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Assortment Gap Analysis Artificial Intelligence Global Market Report 2025
Global Assortment Gap Analysis Artificial Intelligence Market Report 2025
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Published : December 2025

Pages : 250

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Assortment Gap Analysis Artificial Intelligence Global Market Report 2025

By Component (Software, Services), By Deployment Mode (Cloud, On-Premises), By Enterprise Size (Large Enterprises, Small And Medium Enterprises), By Application (Retail, E-commerce, Consumer Goods, Grocery, Fashion And Apparel) - Market Size, Trends, And Global Forecast 2025-2034

Note that the outlook for this market is being affected by rapid changes in trade relations and tariffs globally. The report will be updated prior to delivery to reflect the latest status, including revised forecasts and quantified impact analysis. The report’s Recommendations and Conclusions sections will be updated to give strategies for entities dealing with the fast-moving international environment.

Assortment Gap Analysis Artificial Intelligence Market Overview

• Assortment Gap Analysis Artificial Intelligence market size has reached to $1.82 billion in 2024

• Expected to grow to $4.72 billion in 2029 at a compound annual growth rate (CAGR) of 21%

• Growth Driver: The Increasing Focus On Personalized Shopping Experiences Due To Rising Consumer Demand For Tailored Retail Experiences

• Market Trend: Use Of Artificial Intelligence And Advanced Technologies In Retail Operations To Enhance Assortment And Customer Experience

North America was the largest region in 2024 and Asia-Pacific is the fastest growing region.

What Is Covered Under Assortment Gap Analysis Artificial Intelligence Market?

Assortment gap analysis Artificial intelligence refers to the use of advanced algorithms and machine learning models to identify gaps and inefficiencies within product assortments. It helps businesses optimize inventory distribution, enhance product availability, and improve sales performance through data-driven insights. This technology leverages predictive analytics to streamline decision-making, ensuring a more efficient and profitable assortment strategy.

The main component types of assortment gap analysis artificial intelligence are software, services. Assortment gap analysis software is an AI-powered digital system designed to analyze sales, inventory, and demand data to identify product assortment gaps and suggest improvements for better category performance. These are deployed through various deployment mode such as cloud, on-premises. These are used by various enterprise sizes such as large enterprises, small and medium enterprises and also in various applications such as retail, e-commerce, consumer goods, grocery, fashion and apparel. These are also used by various end users such as banking, financial services, and insurance (BFSI), information technology (IT) and telecom, healthcare, government, retail, others.

Assortment Gap Analysis Artificial Intelligence Market Size and growth rate 2025 to 2029: Graph

What Is The Assortment Gap Analysis Artificial Intelligence Market Size 2025 And Growth Rate?

The assortment gap analysis artificial intelligence market size has grown exponentially in recent years. It will grow from $1.82 billion in 2024 to $2.20 billion in 2025 at a compound annual growth rate (CAGR) of 21.3%. The growth in the historic period can be attributed to increasing investment in artificial intelligence technologies, rising focus on demand forecasting accuracy, rise in adoption of data analytics tools, increasing need for efficient inventory management and rising competition in retail and e-commerce sectors.

What Is The Assortment Gap Analysis Artificial Intelligence Market Growth Forecast?

The assortment gap analysis artificial intelligence market size is expected to see exponential growth in the next few years. It will grow to $4.72 billion in 2029 at a compound annual growth rate (CAGR) of 21.0%. The growth in the forecast period can be attributed to growing adoption of artificial intelligence in retail, increasing need for inventory optimization, rising demand for personalized product assortment, rising advancements in machine learning algorithms and expansion of data-driven decision-making in supply chains. Major trends in the forecast period include advancement in predictive analytics, development of real-time demand forecasting, innovation inartificial intelligence-driven inventory optimization, advancement in machine learning for assortment planning and development of gap analysis tools using artificial intelligence.

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What’s The Trade War Impact On Information Technology Industry?

The rapid escalation of U.S. tariffs and the resulting trade tensions in spring 2025 are significantly impacting the information technology sector, particularly in hardware manufacturing, data infrastructure, and software deployment. Higher duties on imported semiconductors, circuit boards, and networking equipment have raised production and operational costs for tech firms, cloud service providers, and data centers. Companies relying on globally sourced components for laptops, servers, and consumer electronics are facing longer lead times and increased pricing pressures. In parallel, tariffs on specialized software tools and retaliatory measures from key international markets have disrupted global IT supply chains and reduced overseas demand for U.S.-developed technologies. To navigate these challenges, the sector is accelerating investments in domestic chip fabrication, diversifying supplier bases, and adopting AI-driven automation to enhance operational resilience and cost efficiency.

