1 Study Coverage
   1.1 Artificial intelligence (AI) in Logistics Revenue in Artificial intelligence (AI) in Logistics Business (2021-2025) & (US$ Million) Introduction
   1.2 Global Artificial intelligence (AI) in Logistics Outlook 2021 VS 2025 VS 2031
       1.2.1 Global Artificial intelligence (AI) in Logistics Market Size for the Year 2025-2031
       1.2.2 Global Artificial intelligence (AI) in Logistics Market Size for the Year 2025-2031
   1.3 Artificial intelligence (AI) in Logistics Market Size, United States VS Global, 2021 VS 2025 VS 2031
       1.3.1 The Market Share of United States Artificial intelligence (AI) in Logistics in Global, 2021 VS 2025 VS 2031
       1.3.2 The Growth Rate of Artificial intelligence (AI) in Logistics Market Size, United States VS Global, 2021 VS 2025 VS 2031
   1.4 Artificial intelligence (AI) in Logistics Market Dynamics
       1.4.1 Artificial intelligence (AI) in Logistics Industry Trends
       1.4.2 Artificial intelligence (AI) in Logistics Market Drivers
       1.4.3 Artificial intelligence (AI) in Logistics Market Challenges
       1.4.4 Artificial intelligence (AI) in Logistics Market Restraints
   1.5 Study Objectives
   1.6 Years Considered
2 Artificial intelligence (AI) in Logistics by Type
   2.1 Artificial intelligence (AI) in Logistics Market Segment by Type
       2.1.1 Artificial neural networks
       2.1.2 Machine learning
       2.1.3 Other
   2.2 Global Artificial intelligence (AI) in Logistics Market Size by Type (2021, 2025 & 2031)
   2.3 Global Artificial intelligence (AI) in Logistics Market Size by Type (2025-2031)
   2.4 United States Artificial intelligence (AI) in Logistics Market Size by Type (2021, 2025 & 2031)
   2.5 United States Artificial intelligence (AI) in Logistics Market Size by Type (2025-2031)
3 Artificial intelligence (AI) in Logistics by Application
   3.1 Artificial intelligence (AI) in Logistics Market Segment by Application
       3.1.1 Nventory control and planning
       3.1.2 Transportation network design
       3.1.3 Purchasing and supply management
       3.1.4 Demand planning and forecasting
       3.1.5 Other
   3.2 Global Artificial intelligence (AI) in Logistics Market Size by Application (2021, 2025 & 2031)
   3.3 Global Artificial intelligence (AI) in Logistics Market Size by Application (2025-2031)
   3.4 United States Artificial intelligence (AI) in Logistics Market Size by Application (2021, 2025 & 2031)
   3.5 United States Artificial intelligence (AI) in Logistics Market Size by Application (2025-2031)
4 Global Artificial intelligence (AI) in Logistics Competitor Landscape by Company
   4.1 Global Artificial intelligence (AI) in Logistics Market Size by Company
       4.1.1 Top Global Artificial intelligence (AI) in Logistics Companies Ranked by Revenue (2025)
       4.1.2 Global Artificial intelligence (AI) in Logistics Revenue by Player (2021-2025)
   4.2 Global Artificial intelligence (AI) in Logistics Concentration Ratio (CR)
       4.2.1 Artificial intelligence (AI) in Logistics Market Concentration Ratio (CR) (2021-2025)
       4.2.2 Global Top 5 and Top 10 Largest Companies of Artificial intelligence (AI) in Logistics in 2021
       4.2.3 Global Artificial intelligence (AI) in Logistics Market Share by Company Type (Tier 1, Tier 2, and Tier 3)
   4.3 Global Artificial intelligence (AI) in Logistics Headquarters, Revenue in Artificial intelligence (AI) in Logistics Business (2021-2025) & (US$ Million) Type
       4.3.1 Global Artificial intelligence (AI) in Logistics Headquarters and Area Served
       4.3.2 Global Artificial intelligence (AI) in Logistics Companies Revenue in Artificial intelligence (AI) in Logistics Business (2021-2025) & (US$ Million) Type
       4.3.3 Date of International Companies Enter into Artificial intelligence (AI) in Logistics Market
   4.4 Companies Mergers & Acquisitions, Expansion Plans
   4.5 United States Artificial intelligence (AI) in Logistics Market Size by Company
       4.5.1 Top Artificial intelligence (AI) in Logistics Players in United States, Ranked by Revenue (2025)
