Global Artificial Intelligence In FMCG And Retail Market Research Report 2022

1 Report Overview
1.1 Study Scope
1.2 Market Analysis by Type
1.2.1 Global Artificial Intelligence in FMCG and Retail Market Size Growth Rate by Type: 2017 VS 2021 VS 2028
1.2.2 Cloud Based
1.2.3 On-Premises
1.3 Market by Application
1.3.1 Global Artificial Intelligence in FMCG and Retail Market Share by Application: 2017 VS 2021 VS 2028
1.3.2 Predictive Merchandising
1.3.3 Programmatic Advertising
1.3.4 Market Forecasting
1.3.5 In-Store Visual Monitoring and Surveillance
1.3.6 Location-Based Marketing
1.3.7 Other
1.4 Study Objectives
1.5 Years Considered
2 Global Growth Trends
2.1 Global Artificial Intelligence in FMCG and Retail Market Perspective (2017-2028)
2.2 Artificial Intelligence in FMCG and Retail Growth Trends by Region
2.2.1 Artificial Intelligence in FMCG and Retail Market Size by Region: 2017 VS 2021 VS 2028
2.2.2 Artificial Intelligence in FMCG and Retail Historic Market Size by Region (2017-2022)
2.2.3 Artificial Intelligence in FMCG and Retail Forecasted Market Size by Region (2023-2028)
2.3 Artificial Intelligence in FMCG and Retail Market Dynamics
2.3.1 Artificial Intelligence in FMCG and Retail Industry Trends
2.3.2 Artificial Intelligence in FMCG and Retail Market Drivers
2.3.3 Artificial Intelligence in FMCG and Retail Market Challenges
2.3.4 Artificial Intelligence in FMCG and Retail Market Restraints
3 Competition Landscape by Key Players
3.1 Global Top Artificial Intelligence in FMCG and Retail Players by Revenue
3.1.1 Global Top Artificial Intelligence in FMCG and Retail Players by Revenue (2017-2022)
3.1.2 Global Artificial Intelligence in FMCG and Retail Revenue Market Share by Players (2017-2022)
3.2 Global Artificial Intelligence in FMCG and Retail Market Share by Company Type (Tier 1, Tier 2, and Tier 3)
3.3 Players Covered: Ranking by Artificial Intelligence in FMCG and Retail Revenue
3.4 Global Artificial Intelligence in FMCG and Retail Market Concentration Ratio
3.4.1 Global Artificial Intelligence in FMCG and Retail Market Concentration Ratio (CR5 and HHI)
3.4.2 Global Top 10 and Top 5 Companies by Artificial Intelligence in FMCG and Retail Revenue in 2021
3.5 Artificial Intelligence in FMCG and Retail Key Players Head office and Area Served
3.6 Key Players Artificial Intelligence in FMCG and Retail Product Solution and Service
3.7 Date of Enter into Artificial Intelligence in FMCG and Retail Market
3.8 Mergers & Acquisitions, Expansion Plans
4 Artificial Intelligence in FMCG and Retail Breakdown Data by Type
4.1 Global Artificial Intelligence in FMCG and Retail Historic Market Size by Type (2017-2022)
4.2 Global Artificial Intelligence in FMCG and Retail Forecasted Market Size by Type (2023-2028)
5 Artificial Intelligence in FMCG and Retail Breakdown Data by Application
5.1 Global Artificial Intelligence in FMCG and Retail Historic Market Size by Application (2017-2022)
5.2 Global Artificial Intelligence in FMCG and Retail Forecasted Market Size by Application (2023-2028)
6 North America
6.1 North America Artificial Intelligence in FMCG and Retail Market Size (2017-2028)
6.2 North America Artificial Intelligence in FMCG and Retail Market Size by Country (2017-2022)
6.3 North America Artificial Intelligence in FMCG and Retail Market Size by Country (2023-2028)
6.4 United States
6.5 Canada
7 Europe
7.1 Europe Artificial Intelligence in FMCG and Retail Market Size (2017-2028)
7.2 Europe Artificial Intelligence in FMCG and Retail Market Size by Country (2017-2022)
7.3 Europe Artificial Intelligence in FMCG and Retail Market Size by Country (2023-2028)
7.4 Germany
7.5 France
7.6 U.K.
7.7 Italy
7.8 Russia
7.9 Nordic Countries
8 Asia-Pacific
8.1 Asia-Pacific Artificial Intelligence in FMCG and Retail Market Size (2017-2028)
8.2 Asia-Pacific Artificial Intelligence in FMCG and Retail Market Size by Country (2017-2022)
