Global Artificial Intelligence (AI) Market in Retail Sector 2024-2028

Artificial Intelligence (AI) Market In Retail Sector 2024-2028


The artificial intelligence (AI) market in retail sector is forecasted to grow by USD 42223.6 mn during 2023-2028, accelerating at a CAGR of 42% during the forecast period. The report on the artificial intelligence (AI) market in retail sector provides a holistic analysis, market size and forecast, trends, growth drivers, and challenges, as well as vendor analysis covering around 25 vendors.

The report offers an up-to-date analysis regarding the current market scenario, the latest trends and drivers, and the overall market environment. The market is driven by rise in investments and research and development in ai startups, increased efficiency of operations, and ease in handling customer-front operations.

Technavio's artificial intelligence (AI) market in retail sector is segmented as below:
  • By Application
  • Sales and marketing
  • In-store
  • PPP
  • Logistics management
  • By Geographical Landscape
  • North America
  • APAC
  • Europe
  • Middle East and Africa
  • South America
This study identifies the increased applications in e-commerce as one of the prime reasons driving the artificial intelligence (AI) market in retail sector growth during the next few years. Also, increased availability of cloud-based applications and bridging offline and online experiences will lead to sizable demand in the market.

The report on the artificial intelligence (AI) market in retail sector covers the following areas:
  • Artificial Intelligence (AI) Market In Retail Sector sizing
  • Artificial Intelligence (AI) Market In Retail Sector forecast
  • Artificial Intelligence (AI) Market In Retail Sector industry analysis
The robust vendor analysis is designed to help clients improve their market position, and in line with this, this report provides a detailed analysis of several leading artificial intelligence (AI) market in retail sector vendors that include Accenture PLC, Amazon.com Inc., BloomReach Inc., Capgemini Services SAS, Daisy Intelligence Corp., Element AI Inc., Evolv Technology Solutions Inc., Inbenta Holdings Inc., Infosys Ltd., Intel Corp., International Business Machines Corp., Mad Street Den Inc., Microsoft Corp., NVIDIA Corp., Oracle Corp., Salesforce Inc., SAP SE, Symphony Retail Solutions, and Trax Technology Solutions Pte. Ltd.. Also, the artificial intelligence (AI) market in retail sector analysis report includes information on upcoming trends and challenges that will influence market growth. This is to help companies strategize and leverage all forthcoming growth opportunities.

The study was conducted using an objective combination of primary and secondary information including inputs from key participants in the industry. The report contains a comprehensive market and vendor landscape in addition to an analysis of the key vendors.
The publisher presents a detailed picture of the market by the way of study, synthesis, and summation of data from multiple sources by an analysis of key parameters such as profit, pricing, competition, and promotions. It presents various market facets by identifying the key industry influencers. The data presented is comprehensive, reliable, and a result of extensive primary and secondary research. The market research reports provide a complete competitive landscape and an in-depth vendor selection methodology and analysis using qualitative and quantitative research to forecast accurate market growth.


1 Executive Summary
1.1 Market overview
Executive Summary - Chart on Market Overview
Executive Summary - Data Table on Market Overview
Executive Summary - Chart on Global Market Characteristics