       4.5.2 United States Artificial intelligence (AI) in Logistics Revenue by Players (2023, 2024 & 2025)
5 Global Artificial intelligence (AI) in Logistics Market Size by Region
   5.1 Global Artificial intelligence (AI) in Logistics Market Size by Region: 2021 VS 2025 VS 2031
   5.2 Global Artificial intelligence (AI) in Logistics Market Size by Region (2025-2031)
       5.2.1 Global Artificial intelligence (AI) in Logistics Market Size by Region: 2021-2025
       5.2.2 Global Artificial intelligence (AI) in Logistics Market Size by Region (2025-2031)
6 Segment in Region Level & Country Level
   6.1 North America
       6.1.1 North America Artificial intelligence (AI) in Logistics Market Size YoY Growth 2025-2031
       6.1.2 North America Artificial intelligence (AI) in Logistics Market Facts & Figures by Country (2021, 2025 & 2031)
       6.1.3 United States
       6.1.4 Canada
   6.2 Asia-Pacific
       6.2.1 Asia-Pacific Artificial intelligence (AI) in Logistics Market Size YoY Growth 2025-2031
       6.2.2 Asia-Pacific Artificial intelligence (AI) in Logistics Market Facts & Figures by Region (2021, 2025 & 2031)
       6.2.3 China
       6.2.4 Japan
       6.2.5 South Korea
       6.2.6 India
       6.2.7 Australia
       6.2.8 China Taiwan
       6.2.9 Indonesia
       6.2.10 Thailand
       6.2.11 Malaysia
   6.3 Europe
       6.3.1 Europe Artificial intelligence (AI) in Logistics Market Size YoY Growth 2025-2031
       6.3.2 Europe Artificial intelligence (AI) in Logistics Market Facts & Figures by Country (2021, 2025 & 2031)
       6.3.3 Germany
       6.3.4 France
       6.3.5 U.K.
       6.3.6 Italy
       6.3.7 Russia
   6.4 Latin America
       6.4.1 Latin America Artificial intelligence (AI) in Logistics Market Size YoY Growth 2025-2031
       6.4.2 Latin America Artificial intelligence (AI) in Logistics Market Facts & Figures by Country (2021, 2025 & 2031)
       6.4.3 Mexico
       6.4.4 Brazil
       6.4.5 Argentina
   6.5 Middle East and Africa
       6.5.1 Middle East and Africa Artificial intelligence (AI) in Logistics Market Size YoY Growth 2025-2031
       6.5.2 Middle East and Africa Artificial intelligence (AI) in Logistics Market Facts & Figures by Country (2021, 2025 & 2031)
       6.5.3 Turkey
       6.5.4 Saudi Arabia
       6.5.5 UAE
7 Company Profiles
   7.1 IBM
       7.1.1 IBM Company Details
       7.1.2 IBM Business Overview
       7.1.3 IBM Artificial intelligence (AI) in Logistics Introduction
       7.1.4 IBM Revenue in Artificial intelligence (AI) in Logistics Business (2021-2025)
       7.1.5 IBM Recent Development
   7.2 Google
       7.2.1 Google Company Details
       7.2.2 Google Business Overview
       7.2.3 Google Artificial intelligence (AI) in Logistics Introduction
       7.2.4 Google Revenue in Artificial intelligence (AI) in Logistics Business (2021-2025)
       7.2.5 Google Recent Development
   7.3 Microsoft Corporation
       7.3.1 Microsoft Corporation Company Details
       7.3.2 Microsoft Corporation Business Overview
       7.3.3 Microsoft Corporation Artificial intelligence (AI) in Logistics Introduction
       7.3.4 Microsoft Corporation Revenue in Artificial intelligence (AI) in Logistics Business (2021-2025)
       7.3.5 Microsoft Corporation Recent Development
   7.4 Amazon Web Services Inc
       7.4.1 Amazon Web Services Inc Company Details
       7.4.2 Amazon Web Services Inc Business Overview
       7.4.3 Amazon Web Services Inc Artificial intelligence (AI) in Logistics Introduction
       7.4.4 Amazon Web Services Inc Revenue in Artificial intelligence (AI) in Logistics Business (2021-2025)
       7.4.5 Amazon Web Services Inc Recent Development
   7.5 Oracle Corporation
       7.5.1 Oracle Corporation Company Details
       7.5.2 Oracle Corporation Business Overview
       7.5.3 Oracle Corporation Artificial intelligence (AI) in Logistics Introduction
       7.5.4 Oracle Corporation Revenue in Artificial intelligence (AI) in Logistics Business (2021-2025)
       7.5.5 Oracle Corporation Recent Development
   7.6 SAP
       7.6.1 SAP Company Details
       7.6.2 SAP Business Overview