8.3 Asia-Pacific Artificial Intelligence in FMCG and Retail Market Size by Country (2023-2028)
8.4 China
8.5 Japan
8.6 South Korea
8.7 Southeast Asia
8.8 India
8.9 Australia
9 Latin America
9.1 Latin America Artificial Intelligence in FMCG and Retail Market Size (2017-2028)
9.2 Latin America Artificial Intelligence in FMCG and Retail Market Size by Country (2017-2022)
9.3 Latin America Artificial Intelligence in FMCG and Retail Market Size by Country (2023-2028)
9.4 Mexico
9.5 Brazil
10 Middle East & Africa
10.1 Middle East & Africa Artificial Intelligence in FMCG and Retail Market Size (2017-2028)
10.2 Middle East & Africa Artificial Intelligence in FMCG and Retail Market Size by Country (2017-2022)
10.3 Middle East & Africa Artificial Intelligence in FMCG and Retail Market Size by Country (2023-2028)
10.4 Turkey
10.5 Saudi Arabia
10.6 UAE
11 Key Players Profiles
11.1 IBM
11.1.1 IBM Company Detail
11.1.2 IBM Business Overview
11.1.3 IBM Artificial Intelligence in FMCG and Retail Introduction
11.1.4 IBM Revenue in Artificial Intelligence in FMCG and Retail Business (2017-2022)
11.1.5 IBM Recent Development
11.2 Microsoft
11.2.1 Microsoft Company Detail
11.2.2 Microsoft Business Overview
11.2.3 Microsoft Artificial Intelligence in FMCG and Retail Introduction
11.2.4 Microsoft Revenue in Artificial Intelligence in FMCG and Retail Business (2017-2022)
11.2.5 Microsoft Recent Development
11.3 Nvidia
11.3.1 Nvidia Company Detail
11.3.2 Nvidia Business Overview
11.3.3 Nvidia Artificial Intelligence in FMCG and Retail Introduction
11.3.4 Nvidia Revenue in Artificial Intelligence in FMCG and Retail Business (2017-2022)
11.3.5 Nvidia Recent Development
11.4 Amazon Web Services
11.4.1 Amazon Web Services Company Detail
11.4.2 Amazon Web Services Business Overview
11.4.3 Amazon Web Services Artificial Intelligence in FMCG and Retail Introduction
11.4.4 Amazon Web Services Revenue in Artificial Intelligence in FMCG and Retail Business (2017-2022)
11.4.5 Amazon Web Services Recent Development
11.5 Oracle
11.5.1 Oracle Company Detail
11.5.2 Oracle Business Overview
11.5.3 Oracle Artificial Intelligence in FMCG and Retail Introduction
11.5.4 Oracle Revenue in Artificial Intelligence in FMCG and Retail Business (2017-2022)
11.5.5 Oracle Recent Development
11.6 SAP
11.6.1 SAP Company Detail
11.6.2 SAP Business Overview
11.6.3 SAP Artificial Intelligence in FMCG and Retail Introduction
11.6.4 SAP Revenue in Artificial Intelligence in FMCG and Retail Business (2017-2022)
11.6.5 SAP Recent Development
11.7 Intel
11.7.1 Intel Company Detail
11.7.2 Intel Business Overview
11.7.3 Intel Artificial Intelligence in FMCG and Retail Introduction
11.7.4 Intel Revenue in Artificial Intelligence in FMCG and Retail Business (2017-2022)
11.7.5 Intel Recent Development
11.8 Google
11.8.1 Google Company Detail
11.8.2 Google Business Overview
11.8.3 Google Artificial Intelligence in FMCG and Retail Introduction
11.8.4 Google Revenue in Artificial Intelligence in FMCG and Retail Business (2017-2022)
11.8.5 Google Recent Development
11.9 Sentient Technologies
11.9.1 Sentient Technologies Company Detail
11.9.2 Sentient Technologies Business Overview
11.9.3 Sentient Technologies Artificial Intelligence in FMCG and Retail Introduction
11.9.4 Sentient Technologies Revenue in Artificial Intelligence in FMCG and Retail Business (2017-2022)
11.9.5 Sentient Technologies Recent Development
11.10 Salesforce
11.10.1 Salesforce Company Detail
11.10.2 Salesforce Business Overview
11.10.3 Salesforce Artificial Intelligence in FMCG and Retail Introduction
11.10.4 Salesforce Revenue in Artificial Intelligence in FMCG and Retail Business (2017-2022)
11.10.5 Salesforce Recent Development
11.11 Visenze
11.11.1 Visenze Company Detail
11.11.2 Visenze Business Overview
11.11.3 Visenze Artificial Intelligence in FMCG and Retail Introduction
11.11.4 Visenze Revenue in Artificial Intelligence in FMCG and Retail Business (2017-2022)