Executive Summary - Chart on Market By Geographical Landscape
Executive Summary - Chart on Market Segmentation by Application
Executive Summary - Chart on Incremental Growth
Executive Summary - Data Table on Incremental Growth
Executive Summary - Chart on Company Market Positioning
2 Market Landscape
2.1 Market ecosystem
Parent Market
Data Table on - Parent Market
2.2 Market characteristics
Market characteristics analysis
2.3 Value chain analysis
Value Chain Analysis
3 Market Sizing
3.1 Market definition
Offerings of companies included in the market definition
3.2 Market segment analysis
Market segments
3.3 Market size 2023
3.4 Market outlook: Forecast for 2023-2028
Chart on Global - Market size and forecast 2023-2028 ($ million)
Data Table on Global - Market size and forecast 2023-2028 ($ million)
Chart on Global Market: Year-over-year growth 2023-2028 (%)
Data Table on Global Market: Year-over-year growth 2023-2028 (%)
4 Historic Market Size
4.1 Global Artificial Intelligence (AI) Market In Retail Sector 2018 - 2022
Historic Market Size - Data Table on Global Artificial Intelligence (AI) Market In Retail Sector 2018 - 2022 ($ million)
4.2 Application segment analysis 2018 - 2022
Historic Market Size - Application Segment 2018 - 2022 ($ million)
4.3 Geography segment analysis 2018 - 2022
Historic Market Size - Geography Segment 2018 - 2022 ($ million)
4.4 Country segment analysis 2018 - 2022
Historic Market Size - Country Segment 2018 - 2022 ($ million)
5 Five Forces Analysis
5.1 Five forces summary
Five forces analysis - Comparison between 2023 and 2028
5.2 Bargaining power of buyers
Bargaining power of buyers - Impact of key factors 2023 and 2028
5.3 Bargaining power of suppliers
Bargaining power of suppliers - Impact of key factors in 2023 and 2028
5.4 Threat of new entrants
Threat of new entrants - Impact of key factors in 2023 and 2028
5.5 Threat of substitutes
Threat of substitutes - Impact of key factors in 2023 and 2028
5.6 Threat of rivalry
Threat of rivalry - Impact of key factors in 2023 and 2028
5.7 Market condition
Chart on Market condition - Five forces 2023 and 2028
6 Market Segmentation by Application
6.1 Market segments
Chart on Application - Market share 2023-2028 (%)
Data Table on Application - Market share 2023-2028 (%)
6.2 Comparison by Application
Chart on Comparison by Application
Data Table on Comparison by Application
6.3 Sales and marketing - Market size and forecast 2023-2028
Chart on Sales and marketing - Market size and forecast 2023-2028 ($ million)
Data Table on Sales and marketing - Market size and forecast 2023-2028 ($ million)
Chart on Sales and marketing - Year-over-year growth 2023-2028 (%)
Data Table on Sales and marketing - Year-over-year growth 2023-2028 (%)
6.4 In-store - Market size and forecast 2023-2028
Chart on In-store - Market size and forecast 2023-2028 ($ million)
Data Table on In-store - Market size and forecast 2023-2028 ($ million)
Chart on In-store - Year-over-year growth 2023-2028 (%)
Data Table on In-store - Year-over-year growth 2023-2028 (%)
6.5 PPP - Market size and forecast 2023-2028
Chart on PPP - Market size and forecast 2023-2028 ($ million)
Data Table on PPP - Market size and forecast 2023-2028 ($ million)
Chart on PPP - Year-over-year growth 2023-2028 (%)
Data Table on PPP - Year-over-year growth 2023-2028 (%)
6.6 Logistics management - Market size and forecast 2023-2028
Chart on Logistics management - Market size and forecast 2023-2028 ($ million)
Data Table on Logistics management - Market size and forecast 2023-2028 ($ million)
Chart on Logistics management - Year-over-year growth 2023-2028 (%)
Data Table on Logistics management - Year-over-year growth 2023-2028 (%)
6.7 Market opportunity by Application