       7.6.3 SAP Artificial intelligence (AI) in Logistics Introduction
       7.6.4 SAP Revenue in Artificial intelligence (AI) in Logistics Business (2021-2025)
       7.6.5 SAP Recent Development
   7.7 Facebook
       7.7.1 Facebook Company Details
       7.7.2 Facebook Business Overview
       7.7.3 Facebook Artificial intelligence (AI) in Logistics Introduction
       7.7.4 Facebook Revenue in Artificial intelligence (AI) in Logistics Business (2021-2025)
       7.7.5 Facebook Recent Development
   7.8 Alibaba
       7.8.1 Alibaba Company Details
       7.8.2 Alibaba Business Overview
       7.8.3 Alibaba Artificial intelligence (AI) in Logistics Introduction
       7.8.4 Alibaba Revenue in Artificial intelligence (AI) in Logistics Business (2021-2025)
       7.8.5 Alibaba Recent Development
   7.9 Baidu
       7.9.1 Baidu Company Details
       7.9.2 Baidu Business Overview
       7.9.3 Baidu Artificial intelligence (AI) in Logistics Introduction
       7.9.4 Baidu Revenue in Artificial intelligence (AI) in Logistics Business (2021-2025)
       7.9.5 Baidu Recent Development
8 Research Findings and Conclusion
9 Appendix
   9.1 Research Methodology
       9.1.1 Methodology/Research Approach
       9.1.2 Data Source
   9.2 Author Details
   9.3 Disclaimer

List of Tables
   Table 1. Artificial intelligence (AI) in Logistics Market Size United States VS Global, CAGR (2021 VS 2025 VS 2031)
   Table 2. Artificial intelligence (AI) in Logistics Market Trends
   Table 3. Artificial intelligence (AI) in Logistics Market Drivers
   Table 4. Artificial intelligence (AI) in Logistics Market Challenges
   Table 5. Artificial intelligence (AI) in Logistics Market Restraints
   Table 6. Global Artificial intelligence (AI) in Logistics Market Size by Type: 2021 VS 2025 VS 2031 (US$ Million)
   Table 7. United States Artificial intelligence (AI) in Logistics Market Size by Type: 2021 VS 2025 VS 2031 (US$ Million)
   Table 8. Global Artificial intelligence (AI) in Logistics Market Size by Application: 2021 VS 2025 VS 2031 (US$ Million)
   Table 9. United States Artificial intelligence (AI) in Logistics Market Size by Application: 2021 VS 2025 VS 2031 (US$ Million)
   Table 10. Top Artificial intelligence (AI) in Logistics Companies in Global Market, Ranking by Revenue (2021)
   Table 11. Global Artificial intelligence (AI) in Logistics Revenue by Player, (US$ Million), 2021-2025
   Table 12. Global Artificial intelligence (AI) in Logistics Revenue Share by Player, 2021-2025
   Table 13. Global Artificial intelligence (AI) in Logistics Companies Market Concentration Ratio (CR5 and HHI)
   Table 14. Global Artificial intelligence (AI) in Logistics by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Artificial intelligence (AI) in Logistics as of 2021)
   Table 15. Top Players of Artificial intelligence (AI) in Logistics in Global Market, Headquarters and Area Served
   Table 16. Companies Revenue in Artificial intelligence (AI) in Logistics Business (2021-2025) & (US$ Million) Type
   Table 17. Date of International Companies Enter into Artificial intelligence (AI) in Logistics Market
   Table 18. Companies Mergers & Acquisitions, Expansion Plans
   Table 19. Top Artificial intelligence (AI) in Logistics Players in United States Market, Ranking by Revenue (2021)
   Table 20. United States Artificial intelligence (AI) in Logistics Revenue by Players, (US$ Million), 2023, 2024 & 2025
   Table 21. United States Artificial intelligence (AI) in Logistics Revenue Share by Players, 2023, 2024 & 2025
   Table 22. Global Artificial intelligence (AI) in Logistics Market Size by Region (US$ Million): 2021 VS 2025 VS 2031
   Table 23. Global Artificial intelligence (AI) in Logistics Market Size by Region (2021-2025) & (US$ Million)
   Table 24. Global Artificial intelligence (AI) in Logistics Market Size Forecast by Region (2025-2031) & (US$ Million)
   Table 25. North America Artificial intelligence (AI) in Logistics Sales in Value by Country (2025-2031) & (US$ Million)
   Table 26. Asia Pacific Artificial intelligence (AI) in Logistics Sales in Value by Region (2025-2031) & (US$ Million)