How Is The Assortment Gap Analysis Artificial Intelligence Market Segmented?

1) By Component: Software, Services

2) By Deployment Mode: Cloud, On-Premises

3) By Enterprise Size: Large Enterprises, Small And Medium Enterprises

4) By Application: Retail, E-commerce, Consumer Goods, Grocery, Fashion And Apparel

5) By End User:Banking, Financial Services, And Insurance (BFSI), Information Technology (IT) And Telecom, Healthcare, Government, Retail, Other End-Users

Subsegments

1) By Software: Predictive Analytics, Machine Learning Platforms, Natural Language Processing, Computer Vision, Data Management Tools, Business Intelligence Tools

2) By Services: Consulting, Implementation, Training And Support, System Integration, Managed Services, Technical Assistance

What Is Driving The Assortment Gap Analysis Artificial Intelligence Market? The Increasing Focus On Personalized Shopping Experiences Due To Rising Consumer Demand For Tailored Retail Experiences

The increasing focus on personalized shopping experiences is expected to propel the growth of the assortment gap analysis artificial intelligence market going forward. Personalized shopping experiences involve customizing product offerings, recommendations, and promotional messages according to individual consumer preferences, behaviors, and purchase patterns. The demand for personalized shopping experiences is rising as consumers increasingly expect brands to understand their unique tastes and provide relevant options. Assortment gap analysis artificial intelligence supports this trend by enabling retailers to identify and bridge product assortment gaps, ensuring the right products are offered to the right customers at the right time. For instance, in July 2024, according to Etsy, a US-based e-commerce company, gross merchandise sales increased by 4.1% in 2024, up from the previous year, driven by rising consumer demand for personalized gifts on its platform. Therefore, the increasing focus on personalized shopping experiences is driving the growth of the assortment gap analysis artificial intelligence industry.

Who Are The Major Players In The Global Assortment Gap Analysis Artificial Intelligence Market?

Major companies operating in the assortment gap analysis artificial intelligence market are Microsoft Corporation; IBM Corporation; SAP SE; SAS Institute Inc.; Teradata Corporation; Mu Sigma Inc.; o9 Solutions; RELEX Solutions; Fractal Analytics; Domo Inc.; ParallelDots; Impact Analytics; Tredence Inc.; DataX.ai; Xbyte.io; Invent.ai; Intelligence Node; Quantzig; OptimiX; ClearDemand

What Are The Key Trends Of The Global Assortment Gap Analysis Artificial Intelligence Market? Use Of Artificial Intelligence And Advanced Technologies In Retail Operations To Enhance Assortment And Customer Experience

Major companies operating in the assortment gap analysis artificial intelligence market are focusing on technological advancements, such as artificial intelligence-powered retail optimization to enhance merchandising efficiency, demand forecasting accuracy, and personalized shopping experiences across global retail environments. Artificial intelligence-powered retail optimization refers to the use of advanced artificial intelligence technologies and machine learning algorithms to streamline retail operations, improve product assortment, enhance demand forecasting, and deliver personalized shopping experiences, thereby enabling retailers to make data-driven decisions and maximize operational efficiency across diverse markets. For instance, in October 2025, Centric Software, a US-based provider of product lifecycle management and retail planning solutions, unveiled significant enhancements to its Centric Planning platform, designed to transform retail operations with artificial intelligence. The platform integrates AI-driven demand forecasting, intelligent assortment planning, and seamless connection with Centric PLM and Centric Visual Boards, delivering up to 110% improvement in margins, a 75% reduction in planning cycle times, a 50% cut in inventory, and halved budget preparation times making it highly effective for retailers seeking data-driven decision-making, operational efficiency, and competitive benchmarking through live market insights.