Market opportunity by Application ($ million)
Data Table on Market opportunity by Application ($ million)
7 Customer Landscape
7.1 Customer landscape overview
Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
8 Geographic Landscape
8.1 Geographic segmentation
Chart on Market share By Geographical Landscape 2023-2028 (%)
Data Table on Market share By Geographical Landscape 2023-2028 (%)
8.2 Geographic comparison
Chart on Geographic comparison
Data Table on Geographic comparison
8.3 North America - Market size and forecast 2023-2028
Chart on North America - Market size and forecast 2023-2028 ($ million)
Data Table on North America - Market size and forecast 2023-2028 ($ million)
Chart on North America - Year-over-year growth 2023-2028 (%)
Data Table on North America - Year-over-year growth 2023-2028 (%)
8.4 APAC - Market size and forecast 2023-2028
Chart on APAC - Market size and forecast 2023-2028 ($ million)
Data Table on APAC - Market size and forecast 2023-2028 ($ million)
Chart on APAC - Year-over-year growth 2023-2028 (%)
Data Table on APAC - Year-over-year growth 2023-2028 (%)
8.5 Europe - Market size and forecast 2023-2028
Chart on Europe - Market size and forecast 2023-2028 ($ million)
Data Table on Europe - Market size and forecast 2023-2028 ($ million)
Chart on Europe - Year-over-year growth 2023-2028 (%)
Data Table on Europe - Year-over-year growth 2023-2028 (%)
8.6 Middle East and Africa - Market size and forecast 2023-2028
Chart on Middle East and Africa - Market size and forecast 2023-2028 ($ million)
Data Table on Middle East and Africa - Market size and forecast 2023-2028 ($ million)
Chart on Middle East and Africa - Year-over-year growth 2023-2028 (%)
Data Table on Middle East and Africa - Year-over-year growth 2023-2028 (%)
8.7 South America - Market size and forecast 2023-2028
Chart on South America - Market size and forecast 2023-2028 ($ million)
Data Table on South America - Market size and forecast 2023-2028 ($ million)
Chart on South America - Year-over-year growth 2023-2028 (%)
Data Table on South America - Year-over-year growth 2023-2028 (%)
8.8 US - Market size and forecast 2023-2028
Chart on US - Market size and forecast 2023-2028 ($ million)
Data Table on US - Market size and forecast 2023-2028 ($ million)
Chart on US - Year-over-year growth 2023-2028 (%)
Data Table on US - Year-over-year growth 2023-2028 (%)
8.9 China - Market size and forecast 2023-2028
Chart on China - Market size and forecast 2023-2028 ($ million)
Data Table on China - Market size and forecast 2023-2028 ($ million)
Chart on China - Year-over-year growth 2023-2028 (%)
Data Table on China - Year-over-year growth 2023-2028 (%)
8.10 UK - Market size and forecast 2023-2028
Chart on UK - Market size and forecast 2023-2028 ($ million)
Data Table on UK - Market size and forecast 2023-2028 ($ million)
Chart on UK - Year-over-year growth 2023-2028 (%)
Data Table on UK - Year-over-year growth 2023-2028 (%)
8.11 Canada - Market size and forecast 2023-2028
Chart on Canada - Market size and forecast 2023-2028 ($ million)
Data Table on Canada - Market size and forecast 2023-2028 ($ million)
Chart on Canada - Year-over-year growth 2023-2028 (%)
Data Table on Canada - Year-over-year growth 2023-2028 (%)
8.12 Japan - Market size and forecast 2023-2028
Chart on Japan - Market size and forecast 2023-2028 ($ million)
Data Table on Japan - Market size and forecast 2023-2028 ($ million)
Chart on Japan - Year-over-year growth 2023-2028 (%)
Data Table on Japan - Year-over-year growth 2023-2028 (%)
8.13 Market opportunity By Geographical Landscape
Market opportunity By Geographical Landscape ($ million)
Data Tables on Market opportunity By Geographical Landscape ($ million)