11.11.5 Visenze Recent Development
11.12 Everseen
11.12.1 Everseen Company Detail
11.12.2 Everseen Business Overview
11.12.3 Everseen Artificial Intelligence in FMCG and Retail Introduction
11.12.4 Everseen Revenue in Artificial Intelligence in FMCG and Retail Business (2017-2022)
11.12.5 Everseen Recent Development
12 Analyst's Viewpoints/Conclusions
13 Appendix
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 Artificial Intelligence in FMCG and Retail Market Size Growth Rate by Type (US$ Million): 2017 VS 2021 VS 2028
Table 2. Key Players of Cloud Based
Table 3. Key Players of On-Premises
Table 4. Global Artificial Intelligence in FMCG and Retail Market Size Growth by Application (US$ Million): 2017 VS 2021 VS 2028
Table 5. Global Artificial Intelligence in FMCG and Retail Market Size by Region (US$ Million): 2017 VS 2021 VS 2028
Table 6. Global Artificial Intelligence in FMCG and Retail Market Size by Region (2017-2022) & (US$ Million)
Table 7. Global Artificial Intelligence in FMCG and Retail Market Share by Region (2017-2022)
Table 8. Global Artificial Intelligence in FMCG and Retail Forecasted Market Size by Region (2023-2028) & (US$ Million)
Table 9. Global Artificial Intelligence in FMCG and Retail Market Share by Region (2023-2028)
Table 10. Artificial Intelligence in FMCG and Retail Market Trends
Table 11. Artificial Intelligence in FMCG and Retail Market Drivers
Table 12. Artificial Intelligence in FMCG and Retail Market Challenges
Table 13. Artificial Intelligence in FMCG and Retail Market Restraints
Table 14. Global Artificial Intelligence in FMCG and Retail Revenue by Players (2017-2022) & (US$ Million)
Table 15. Global Artificial Intelligence in FMCG and Retail Market Share by Players (2017-2022)
Table 16. Global Top Artificial Intelligence in FMCG and Retail Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Artificial Intelligence in FMCG and Retail as of 2021)
Table 17. Ranking of Global Top Artificial Intelligence in FMCG and Retail Companies by Revenue (US$ Million) in 2021
Table 18. Global 5 Largest Players Market Share by Artificial Intelligence in FMCG and Retail Revenue (CR5 and HHI) & (2017-2022)
Table 19. Key Players Headquarters and Area Served
Table 20. Key Players Artificial Intelligence in FMCG and Retail Product Solution and Service
Table 21. Date of Enter into Artificial Intelligence in FMCG and Retail Market
Table 22. Mergers & Acquisitions, Expansion Plans
Table 23. Global Artificial Intelligence in FMCG and Retail Market Size by Type (2017-2022) & (US$ Million)
Table 24. Global Artificial Intelligence in FMCG and Retail Revenue Market Share by Type (2017-2022)
Table 25. Global Artificial Intelligence in FMCG and Retail Forecasted Market Size by Type (2023-2028) & (US$ Million)
Table 26. Global Artificial Intelligence in FMCG and Retail Revenue Market Share by Type (2023-2028)
Table 27. Global Artificial Intelligence in FMCG and Retail Market Size by Application (2017-2022) & (US$ Million)
Table 28. Global Artificial Intelligence in FMCG and Retail Revenue Market Share by Application (2017-2022)
Table 29. Global Artificial Intelligence in FMCG and Retail Forecasted Market Size by Application (2023-2028) & (US$ Million)
Table 30. Global Artificial Intelligence in FMCG and Retail Revenue Market Share by Application (2023-2028)
Table 31. North America Artificial Intelligence in FMCG and Retail Market Size by Country (2017-2022) & (US$ Million)
Table 32. North America Artificial Intelligence in FMCG and Retail Market Size by Country (2023-2028) & (US$ Million)
Table 33. Europe Artificial Intelligence in FMCG and Retail Market Size by Country (2017-2022) & (US$ Million)
Table 34. Europe Artificial Intelligence in FMCG and Retail Market Size by Country (2023-2028) & (US$ Million)
Table 35. Asia-Pacific Artificial Intelligence in FMCG and Retail Market Size by Region (2017-2022) & (US$ Million)