   Table 27. Europe Artificial intelligence (AI) in Logistics Sales in Value by Country (2025-2031) & (US$ Million)
   Table 28. Latin Americaa Artificial intelligence (AI) in Logistics Sales in Value by Country (2025-2031) & (US$ Million)
   Table 29. Middle East and Africa Artificial intelligence (AI) in Logistics Sales in Value by Country (2025-2031) & (US$ Million)
   Table 30. IBM Company Details
   Table 31. IBM Business Overview
   Table 32. IBM Artificial intelligence (AI) in Logistics Product
   Table 33. IBM Revenue in Artificial intelligence (AI) in Logistics Business (2021-2025) & (US$ Million)
   Table 34. IBM Recent Development
   Table 35. Google Company Details
   Table 36. Google Business Overview
   Table 37. Google Artificial intelligence (AI) in Logistics Product
   Table 38. Google Revenue in Artificial intelligence (AI) in Logistics Business (2021-2025) & (US$ Million)
   Table 39. Google Recent Development
   Table 40. Microsoft Corporation Company Details
   Table 41. Microsoft Corporation Business Overview
   Table 42. Microsoft Corporation Artificial intelligence (AI) in Logistics Product
   Table 43. Microsoft Corporation Revenue in Artificial intelligence (AI) in Logistics Business (2021-2025) & (US$ Million)
   Table 44. Microsoft Corporation Recent Development
   Table 45. Amazon Web Services Inc Company Details
   Table 46. Amazon Web Services Inc Business Overview
   Table 47. Amazon Web Services Inc Artificial intelligence (AI) in Logistics Product
   Table 48. Amazon Web Services Inc Revenue in Artificial intelligence (AI) in Logistics Business (2021-2025) & (US$ Million)
   Table 49. Amazon Web Services Inc Recent Development
   Table 50. Oracle Corporation Company Details
   Table 51. Oracle Corporation Business Overview
   Table 52. Oracle Corporation Artificial intelligence (AI) in Logistics Product
   Table 53. Oracle Corporation Revenue in Artificial intelligence (AI) in Logistics Business (2021-2025) & (US$ Million)
   Table 54. Oracle Corporation Recent Development
   Table 55. SAP Company Details
   Table 56. SAP Business Overview
   Table 57. SAP Artificial intelligence (AI) in Logistics Product
   Table 58. SAP Revenue in Artificial intelligence (AI) in Logistics Business (2021-2025) & (US$ Million)
   Table 59. SAP Recent Development
   Table 60. Facebook Company Details
   Table 61. Facebook Business Overview
   Table 62. Facebook Artificial intelligence (AI) in Logistics Product
   Table 63. Facebook Revenue in Artificial intelligence (AI) in Logistics Business (2021-2025) & (US$ Million)
   Table 64. Facebook Recent Development
   Table 65. Alibaba Company Details
   Table 66. Alibaba Business Overview
   Table 67. Alibaba Artificial intelligence (AI) in Logistics Product
   Table 68. Alibaba Revenue in Artificial intelligence (AI) in Logistics Business (2021-2025) & (US$ Million)
   Table 69. Alibaba Recent Development
   Table 70. Baidu Company Details
   Table 71. Baidu Business Overview
   Table 72. Baidu Artificial intelligence (AI) in Logistics Product
   Table 73. Baidu Revenue in Artificial intelligence (AI) in Logistics Business (2021-2025) & (US$ Million)
   Table 74. Baidu Recent Development
   Table 75. Research Programs/Design for This Report
   Table 76. Key Data Information from Secondary Sources
   Table 77. Key Data Information from Primary Sources
List of Figures
   Figure 1. Artificial intelligence (AI) in Logistics Product Picture
   Figure 2. Global Artificial intelligence (AI) in Logistics Market Size, (US$ Million), 2021 VS 2025 VS 2031
   Figure 3. Global Artificial intelligence (AI) in Logistics Market Size 2025-2031 (US$ Million)
   Figure 4. United States Artificial intelligence (AI) in Logistics Market Size, (US$ Million), 2021 VS 2025 VS 2031
   Figure 5. United States Artificial intelligence (AI) in Logistics Market Size 2025-2031 (US$ Million)
   Figure 6. United States Artificial intelligence (AI) in Logistics Market Share in Global 2025-2031
   Figure 7. Artificial intelligence (AI) in Logistics Report Years Considered
   Figure 8. Product Picture of Artificial neural networks