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What Are Latest Mergers And Acquisitions In The Assortment Gap Analysis Artificial Intelligence Market? Vision Group Acquires Hivery To Strengthen Artificial Intelligence-Driven Assortment Simulation Capabilities

In January 2025, Vision Group, a US-based IoT, AI, and image-recognition SaaS solutions provider for retailers, CPG brands, wholesalers, and shoppers, acquired Hivery for an undisclosed amount. Through this acquisition, Vision Group aims to integrate Hivery’s hyperlocal AI-driven assortment simulation technology to enhance its space planning, retail execution, and category management capabilities and strengthen its competitive position. Hivery is an Australia- and US-based company specializing in AI-powered assortment simulation, store-level optimization, and predictive ROI solutions for retail applications.

What Is The Regional Outlook For The Global Assortment Gap Analysis Artificial Intelligence Market?

North America was the largest region in the assortment gap analysis artificial intelligence market in 2024. Asia-Pacific is expected to be the fastest-growing region in the forecast period. The regions covered in this market report are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, Middle East, Africa

The countries covered in this market report are Australia, Brazil, China, France, Germany, India, Indonesia, Japan, Russia, South Korea, UK, USA, Canada, Italy, Spain.

What Defines the Assortment Gap Analysis Artificial Intelligence Market?

The assortment gap analysis artificial intelligence market consists of revenues earned by entities by providing services such as assortment data analytics service, machine learning model development, category management optimisation, consumer behavior insights service and predictive demand forecasting service. The market value includes the value of related goods sold by the service provider or included within the service offering. The assortment gap analysis artificial intelligence market also includes sales of products such as agronomy assortment optimization tools, and revoices assortment optimization tools. Values in this market are ‘factory gate’ values, that is, the value of goods sold by the manufacturers or creators of the goods, whether to other entities (including downstream manufacturers, wholesalers, distributors, and retailers) or directly to end customers. The value of goods in this market includes related services sold by the creators of the goods.

How is Market Value Defined and Measured?

The market value is defined as the revenues that enterprises gain from the sale of goods and/or services within the specified market and geography through sales, grants, or donations in terms of the currency (in USD unless otherwise specified).

The revenues for a specified geography are consumption values that are revenues generated by organizations in the specified geography within the market, irrespective of where they are produced. It does not include revenues from resales along the supply chain, either further along the supply chain or as part of other products.

What is the Market Assessment and Strategic Outlook for the Assortment Gap Analysis Artificial Intelligence Industry?

The assortment gap analysis artificial intelligence market research report is one of a series of new reports from The Business Research Company that provides market statistics, including industry global market size, regional shares, competitors with the market share, detailed market segments, market trends and opportunities, and any further data you may need to thrive in the assortment gap analysis artificial intelligence industry. The market research report delivers a complete perspective of everything you need, with an in-depth analysis of the current and future state of the industry.

Author : Abdul Wasay

Assortment Gap Analysis Artificial Intelligence Market Report Forecast Analysis

Report AttributeDetails
Market Size Value In 2025 $2.20 billion
Revenue Forecast In 2034 $4.72 billion
Growth Rate CAGR of 21.3% from 2025 to 2034
Base Year For Estimation 2024
Actual Estimates/Historical Data 2019-2024
Forecast Period 2025 - 2029 - 2034
Market Representation Revenue in USD Billion and CAGR from 2025 to 2034
Segments Covered Component, Deployment Mode, Enterprise Size, Application, End User
Regional Scope Asia-Pacific, Western Europe, Eastern Europe, North America, South America, Middle East, Africa
Country Scope The countries covered in the report are Australia, Brazil, China, France, Germany, India, ...
Key Companies Profiled Microsoft Corporation; IBM Corporation; SAP SE; SAS Institute Inc.; Teradata Corporation; Mu Sigma Inc.; o9 Solutions; RELEX Solutions; Fractal Analytics; Domo Inc.; ParallelDots; Impact Analytics; Tredence Inc.; DataX.ai; Xbyte.io; Invent.ai; Intelligence Node; Quantzig; OptimiX; ClearDemand
Customization ScopeRequest for Sample
Pricing And Purchase OptionsExplore Purchase Options

Table Of Contents

1. Executive Summary

2. Assortment Gap Analysis Artificial Intelligence Market Characteristics

3. Assortment Gap Analysis Artificial Intelligence Market Trends And Strategies

4. Assortment Gap Analysis Artificial Intelligence Market - Macro Economic Scenario Including The Impact Of Interest Rates, Inflation, Geopolitics, Trade Wars and Tariffs, And Covid And Recovery On The Market