Table 36. Asia-Pacific Artificial Intelligence in FMCG and Retail Market Size by Region (2023-2028) & (US$ Million)
Table 37. Latin America Artificial Intelligence in FMCG and Retail Market Size by Country (2017-2022) & (US$ Million)
Table 38. Latin America Artificial Intelligence in FMCG and Retail Market Size by Country (2023-2028) & (US$ Million)
Table 39. Middle East & Africa Artificial Intelligence in FMCG and Retail Market Size by Country (2017-2022) & (US$ Million)
Table 40. Middle East & Africa Artificial Intelligence in FMCG and Retail Market Size by Country (2023-2028) & (US$ Million)
Table 41. IBM Company Detail
Table 42. IBM Business Overview
Table 43. IBM Artificial Intelligence in FMCG and Retail Product
Table 44. IBM Revenue in Artificial Intelligence in FMCG and Retail Business (2017-2022) & (US$ Million)
Table 45. IBM Recent Development
Table 46. Microsoft Company Detail
Table 47. Microsoft Business Overview
Table 48. Microsoft Artificial Intelligence in FMCG and Retail Product
Table 49. Microsoft Revenue in Artificial Intelligence in FMCG and Retail Business (2017-2022) & (US$ Million)
Table 50. Microsoft Recent Development
Table 51. Nvidia Company Detail
Table 52. Nvidia Business Overview
Table 53. Nvidia Artificial Intelligence in FMCG and Retail Product
Table 54. Nvidia Revenue in Artificial Intelligence in FMCG and Retail Business (2017-2022) & (US$ Million)
Table 55. Nvidia Recent Development
Table 56. Amazon Web Services Company Detail
Table 57. Amazon Web Services Business Overview
Table 58. Amazon Web Services Artificial Intelligence in FMCG and Retail Product
Table 59. Amazon Web Services Revenue in Artificial Intelligence in FMCG and Retail Business (2017-2022) & (US$ Million)
Table 60. Amazon Web Services Recent Development
Table 61. Oracle Company Detail
Table 62. Oracle Business Overview
Table 63. Oracle Artificial Intelligence in FMCG and Retail Product
Table 64. Oracle Revenue in Artificial Intelligence in FMCG and Retail Business (2017-2022) & (US$ Million)
Table 65. Oracle Recent Development
Table 66. SAP Company Detail
Table 67. SAP Business Overview
Table 68. SAP Artificial Intelligence in FMCG and Retail Product
Table 69. SAP Revenue in Artificial Intelligence in FMCG and Retail Business (2017-2022) & (US$ Million)
Table 70. SAP Recent Development
Table 71. Intel Company Detail
Table 72. Intel Business Overview
Table 73. Intel Artificial Intelligence in FMCG and Retail Product
Table 74. Intel Revenue in Artificial Intelligence in FMCG and Retail Business (2017-2022) & (US$ Million)
Table 75. Intel Recent Development
Table 76. Google Company Detail
Table 77. Google Business Overview
Table 78. Google Artificial Intelligence in FMCG and Retail Product
Table 79. Google Revenue in Artificial Intelligence in FMCG and Retail Business (2017-2022) & (US$ Million)
Table 80. Google Recent Development
Table 81. Sentient Technologies Company Detail
Table 82. Sentient Technologies Business Overview
Table 83. Sentient Technologies Artificial Intelligence in FMCG and Retail Product
Table 84. Sentient Technologies Revenue in Artificial Intelligence in FMCG and Retail Business (2017-2022) & (US$ Million)
Table 85. Sentient Technologies Recent Development
Table 86. Salesforce Company Detail
Table 87. Salesforce Business Overview
Table 88. Salesforce Artificial Intelligence in FMCG and Retail Product
Table 89. Salesforce Revenue in Artificial Intelligence in FMCG and Retail Business (2017-2022) & (US$ Million)
Table 90. Salesforce Recent Development
Table 91. Visenze Company Detail
Table 92. Visenze Business Overview
Table 93. Visenze Artificial Intelligence in FMCG and RetailProduct
Table 94. Visenze Revenue in Artificial Intelligence in FMCG and Retail Business (2017-2022) & (US$ Million)
Table 95. Visenze Recent Development
Table 96. Everseen Company Detail
Table 97. Everseen Business Overview