   Figure 9. Product Picture of Machine learning
   Figure 10. Product Picture of Other
   Figure 11. Global Artificial intelligence (AI) in Logistics Market Share by Type in 2025 & 2031
   Figure 12. Global Artificial intelligence (AI) in Logistics Market Size by Type (2025-2031) & (US$ Million)
   Figure 13. Global Artificial intelligence (AI) in Logistics Market Share by Type (2025-2031)
   Figure 14. United States Artificial intelligence (AI) in Logistics Market Share by Type in 2025 & 2031
   Figure 15. United States Artificial intelligence (AI) in Logistics Market Size by Type (2025-2031) & (US$ Million)
   Figure 16. United States Artificial intelligence (AI) in Logistics Market Share by Type (2025-2031)
   Figure 17. Product Picture of Nventory control and planning
   Figure 18. Product Picture of Transportation network design
   Figure 19. Product Picture of Purchasing and supply management
   Figure 20. Product Picture of Demand planning and forecasting
   Figure 21. Product Picture of Other
   Figure 22. Global Artificial intelligence (AI) in Logistics Market Share by Application in 2025 & 2031
   Figure 23. Global Artificial intelligence (AI) in Logistics Market Size by Application (2025-2031) & (US$ Million)
   Figure 24. Global Artificial intelligence (AI) in Logistics Market Share by Application (2025-2031)
   Figure 25. United States Artificial intelligence (AI) in Logistics Market Share by Application in 2025 & 2031
   Figure 26. United States Artificial intelligence (AI) in Logistics Market Size by Application (2025-2031) & (US$ Million)
   Figure 27. United States Artificial intelligence (AI) in Logistics Market Share by Application (2025-2031)
   Figure 28. North America Artificial intelligence (AI) in Logistics Market Size Growth Rate 2025-2031 (US$ Million)
   Figure 29. United States Artificial intelligence (AI) in Logistics Market Size Growth Rate (2025-2031) & (US$ Million)
   Figure 30. Canada Artificial intelligence (AI) in Logistics Market Size Growth Rate (2025-2031) & (US$ Million)
   Figure 31. Europe Artificial intelligence (AI) in Logistics Market Size Growth Rate 2025-2031 (US$ Million)
   Figure 32. Germany Artificial intelligence (AI) in Logistics Market Size Growth Rate (2025-2031) & (US$ Million)
   Figure 33. France Artificial intelligence (AI) in Logistics Market Size Growth Rate (2025-2031) & (US$ Million)
   Figure 34. U.K. Artificial intelligence (AI) in Logistics Market Size Growth Rate (2025-2031) & (US$ Million)
   Figure 35. Italy Artificial intelligence (AI) in Logistics Market Size Growth Rate (2025-2031) & (US$ Million)
   Figure 36. Russia Artificial intelligence (AI) in Logistics Market Size Growth Rate (2025-2031) & (US$ Million)
   Figure 37. Asia-Pacific Artificial intelligence (AI) in Logistics Market Size Growth Rate 2025-2031 (US$ Million)
   Figure 38. China Artificial intelligence (AI) in Logistics Market Size Growth Rate (2025-2031) & (US$ Million)
   Figure 39. Japan Artificial intelligence (AI) in Logistics Market Size Growth Rate (2025-2031) & (US$ Million)
   Figure 40. South Korea Artificial intelligence (AI) in Logistics Market Size Growth Rate (2025-2031) & (US$ Million)
   Figure 41. India Artificial intelligence (AI) in Logistics Market Size Growth Rate (2025-2031) & (US$ Million)
   Figure 42. Australia Artificial intelligence (AI) in Logistics Market Size Growth Rate (2025-2031) & (US$ Million)
   Figure 43. China Taiwan Artificial intelligence (AI) in Logistics Market Size Growth Rate (2025-2031) & (US$ Million)
   Figure 44. Indonesia Artificial intelligence (AI) in Logistics Market Size Growth Rate (2025-2031) & (US$ Million)
   Figure 45. Thailand Artificial intelligence (AI) in Logistics Market Size Growth Rate (2025-2031) & (US$ Million)
   Figure 46. Malaysia Artificial intelligence (AI) in Logistics Market Size Growth Rate (2025-2031) & (US$ Million)
   Figure 47. Latin America Artificial intelligence (AI) in Logistics Market Size Growth Rate 2025-2031 (US$ Million)
   Figure 48. Mexico Artificial intelligence (AI) in Logistics Market Size Growth Rate (2025-2031) & (US$ Million)
