A AI-Powered Virtual Shopping Assistants Market Size, Share, Trends, Industry Analysis Report: By Deployment (Cloud, On-Premises, and Hybrid), Technology, Industry Vertical, and Region (North America, Europe

The global AI-powered virtual shopping assistants market size is expected to reach USD 12,569.38 million by 2034, according to a new study by Polaris Market Research. The report “AI-Powered Virtual Shopping Assistants Market Size, Share, Trends, Industry Analysis Report: By Deployment (Cloud, On-Premises, and Hybrid), Technology, Industry Vertical, and Region (North America, Europe, Asia Pacific, Latin America, and Middle East & Africa) – Market Forecast, 2025 - 2034” gives a detailed insight into current market dynamics and provides analysis on future market growth.

The AI-powered virtual shopping assistants market is rapidly transforming the retail and e-commerce industries. These assistants leverage artificial intelligence (AI) to enhance customer experiences, streamline purchasing decisions, and drive sales. These intelligent assistants use natural language processing (NLP), machine learning (ML), and data analytics to provide personalized recommendations, answer customer queries, and facilitate seamless shopping experiences across digital and physical retail environments.

AI-powered virtual shopping assistants are being deployed across various platforms, including e-commerce websites, mobile apps, social media, and even in-store kiosks. They assist customers by offering product suggestions based on browsing history, answering FAQs, processing orders, and handling post-purchase support.

The rising demand for personalized shopping experiences is propelling the AI-powered virtual shopping assistants market growth. People now prefer tailored recommendations that align with their preferences, past purchases, and browsing behavior. AI-powered shopping assistants analyze vast amounts of customer data such as purchase history, demographic information, and real-time interactions to deliver highly relevant product suggestions, thereby encouraging their adoption across e-commerce platforms and retail outlets.

AI-Powered Virtual Shopping Assistants Market Report Highlights

In terms of deployment, the cloud segment accounted for 62% of AI-powered virtual shopping assistants market revenue share in 2024 due to its scalability, cost-efficiency, and ease of integration with existing e-commerce platforms.

Based on industry vertical, the e-commerce segment led the market with ~ 38% revenue share. E-commerce businesses are aggressively adopting intelligent shopping technologies to enhance user experience, increase conversion rates, and reduce cart abandonment. The retail segment is projected to grow at a rapid pace, driven by the integration of AI into physical stores and omnichannel retail strategies.

North America held the largest AI-powered virtual shopping assistants market share, accounting for approximately 41% of the total revenue. The region benefited from the early adoption of advanced AI technologies, high digital literacy, and a well-established e-commerce ecosystem.

The market in Asia Pacific is estimated to grow at a rapid pace during the forecast period. Countries such as China, India, and Japan are driving this expansion through rapid digitalization, growing 5G smartphone penetration, and an increasing number of online shoppers.

Some of the global key market players are Amazon, App0, Claros, eBay Inc., H&M Hennes & Mauritz AB, Manifest AI, Observe.AI, Perplexity, SoftServe Inc., Tidio AI, Verloop, and Walmart Inc.

Polaris Market Research has segmented AI-powered virtual shopping assistants market report based on deployment, technology, industry vertical, and region:

By Deployment Outlook (Revenue, USD Million, 2020-2034)

Cloud

On-Premises

Hybrid

By Technology Outlook (Revenue, USD Million, 2020-2034)

Natural Language Processing (NLP)

Machine Learning (ML) & Deep Learning

Voice Recognition

Others

By Industry Vertical Outlook (Revenue, USD Million, 2020-2034)

E-Commerce

Retail

Consumer Goods

Electronics

Automotive

Healthcare

Others

By Regional Outlook (Revenue, USD Million, 2020-2034)