4.1. Supply Chain Impact from Tariff War & Trade Protectionism

5. Global Assortment Gap Analysis Artificial Intelligence Growth Analysis And Strategic Analysis Framework

5.1. Global Assortment Gap Analysis Artificial Intelligence PESTEL Analysis (Political, Social, Technological, Environmental and Legal Factors, Drivers and Restraints)

5.2. Analysis Of End Use Industries

5.3. Global Assortment Gap Analysis Artificial Intelligence Market Growth Rate Analysis

5.4. Global Assortment Gap Analysis Artificial Intelligence Historic Market Size and Growth, 2019 - 2024, Value ($ Billion)

5.5. Global Assortment Gap Analysis Artificial Intelligence Forecast Market Size and Growth, 2024 - 2029, 2034F, Value ($ Billion)

5.6. Global Assortment Gap Analysis Artificial Intelligence Total Addressable Market (TAM)

6. Assortment Gap Analysis Artificial Intelligence Market Segmentation

6.1. Global Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Software

Services

6.2. Global Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Cloud

On-Premises

6.3. Global Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Large Enterprises

Small And Medium Enterprises

6.4. Global Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Retail

E-commerce

Consumer Goods

Grocery

Fashion And Apparel

Electronics

Other Applications

6.5. Global Assortment Gap Analysis Artificial Intelligence Market, Segmentation By End-User , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Retailers

Brands

Distributors

Other End-User

6.6. Global Assortment Gap Analysis Artificial Intelligence Market, Sub-Segmentation Of Software, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Predictive Analytics

Machine Learning Platforms

Natural Language Processing

Computer Vision

Data Management Tools

Business Intelligence Tools

6.7. Global Assortment Gap Analysis Artificial Intelligence Market, Sub-Segmentation Of Services, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

Consulting

Implementation

Training And Support

System Integration

Managed Services

Technical Assistance

7. Assortment Gap Analysis Artificial Intelligence Market Regional And Country Analysis

7.1. Global Assortment Gap Analysis Artificial Intelligence Market, Split By Region, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

7.2. Global Assortment Gap Analysis Artificial Intelligence Market, Split By Country, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

8. Asia-Pacific Assortment Gap Analysis Artificial Intelligence Market

8.1. Asia-Pacific Assortment Gap Analysis Artificial Intelligence Market Overview

Region Information, Market Information, Background Information, Government Initiatives, Regulations, Regulatory Bodies, Major Associations, Taxes Levied, Corporate Tax Structure, Investments, Major Companies