9 Drivers, Challenges, and Opportunity/Restraints
9.1 Market drivers
9.2 Market challenges
9.3 Impact of drivers and challenges
Impact of drivers and challenges in 2023 and 2028
9.4 Market opportunities/restraints
10 Competitive Landscape
10.1 Overview
10.2 Competitive Landscape
Overview on criticality of inputs and factors of differentiation
10.3 Landscape disruption
Overview on factors of disruption
10.4 Industry risks
Impact of key risks on business
11 Competitive Analysis
11.1 Companies profiled
Companies covered
11.2 Market positioning of companies
Matrix on companies position and classification
11.3 Accenture PLC
Accenture PLC - Overview
Accenture PLC - Business segments
Accenture PLC - Key news
Accenture PLC - Key offerings
Accenture PLC - Segment focus
11.4 Amazon.com Inc.
Amazon.com Inc. - Overview
Amazon.com Inc. - Business segments
Amazon.com Inc. - Key news
Amazon.com Inc. - Key offerings
Amazon.com Inc. - Segment focus
11.5 BloomReach Inc.
BloomReach Inc. - Overview
BloomReach Inc. - Product / Service
BloomReach Inc. - Key offerings
11.6 Capgemini Services SAS
Capgemini Services SAS - Overview
Capgemini Services SAS - Business segments
Capgemini Services SAS - Key news
Capgemini Services SAS - Key offerings
Capgemini Services SAS - Segment focus
11.7 Infosys Ltd.
Infosys Ltd. - Overview
Infosys Ltd. - Business segments
Infosys Ltd. - Key news
Infosys Ltd. - Key offerings
Infosys Ltd. - Segment focus
11.8 Intel Corp.
Intel Corp. - Overview
Intel Corp. - Business segments
Intel Corp. - Key news
Intel Corp. - Key offerings
Intel Corp. - Segment focus
11.9 International Business Machines Corp.
International Business Machines Corp. - Overview
International Business Machines Corp. - Business segments
International Business Machines Corp. - Key news
International Business Machines Corp. - Key offerings
International Business Machines Corp. - Segment focus
11.10 Microsoft Corp.
Microsoft Corp. - Overview
Microsoft Corp. - Business segments
Microsoft Corp. - Key news
Microsoft Corp. - Key offerings
Microsoft Corp. - Segment focus
11.11 NVIDIA Corp.
NVIDIA Corp. - Overview
NVIDIA Corp. - Business segments
NVIDIA Corp. - Key news
NVIDIA Corp. - Key offerings
NVIDIA Corp. - Segment focus
11.12 Oracle Corp.
Oracle Corp. - Overview
Oracle Corp. - Business segments
Oracle Corp. - Key news
Oracle Corp. - Key offerings
Oracle Corp. - Segment focus
12 Appendix
12.1 Scope of the report
12.2 Inclusions and exclusions checklist
Inclusions checklist
Exclusions checklist
12.3 Currency conversion rates for US$
Currency conversion rates for US$
12.4 Research methodology
Research methodology
12.5 Data procurement
Information sources
12.6 Data validation
Data validation
12.7 Validation techniques employed for market sizing
Validation techniques employed for market sizing
12.8 Data synthesis
Data synthesis
12.9 360 degree market analysis
360 degree market analysis
12.10 List of abbreviations
List of abbreviations
Exhibits:
Exhibits1: Executive Summary - Chart on Market Overview
Exhibits2: Executive Summary - Data Table on Market Overview
Exhibits3: Executive Summary - Chart on Global Market Characteristics
Exhibits4: Executive Summary - Chart on Market By Geographical Landscape
Exhibits5: Executive Summary - Chart on Market Segmentation by Application
Exhibits6: Executive Summary - Chart on Incremental Growth
Exhibits7: Executive Summary - Data Table on Incremental Growth
Exhibits8: Executive Summary - Chart on Company Market Positioning
Exhibits9: Parent Market
Exhibits10: Data Table on - Parent Market
Exhibits11: Market characteristics analysis
Exhibits12: Value Chain Analysis
Exhibits13: Offerings of companies included in the market definition
Exhibits14: Market segments
Exhibits15: Chart on Global - Market size and forecast 2023-2028 ($ million)
Exhibits16: Data Table on Global - Market size and forecast 2023-2028 ($ million)
Exhibits17: Chart on Global Market: Year-over-year growth 2023-2028 (%)
Exhibits18: Data Table on Global Market: Year-over-year growth 2023-2028 (%)
Exhibits19: Historic Market Size - Data Table on Global Artificial Intelligence (AI) Market In Retail Sector 2018 - 2022 ($ million)
Exhibits20: Historic Market Size - Application Segment 2018 - 2022 ($ million)
Exhibits21: Historic Market Size - Geography Segment 2018 - 2022 ($ million)