Table 98. Everseen Artificial Intelligence in FMCG and RetailProduct
Table 99. Everseen Revenue in Artificial Intelligence in FMCG and Retail Business (2017-2022) & (US$ Million)
Table 100. Everseen Recent Development
Table 101. Research Programs/Design for This Report
Table 102. Key Data Information from Secondary Sources
Table 103. Key Data Information from Primary Sources
List of Figures
Figure 1. Global Artificial Intelligence in FMCG and Retail Market Share by Type: 2021 VS 2028
Figure 2. Cloud Based Features
Figure 3. On-Premises Features
Figure 4. Global Artificial Intelligence in FMCG and Retail Market Share by Application in 2021 & 2028
Figure 5. Predictive Merchandising Case Studies
Figure 6. Programmatic Advertising Case Studies
Figure 7. Market Forecasting Case Studies
Figure 8. In-Store Visual Monitoring and Surveillance Case Studies
Figure 9. Location-Based Marketing Case Studies
Figure 10. Other Case Studies
Figure 11. Artificial Intelligence in FMCG and Retail Report Years Considered
Figure 12. Global Artificial Intelligence in FMCG and Retail Market Size (US$ Million), Year-over-Year: 2017-2028
Figure 13. Global Artificial Intelligence in FMCG and Retail Market Size, (US$ Million), 2017 VS 2021 VS 2028
Figure 14. Global Artificial Intelligence in FMCG and Retail Market Share by Region: 2021 VS 2028
Figure 15. Global Artificial Intelligence in FMCG and Retail Market Share by Players in 2021
Figure 16. Global Top Artificial Intelligence in FMCG and Retail Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Artificial Intelligence in FMCG and Retail as of 2021)
Figure 17. The Top 10 and 5 Players Market Share by Artificial Intelligence in FMCG and Retail Revenue in 2021
Figure 18. North America Artificial Intelligence in FMCG and Retail Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 19. North America Artificial Intelligence in FMCG and Retail Market Share by Country (2017-2028)
Figure 20. United States Artificial Intelligence in FMCG and Retail Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 21. Canada Artificial Intelligence in FMCG and Retail Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 22. Europe Artificial Intelligence in FMCG and Retail Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 23. Europe Artificial Intelligence in FMCG and Retail Market Share by Country (2017-2028)
Figure 24. Germany Artificial Intelligence in FMCG and Retail Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 25. France Artificial Intelligence in FMCG and Retail Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 26. U.K. Artificial Intelligence in FMCG and Retail Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 27. Italy Artificial Intelligence in FMCG and Retail Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 28. Russia Artificial Intelligence in FMCG and Retail Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 29. Nordic Countries Artificial Intelligence in FMCG and Retail Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 30. Asia-Pacific Artificial Intelligence in FMCG and Retail Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 31. Asia-Pacific Artificial Intelligence in FMCG and Retail Market Share by Region (2017-2028)
Figure 32. China Artificial Intelligence in FMCG and Retail Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 33. Japan Artificial Intelligence in FMCG and Retail Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 34. South Korea Artificial Intelligence in FMCG and Retail Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 35. Southeast Asia Artificial Intelligence in FMCG and Retail Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 36. India Artificial Intelligence in FMCG and Retail Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 37. Australia Artificial Intelligence in FMCG and Retail Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 38. Latin America Artificial Intelligence in FMCG and Retail Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 39. Latin America Artificial Intelligence in FMCG and Retail Market Share by Country (2017-2028)