8.2. Asia-Pacific Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

8.3. Asia-Pacific Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

8.4. Asia-Pacific Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

9. China Assortment Gap Analysis Artificial Intelligence Market

9.1. China Assortment Gap Analysis Artificial Intelligence Market Overview

9.2. China Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion

9.3. China Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion

9.4. China Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F,$ Billion

10. India Assortment Gap Analysis Artificial Intelligence Market

10.1. India Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

10.2. India Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

10.3. India Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

11. Japan Assortment Gap Analysis Artificial Intelligence Market

11.1. Japan Assortment Gap Analysis Artificial Intelligence Market Overview

11.2. Japan Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

11.3. Japan Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

11.4. Japan Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

12. Australia Assortment Gap Analysis Artificial Intelligence Market

12.1. Australia Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

12.2. Australia Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

12.3. Australia Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

13. Indonesia Assortment Gap Analysis Artificial Intelligence Market

13.1. Indonesia Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

13.2. Indonesia Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

13.3. Indonesia Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

14. South Korea Assortment Gap Analysis Artificial Intelligence Market

14.1. South Korea Assortment Gap Analysis Artificial Intelligence Market Overview

14.2. South Korea Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

14.3. South Korea Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

14.4. South Korea Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

15. Western Europe Assortment Gap Analysis Artificial Intelligence Market

15.1. Western Europe Assortment Gap Analysis Artificial Intelligence Market Overview

15.2. Western Europe Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

15.3. Western Europe Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

15.4. Western Europe Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

16. UK Assortment Gap Analysis Artificial Intelligence Market

16.1. UK Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

16.2. UK Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

16.3. UK Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

17. Germany Assortment Gap Analysis Artificial Intelligence Market

17.1. Germany Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

17.2. Germany Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

17.3. Germany Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

18. France Assortment Gap Analysis Artificial Intelligence Market

18.1. France Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

18.2. France Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

18.3. France Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

19. Italy Assortment Gap Analysis Artificial Intelligence Market

19.1. Italy Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

19.2. Italy Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

19.3. Italy Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

20. Spain Assortment Gap Analysis Artificial Intelligence Market

20.1. Spain Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

20.2. Spain Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

20.3. Spain Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

21. Eastern Europe Assortment Gap Analysis Artificial Intelligence Market

21.1. Eastern Europe Assortment Gap Analysis Artificial Intelligence Market Overview

21.2. Eastern Europe Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

21.3. Eastern Europe Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

21.4. Eastern Europe Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

22. Russia Assortment Gap Analysis Artificial Intelligence Market

22.1. Russia Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

22.2. Russia Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

22.3. Russia Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

23. North America Assortment Gap Analysis Artificial Intelligence Market

23.1. North America Assortment Gap Analysis Artificial Intelligence Market Overview

23.2. North America Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

23.3. North America Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

23.4. North America Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

24. USA Assortment Gap Analysis Artificial Intelligence Market

24.1. USA Assortment Gap Analysis Artificial Intelligence Market Overview

24.2. USA Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

24.3. USA Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

24.4. USA Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

25. Canada Assortment Gap Analysis Artificial Intelligence Market

25.1. Canada Assortment Gap Analysis Artificial Intelligence Market Overview

25.2. Canada Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

25.3. Canada Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

25.4. Canada Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

26. South America Assortment Gap Analysis Artificial Intelligence Market

26.1. South America Assortment Gap Analysis Artificial Intelligence Market Overview

26.2. South America Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

26.3. South America Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

26.4. South America Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

27. Brazil Assortment Gap Analysis Artificial Intelligence Market

27.1. Brazil Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

27.2. Brazil Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

27.3. Brazil Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

28. Middle East Assortment Gap Analysis Artificial Intelligence Market

28.1. Middle East Assortment Gap Analysis Artificial Intelligence Market Overview

28.2. Middle East Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

28.3. Middle East Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

28.4. Middle East Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

29. Africa Assortment Gap Analysis Artificial Intelligence Market

29.1. Africa Assortment Gap Analysis Artificial Intelligence Market Overview

29.2. Africa Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

29.3. Africa Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

29.4. Africa Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion

30. Assortment Gap Analysis Artificial Intelligence Market Competitive Landscape And Company Profiles

30.1. Assortment Gap Analysis Artificial Intelligence Market Competitive Landscape

30.2. Assortment Gap Analysis Artificial Intelligence Market Company Profiles

30.2.1. Microsoft Corporation Overview, Products and Services, Strategy and Financial Analysis

30.2.2. IBM Corporation Overview, Products and Services, Strategy and Financial Analysis

30.2.3. SAP SE Overview, Products and Services, Strategy and Financial Analysis

30.2.4. SAS Institute Inc. Overview, Products and Services, Strategy and Financial Analysis

30.2.5. Teradata Corporation Overview, Products and Services, Strategy and Financial Analysis

31. Assortment Gap Analysis Artificial Intelligence Market Other Major And Innovative Companies

31.1. Mu Sigma Inc.

31.2. o9 Solutions

31.3. RELEX Solutions

31.4. Fractal Analytics

31.5. Domo Inc.

31.6. ParallelDots

31.7. Impact Analytics

31.8. Tredence Inc.

31.9. DataX.ai

31.10. Xbyte.io

31.11. Invent.ai

31.12. Intelligence Node

31.13. Quantzig

31.14. OptimiX

31.15. ClearDemand

32. Global Assortment Gap Analysis Artificial Intelligence Market Competitive Benchmarking And Dashboard

33. Key Mergers And Acquisitions In The Assortment Gap Analysis Artificial Intelligence Market

34. Recent Developments In The Assortment Gap Analysis Artificial Intelligence Market

35. Assortment Gap Analysis Artificial Intelligence Market High Potential Countries, Segments and Strategies

35.1 Assortment Gap Analysis Artificial Intelligence Market In 2029 - Countries Offering Most New Opportunities

35.2 Assortment Gap Analysis Artificial Intelligence Market In 2029 - Segments Offering Most New Opportunities

35.3 Assortment Gap Analysis Artificial Intelligence Market In 2029 - Growth Strategies

35.3.1 Market Trend Based Strategies

35.3.2 Competitor Strategies

36. Appendix

36.1. Abbreviations

36.2. Currencies

36.3. Historic And Forecast Inflation Rates

36.4. Research Inquiries

36.5. The Business Research Company

36.6. Copyright And Disclaimer

List Of Tables

    Table 1: Global Historic Market Growth, 2019-2024, $ Billion
  • Table 2: Global Forecast Market Growth, 2024-2029F, 2034F, $ Billion