Exhibits22: Historic Market Size - Country Segment 2018 - 2022 ($ million)
Exhibits23: Five forces analysis - Comparison between 2023 and 2028
Exhibits24: Bargaining power of buyers - Impact of key factors 2023 and 2028
Exhibits25: Bargaining power of suppliers - Impact of key factors in 2023 and 2028
Exhibits26: Threat of new entrants - Impact of key factors in 2023 and 2028
Exhibits27: Threat of substitutes - Impact of key factors in 2023 and 2028
Exhibits28: Threat of rivalry - Impact of key factors in 2023 and 2028
Exhibits29: Chart on Market condition - Five forces 2023 and 2028
Exhibits30: Chart on Application - Market share 2023-2028 (%)
Exhibits31: Data Table on Application - Market share 2023-2028 (%)
Exhibits32: Chart on Comparison by Application
Exhibits33: Data Table on Comparison by Application
Exhibits34: Chart on Sales and marketing - Market size and forecast 2023-2028 ($ million)
Exhibits35: Data Table on Sales and marketing - Market size and forecast 2023-2028 ($ million)
Exhibits36: Chart on Sales and marketing - Year-over-year growth 2023-2028 (%)
Exhibits37: Data Table on Sales and marketing - Year-over-year growth 2023-2028 (%)
Exhibits38: Chart on In-store - Market size and forecast 2023-2028 ($ million)
Exhibits39: Data Table on In-store - Market size and forecast 2023-2028 ($ million)
Exhibits40: Chart on In-store - Year-over-year growth 2023-2028 (%)
Exhibits41: Data Table on In-store - Year-over-year growth 2023-2028 (%)
Exhibits42: Chart on PPP - Market size and forecast 2023-2028 ($ million)
Exhibits43: Data Table on PPP - Market size and forecast 2023-2028 ($ million)
Exhibits44: Chart on PPP - Year-over-year growth 2023-2028 (%)
Exhibits45: Data Table on PPP - Year-over-year growth 2023-2028 (%)
Exhibits46: Chart on Logistics management - Market size and forecast 2023-2028 ($ million)
Exhibits47: Data Table on Logistics management - Market size and forecast 2023-2028 ($ million)
Exhibits48: Chart on Logistics management - Year-over-year growth 2023-2028 (%)
Exhibits49: Data Table on Logistics management - Year-over-year growth 2023-2028 (%)
Exhibits50: Market opportunity by Application ($ million)
Exhibits51: Data Table on Market opportunity by Application ($ million)
Exhibits52: Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
Exhibits53: Chart on Market share By Geographical Landscape 2023-2028 (%)
Exhibits54: Data Table on Market share By Geographical Landscape 2023-2028 (%)
Exhibits55: Chart on Geographic comparison
Exhibits56: Data Table on Geographic comparison
Exhibits57: Chart on North America - Market size and forecast 2023-2028 ($ million)
Exhibits58: Data Table on North America - Market size and forecast 2023-2028 ($ million)
Exhibits59: Chart on North America - Year-over-year growth 2023-2028 (%)
Exhibits60: Data Table on North America - Year-over-year growth 2023-2028 (%)
Exhibits61: Chart on APAC - Market size and forecast 2023-2028 ($ million)
Exhibits62: Data Table on APAC - Market size and forecast 2023-2028 ($ million)
Exhibits63: Chart on APAC - Year-over-year growth 2023-2028 (%)
Exhibits64: Data Table on APAC - Year-over-year growth 2023-2028 (%)
Exhibits65: Chart on Europe - Market size and forecast 2023-2028 ($ million)
Exhibits66: Data Table on Europe - Market size and forecast 2023-2028 ($ million)
Exhibits67: Chart on Europe - Year-over-year growth 2023-2028 (%)
Exhibits68: Data Table on Europe - Year-over-year growth 2023-2028 (%)
Exhibits69: Chart on Middle East and Africa - Market size and forecast 2023-2028 ($ million)
Exhibits70: Data Table on Middle East and Africa - Market size and forecast 2023-2028 ($ million)
Exhibits71: Chart on Middle East and Africa - Year-over-year growth 2023-2028 (%)
Exhibits72: Data Table on Middle East and Africa - Year-over-year growth 2023-2028 (%)
Exhibits73: Chart on South America - Market size and forecast 2023-2028 ($ million)
Exhibits74: Data Table on South America - Market size and forecast 2023-2028 ($ million)
Exhibits75: Chart on South America - Year-over-year growth 2023-2028 (%)
Exhibits76: Data Table on South America - Year-over-year growth 2023-2028 (%)
Exhibits77: Chart on US - Market size and forecast 2023-2028 ($ million)
Exhibits78: Data Table on US - Market size and forecast 2023-2028 ($ million)
Exhibits79: Chart on US - Year-over-year growth 2023-2028 (%)