   Figure 49. Brazil Artificial intelligence (AI) in Logistics Market Size Growth Rate (2025-2031) & (US$ Million)
   Figure 50. Argentina Artificial intelligence (AI) in Logistics Market Size Growth Rate (2025-2031) & (US$ Million)
   Figure 51. Middle East & Africa Artificial intelligence (AI) in Logistics Market Size Growth Rate 2025-2031 (US$ Million)
   Figure 52. Turkey Artificial intelligence (AI) in Logistics Market Size Growth Rate (2025-2031) & (US$ Million)
   Figure 53. Saudi Arabia Artificial intelligence (AI) in Logistics Market Size Growth Rate (2025-2031) & (US$ Million)
   Figure 54. UAE Artificial intelligence (AI) in Logistics Market Size Growth Rate (2025-2031) & (US$ Million)
   Figure 55. IBM Revenue Growth Rate in Artificial intelligence (AI) in Logistics Business (2021-2025)
   Figure 56. Google Revenue Growth Rate in Artificial intelligence (AI) in Logistics Business (2021-2025)
   Figure 57. Microsoft Corporation Revenue Growth Rate in Artificial intelligence (AI) in Logistics Business (2021-2025)
   Figure 58. Amazon Web Services Inc Revenue Growth Rate in Artificial intelligence (AI) in Logistics Business (2021-2025)
   Figure 59. Oracle Corporation Revenue Growth Rate in Artificial intelligence (AI) in Logistics Business (2021-2025)
   Figure 60. SAP Revenue Growth Rate in Artificial intelligence (AI) in Logistics Business (2021-2025)
   Figure 61. Facebook Revenue Growth Rate in Artificial intelligence (AI) in Logistics Business (2021-2025)
   Figure 62. Alibaba Revenue Growth Rate in Artificial intelligence (AI) in Logistics Business (2021-2025)
   Figure 63. Baidu Revenue Growth Rate in Artificial intelligence (AI) in Logistics Business (2021-2025)
   Figure 64. Bottom-up and Top-down Approaches for This Report
   Figure 65. Data Triangulation
   Figure 66. Key Executives Interviewed

The research methodology employed by VICResearch has been subjected by numerous procedures in order to guarantee the quality and accuracy of the data contained within the reports. The analysts are employed full-time and received more than six months training to satisfy the standard of VICResearch. VICResearch’s methodology can be divided into five stages:

Stage 1: Secondary research
The research team first works with magazines, industry trade group, and administration that operate in the research field. The information provided by our in-house documentation service helps us carrying out further research. Our team which has the experience as well as the knowledge efficiently extracts the accurate information from existing source.

Stage 2: Primary research: interviews with trade sources
After the first stage, the research team conducts large number of face-to-face or telephone interviews with the representative companies operating in the research field. The analysts attempt to obtain a chance to talk with leading players in the field as well as with small companies. The upstream suppliers, manufacturers, distributors, importers, installers, wholesalers and consumers are all included in the interviews. The data gathered during the interview is then carefully checked and compared with the secondary research.

Stage 3: Analysis of the gathered data
The analysis team checks and synthesizes the data gathered during the first two stages. To validate the data, a second series of interviews can be conducted.

Stage 4: Quantitative data
The quantitative data such as market estimates, production and capacity of manufacturer, market forecasts and investment feasibility is provided by VICResearch. The data is based on the estimates obtained during stage 3.
The research team also provides appreciation and analysis of the market and the quantitative data contained in the reports. The data is consequently unique to VICResearch.

Stage 5: Quality control
Before publishing, every report goes under a rigorous checking and editing process, which is done by experience management team to ensure the reliability of the published data. Each analyst in the research team receives support and on-going training which is part of the VICResearch’s internal quality process.