  • Table 3: Global Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 4: Global Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 5: Global Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 6: Global Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 7: Global Assortment Gap Analysis Artificial Intelligence Market, Segmentation By End-User , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 8: Global Assortment Gap Analysis Artificial Intelligence Market, Sub-Segmentation Of Software, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 9: Global Assortment Gap Analysis Artificial Intelligence Market, Sub-Segmentation Of Services, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 10: Global Assortment Gap Analysis Artificial Intelligence Market, Split By Region, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 11: Global Assortment Gap Analysis Artificial Intelligence Market, Split By Country, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 12: Asia-Pacific, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 13: Asia-Pacific, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 14: Asia-Pacific, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 15: China, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 16: China, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 17: China, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 18: India, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 19: India, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 20: India, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 21: Japan, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 22: Japan, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 23: Japan, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 24: Australia, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 25: Australia, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 26: Australia, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 27: Indonesia, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 28: Indonesia, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 29: Indonesia, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 30: South Korea, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 31: South Korea, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 32: South Korea, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 33: Western Europe, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 34: Western Europe, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 35: Western Europe, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 36: UK, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 37: UK, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 38: UK, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 39: Germany, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 40: Germany, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 41: Germany, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 42: France, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 43: France, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 44: France, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 45: Italy, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 46: Italy, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 47: Italy, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 48: Spain, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 49: Spain, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 50: Spain, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 51: Eastern Europe, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 52: Eastern Europe, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 53: Eastern Europe, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 54: Russia, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 55: Russia, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 56: Russia, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 57: North America, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 58: North America, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 59: North America, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 60: USA, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 61: USA, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 62: USA, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 63: Canada, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 64: Canada, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 65: Canada, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 66: South America, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 67: South America, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 68: South America, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 69: Brazil, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 70: Brazil, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 71: Brazil, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 72: Middle East, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 73: Middle East, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 74: Middle East, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 75: Africa, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 76: Africa, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 77: Africa, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Table 78: Microsoft Corporation Financial Performance
  • Table 79: IBM Corporation Financial Performance
  • Table 80: SAP SE Financial Performance
  • Table 81: SAS Institute Inc. Financial Performance
  • Table 82: Teradata Corporation Financial Performance

List Of Figures

    Figure 1: Global Historic Market Growth, 2019-2024, $ Billion
  • Figure 2: Global Forecast Market Growth, 2024-2029F, 2034F, $ Billion
  • Figure 3: Global Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 4: Global Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 5: Global Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 6: Global Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Application, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 7: Global Assortment Gap Analysis Artificial Intelligence Market, Segmentation By End-User , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 8: Global Assortment Gap Analysis Artificial Intelligence Market, Sub-Segmentation Of Software, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 9: Global Assortment Gap Analysis Artificial Intelligence Market, Sub-Segmentation Of Services, By Type, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 10: Global Assortment Gap Analysis Artificial Intelligence Market, Split By Region, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 11: Global Assortment Gap Analysis Artificial Intelligence Market, Split By Country, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 12: Asia-Pacific, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 13: Asia-Pacific, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 14: Asia-Pacific, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 15: China, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 16: China, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 17: China, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 18: India, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 19: India, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 20: India, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 21: Japan, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 22: Japan, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 23: Japan, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 24: Australia, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 25: Australia, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 26: Australia, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 27: Indonesia, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 28: Indonesia, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 29: Indonesia, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 30: South Korea, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 31: South Korea, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 32: South Korea, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 33: Western Europe, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 34: Western Europe, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 35: Western Europe, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 36: UK, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 37: UK, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 38: UK, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 39: Germany, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 40: Germany, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 41: Germany, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 42: France, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 43: France, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 44: France, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 45: Italy, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 46: Italy, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 47: Italy, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 48: Spain, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 49: Spain, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 50: Spain, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 51: Eastern Europe, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 52: Eastern Europe, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 53: Eastern Europe, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 54: Russia, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 55: Russia, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 56: Russia, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 57: North America, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 58: North America, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 59: North America, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 60: USA, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 61: USA, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 62: USA, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 63: Canada, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 64: Canada, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 65: Canada, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 66: South America, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 67: South America, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 68: South America, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 69: Brazil, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 70: Brazil, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 71: Brazil, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 72: Middle East, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 73: Middle East, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 74: Middle East, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 75: Africa, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Component , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 76: Africa, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Deployment Mode, Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 77: Africa, Assortment Gap Analysis Artificial Intelligence Market, Segmentation By Enterprise Size , Historic and Forecast, 2019-2024, 2024-2029F, 2034F, $ Billion
  • Figure 78: Microsoft Corporation Financial Performance
  • Figure 79: IBM Corporation Financial Performance
  • Figure 80: SAP SE Financial Performance
  • Figure 81: SAS Institute Inc. Financial Performance
  • Figure 82: Teradata Corporation Financial Performance