Exhibits80: Data Table on US - Year-over-year growth 2023-2028 (%)
Exhibits81: Chart on China - Market size and forecast 2023-2028 ($ million)
Exhibits82: Data Table on China - Market size and forecast 2023-2028 ($ million)
Exhibits83: Chart on China - Year-over-year growth 2023-2028 (%)
Exhibits84: Data Table on China - Year-over-year growth 2023-2028 (%)
Exhibits85: Chart on UK - Market size and forecast 2023-2028 ($ million)
Exhibits86: Data Table on UK - Market size and forecast 2023-2028 ($ million)
Exhibits87: Chart on UK - Year-over-year growth 2023-2028 (%)
Exhibits88: Data Table on UK - Year-over-year growth 2023-2028 (%)
Exhibits89: Chart on Canada - Market size and forecast 2023-2028 ($ million)
Exhibits90: Data Table on Canada - Market size and forecast 2023-2028 ($ million)
Exhibits91: Chart on Canada - Year-over-year growth 2023-2028 (%)
Exhibits92: Data Table on Canada - Year-over-year growth 2023-2028 (%)
Exhibits93: Chart on Japan - Market size and forecast 2023-2028 ($ million)
Exhibits94: Data Table on Japan - Market size and forecast 2023-2028 ($ million)
Exhibits95: Chart on Japan - Year-over-year growth 2023-2028 (%)
Exhibits96: Data Table on Japan - Year-over-year growth 2023-2028 (%)
Exhibits97: Market opportunity By Geographical Landscape ($ million)
Exhibits98: Data Tables on Market opportunity By Geographical Landscape ($ million)
Exhibits99: Impact of drivers and challenges in 2023 and 2028
Exhibits100: Overview on criticality of inputs and factors of differentiation
Exhibits101: Overview on factors of disruption
Exhibits102: Impact of key risks on business
Exhibits103: Companies covered
Exhibits104: Matrix on companies position and classification
Exhibits105: Accenture PLC - Overview
Exhibits106: Accenture PLC - Business segments
Exhibits107: Accenture PLC - Key news
Exhibits108: Accenture PLC - Key offerings
Exhibits109: Accenture PLC - Segment focus
Exhibits110: Amazon.com Inc. - Overview
Exhibits111: Amazon.com Inc. - Business segments
Exhibits112: Amazon.com Inc. - Key news
Exhibits113: Amazon.com Inc. - Key offerings
Exhibits114: Amazon.com Inc. - Segment focus
Exhibits115: BloomReach Inc. - Overview
Exhibits116: BloomReach Inc. - Product / Service
Exhibits117: BloomReach Inc. - Key offerings
Exhibits118: Capgemini Services SAS - Overview
Exhibits119: Capgemini Services SAS - Business segments
Exhibits120: Capgemini Services SAS - Key news
Exhibits121: Capgemini Services SAS - Key offerings
Exhibits122: Capgemini Services SAS - Segment focus
Exhibits123: Infosys Ltd. - Overview
Exhibits124: Infosys Ltd. - Business segments
Exhibits125: Infosys Ltd. - Key news
Exhibits126: Infosys Ltd. - Key offerings
Exhibits127: Infosys Ltd. - Segment focus
Exhibits128: Intel Corp. - Overview
Exhibits129: Intel Corp. - Business segments
Exhibits130: Intel Corp. - Key news
Exhibits131: Intel Corp. - Key offerings
Exhibits132: Intel Corp. - Segment focus
Exhibits133: International Business Machines Corp. - Overview
Exhibits134: International Business Machines Corp. - Business segments
Exhibits135: International Business Machines Corp. - Key news
Exhibits136: International Business Machines Corp. - Key offerings
Exhibits137: International Business Machines Corp. - Segment focus
Exhibits138: Microsoft Corp. - Overview
Exhibits139: Microsoft Corp. - Business segments
Exhibits140: Microsoft Corp. - Key news
Exhibits141: Microsoft Corp. - Key offerings
Exhibits142: Microsoft Corp. - Segment focus
Exhibits143: NVIDIA Corp. - Overview
Exhibits144: NVIDIA Corp. - Business segments
Exhibits145: NVIDIA Corp. - Key news
Exhibits146: NVIDIA Corp. - Key offerings
Exhibits147: NVIDIA Corp. - Segment focus
Exhibits148: Oracle Corp. - Overview
Exhibits149: Oracle Corp. - Business segments
Exhibits150: Oracle Corp. - Key news
Exhibits151: Oracle Corp. - Key offerings
Exhibits152: Oracle Corp. - Segment focus
Exhibits153: Inclusions checklist
Exhibits154: Exclusions checklist
Exhibits155: Currency conversion rates for US$
Exhibits156: Research methodology
Exhibits157: Information sources
Exhibits158: Data validation
Exhibits159: Validation techniques employed for market sizing
Exhibits160: Data synthesis
Exhibits161: 360 degree market analysis
Exhibits162: List of abbreviations

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