Figure 40. Mexico Artificial Intelligence in FMCG and Retail Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 41. Brazil Artificial Intelligence in FMCG and Retail Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 42. Middle East & Africa Artificial Intelligence in FMCG and Retail Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 43. Middle East & Africa Artificial Intelligence in FMCG and Retail Market Share by Country (2017-2028)
Figure 44. Turkey Artificial Intelligence in FMCG and Retail Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 45. Saudi Arabia Artificial Intelligence in FMCG and Retail Market Size YoY Growth (2017-2028) & (US$ Million)
Figure 46. IBM Revenue Growth Rate in Artificial Intelligence in FMCG and Retail Business (2017-2022)
Figure 47. Microsoft Revenue Growth Rate in Artificial Intelligence in FMCG and Retail Business (2017-2022)
Figure 48. Nvidia Revenue Growth Rate in Artificial Intelligence in FMCG and Retail Business (2017-2022)
Figure 49. Amazon Web Services Revenue Growth Rate in Artificial Intelligence in FMCG and Retail Business (2017-2022)
Figure 50. Oracle Revenue Growth Rate in Artificial Intelligence in FMCG and Retail Business (2017-2022)
Figure 51. SAP Revenue Growth Rate in Artificial Intelligence in FMCG and Retail Business (2017-2022)
Figure 52. Intel Revenue Growth Rate in Artificial Intelligence in FMCG and Retail Business (2017-2022)
Figure 53. Google Revenue Growth Rate in Artificial Intelligence in FMCG and Retail Business (2017-2022)
Figure 54. Sentient Technologies Revenue Growth Rate in Artificial Intelligence in FMCG and Retail Business (2017-2022)
Figure 55. Salesforce Revenue Growth Rate in Artificial Intelligence in FMCG and Retail Business (2017-2022)
Figure 56. Visenze Revenue Growth Rate in Artificial Intelligence in FMCG and Retail Business (2017-2022)
Figure 57. Everseen Revenue Growth Rate in Artificial Intelligence in FMCG and Retail Business (2017-2022)
Figure 58. Bottom-up and Top-down Approaches for This Report
Figure 59. Data Triangulation
Figure 60. Key Executives Interviewed

SECONDARY RESEARCH
Secondary Research Information is collected from a number of publicly available as well as paid databases. Public sources involve publications by different associations and governments, annual reports and statements of companies, white papers and research publications by recognized industry experts and renowned academia etc. Paid data sources include third party authentic industry databases.

PRIMARY RESEARCH
Once data collection is done through secondary research, primary interviews are conducted with different stakeholders across the value chain like manufacturers, distributors, ingredient/input suppliers, end customers and other key opinion leaders of the industry. Primary research is used both to validate the data points obtained from secondary research and to fill in the data gaps after secondary research.

MARKET ENGINEERING
The market engineering phase involves analyzing the data collected, market breakdown and forecasting. Macroeconomic indicators and bottom-up and top-down approaches are used to arrive at a complete set of data points that give way to valuable qualitative and quantitative insights. Each data point is verified by the process of data triangulation to validate the numbers and arrive at close estimates.

EXPERT VALIDATION
The market engineered data is verified and validated by a number of experts, both in-house and external.

REPORT WRITING/ PRESENTATION
After the data is curated by the mentioned highly sophisticated process, the analysts begin to write the report. Garnering insights from data and forecasts, insights are drawn to visualize the entire ecosystem in a single report.