Frequently Asked Questions

Assortment gap analysis Artificial intelligence refers to the use of advanced algorithms and machine learning models to identify gaps and inefficiencies within product assortments. It helps businesses optimize inventory distribution, enhance product availability, and improve sales performance through data-driven insights. This technology leverages predictive analytics to streamline decision-making, ensuring a more efficient and profitable assortment strategy. For further insights on this market, request a sample here

The market major growth driver - The Increasing Focus On Personalized Shopping Experiences Due To Rising Consumer Demand For Tailored Retail Experiences. For further insights on this market, request a sample here

The assortment gap analysis artificial intelligence market size has grown exponentially in recent years. It will grow from $1.82 billion in 2024 to $2.20 billion in 2025 at a compound annual growth rate (CAGR) of 21.3%. The growth in the historic period can be attributed to increasing investment in artificial intelligence technologies, rising focus on demand forecasting accuracy, rise in adoption of data analytics tools, increasing need for efficient inventory management and rising competition in retail and e-commerce sectors. The assortment gap analysis artificial intelligence market size is expected to see exponential growth in the next few years. It will grow to $4.72 billion in 2029 at a compound annual growth rate (CAGR) of 21.0%. The growth in the forecast period can be attributed to growing adoption of artificial intelligence in retail, increasing need for inventory optimization, rising demand for personalized product assortment, rising advancements in machine learning algorithms and expansion of data-driven decision-making in supply chains. Major trends in the forecast period include advancement in predictive analytics, development of real-time demand forecasting, innovation inartificial intelligence-driven inventory optimization, advancement in machine learning for assortment planning and development of gap analysis tools using artificial intelligence. For further insights on this market, request a sample here

The assortment gap analysis artificial intelligence market covered in this report is segmented –
1) By Component: Software, Services
2) By Deployment Mode: Cloud, On-Premises
3) By Enterprise Size: Large Enterprises, Small And Medium Enterprises
4) By Application: Retail, E-commerce, Consumer Goods, Grocery, Fashion And Apparel
5) By End User:Banking, Financial Services, And Insurance (BFSI), Information Technology (IT) And Telecom, Healthcare, Government, Retail, Other End-Users Subsegments
1) By Software: Predictive Analytics, Machine Learning Platforms, Natural Language Processing, Computer Vision, Data Management Tools, Business Intelligence Tools
2) By Services: Consulting, Implementation, Training And Support, System Integration, Managed Services, Technical Assistance For further insights on this market,
request a sample here

North America was the largest region in the assortment gap analysis artificial intelligence market in 2024. Asia-Pacific is expected to be the fastest-growing region in the forecast period. The regions covered in the assortment gap analysis artificial intelligence market report are Asia-Pacific, Western Europe, Eastern Europe, North America, South America, Middle East, Africa For further insights on this market, request a sample here.

Major companies operating in the assortment gap analysis artificial intelligence market are Microsoft Corporation; IBM Corporation; SAP SE; SAS Institute Inc.; Teradata Corporation; Mu Sigma Inc.; o9 Solutions; RELEX Solutions; Fractal Analytics; Domo Inc.; ParallelDots; Impact Analytics; Tredence Inc.; DataX.ai; Xbyte.io; Invent.ai; Intelligence Node; Quantzig; OptimiX; ClearDemand . For further insights on this market, request a sample here.

Major trends in this market include Use Of Artificial Intelligence And Advanced Technologies In Retail Operations To Enhance Assortment And Customer Experience. For further insights on this market, request a sample here.

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