industry Associations Market Intellix Data Repository

Primary Sources

In the primary research process, various sources from both the supply and demand sides were interviewed to obtain qualitative and quantitative information for this report. The primary sources from the supply side include product Company (and their competitors), opinion leaders, industry experts, research institutions, distributors, dealer and traders, as well as the raw materials suppliers and producers, etc.

The primary sources from the demand side include industry experts such as business leaders, marketing and sales directors, technology and innovation directors, supply chain executive, end use (product buyers), and related key executives from various key companies and organizations operating in the global market.

Primary research was conducted to identify segmentation Type, product price range, product Application, key Company, raw materials supply and the downstream demand, industry status and outlook, and key market dynamics such as risks, influence factors, opportunities, market barriers, industry trends, and key player strategies.

Key Executives Interviewed

Key Data Information from Primary Sources

Primary Sources	Parameters	Key Data
Market Segments(by Application, by Type)	Value by Type Status and Forecast Value by Application Value by Regions, Status and Forecast (2021-2026)	Value Market Share by Type Value Growth Rate by Type Value by Application Percentage and Growth Rate by Application Value Growth Rate and Market Share by Regions Market Size Status and Forecast (2021-2026)
Total Market	Overall Size, Status and Forecast	Market Size Status and Forecast (2021-2026)