North America

US

Canada

Europe

Germany

France

UK

Italy

Spain

Netherlands

Russia

Rest of Europe

Asia Pacific

China

Japan

India

Malaysia

South Korea

Indonesia

Australia

Vietnam

Rest of Asia Pacific

Middle East & Africa

Saudi Arabia

UAE

Israel

South Africa

Rest of Middle East & Africa

Latin America

Mexico

Brazil

Argentina

Rest of Latin America


1. Introduction
1.1. Report Description
1.1.1. Objectives of the Study
1.1.2. Market Scope
1.1.3. Assumptions
1.2. Stakeholders
2. Executive Summary
2.1. Market Highlights
3. Research Methodology
3.1. Overview
3.1.1. Data Mining
3.2. Data Source
3.2.1. Primary Source
3.2.2. Secondary Source
4. Global AI-Powered Virtual Shopping Assistants Market Insights
4.1. AI-Powered Virtual Shopping Assistants Market – Market Snapshot
4.2. AI-Powered Virtual Shopping Assistants Market Dynamics
4.2.1. Drivers and Opportunities
4.2.1.1. Growing Advancement in Natural Language Processing (NLP) and Machine Learning Algorithms
4.2.1.2. Increasing Urbanization Globally
4.2.2. Restraints and Challenges
4.2.2.1. High cost and lack of awareness
4.3. Porter’s Five Forces Analysis
4.3.1. Bargaining Power of Suppliers (Moderate)
4.3.2. Threats of New Entrants: (Low)
4.3.3. Bargaining Power of Buyers (Moderate)
4.3.4. Threat of Substitute (Moderate)
4.3.5. Rivalry among existing firms (High)
4.4. PESTEL Analysis
4.5. AI-Powered Virtual Shopping Assistants Market Trends
4.6. Value Chain Analysis
5. Global AI-Powered Virtual Shopping Assistants Market, by Deployment
5.1. Key Findings
5.2. Introduction
5.2.1. Global AI-Powered Virtual Shopping Assistants Market, by Deployment, 2020-2034 (USD Million)
5.3. Cloud
5.3.1. Global AI-Powered Virtual Shopping Assistants Market, by Cloud, by Region, 2020-2034 (USD Million)
5.4. On-Premises
5.4.1. Global AI-Powered Virtual Shopping Assistants Market, by On-Premises, by Region, 2020-2034 (USD Million)
5.5. Hybrid
5.5.1. Global AI-Powered Virtual Shopping Assistants Market, by Hybrid, by Region, 2020-2034 (USD Million)
6. Global AI-Powered Virtual Shopping Assistants Market, by Technology
6.1. Key Findings
6.2. Introduction
6.2.1. Global AI-Powered Virtual Shopping Assistants Market, by Technology, 2020-2034 (USD Million)
6.3. Natural Language Processing (NLP)
6.3.1. Global AI-Powered Virtual Shopping Assistants Market, by Natural Language Processing (NLP), by Region, 2020-2034 (USD Million)
6.4. Machine Learning (ML) & Deep Learning
6.4.1. Global AI-Powered Virtual Shopping Assistants Market, by Machine Learning (ML) & Deep Learning, by Region, 2020-2034 (USD Million)
6.5. Voice Recognition
6.5.1. Global AI-Powered Virtual Shopping Assistants Market, by Voice Recognition, by Region, 2020-2034 (USD Million)
6.6. Others
6.6.1. Global AI-Powered Virtual Shopping Assistants Market, by Others, by Region, 2020-2034 (USD Million)
7. Global AI-Powered Virtual Shopping Assistants Market, by Industry Vertical
7.1. Key Findings
7.2. Introduction
7.2.1. Global AI-Powered Virtual Shopping Assistants Market, by Industry Vertical, 2020-2034 (USD Million)
7.3. E-Commerce
7.3.1. Global AI-Powered Virtual Shopping Assistants Market, by E-Commerce, by Region, 2020-2034 (USD Million)
7.4. Consumer Goods
7.4.1. Global AI-Powered Virtual Shopping Assistants Market, by Consumer Goods, by Region, 2020-2034 (USD Million)
7.5. Electronics
7.5.1. Global AI-Powered Virtual Shopping Assistants Market, by Electronics, by Region, 2020-2034 (USD Million)
7.6. Automotive
7.6.1. Global AI-Powered Virtual Shopping Assistants Market, by Automotive, by Region, 2020-2034 (USD Million)
7.7. Healthcare
7.7.1. Global AI-Powered Virtual Shopping Assistants Market, by Healthcare, by Region, 2020-2034 (USD Million)
7.8. Others
7.8.1. Global AI-Powered Virtual Shopping Assistants Market, by Others, by Region, 2020-2034 (USD Million)
8. Global AI-Powered Virtual Shopping Assistants Market, by Geography
8.1. Key Findings
8.2. Introduction
8.2.1. AI-Powered Virtual Shopping Assistants Market Assessment, By Geography, 2020-2034 (USD Million)
8.3. AI-Powered Virtual Shopping Assistants Market – North America
8.3.1. North America: AI-Powered Virtual Shopping Assistants Market, by Deployment, 2020-2034 (USD Million)
8.3.2. North America: AI-Powered Virtual Shopping Assistants Market, by Technology, 2020-2034 (USD Million)
8.3.3. North America: AI-Powered Virtual Shopping Assistants Market, by Industry Vertical, 2020-2034 (USD Million)
8.3.4. AI-Powered Virtual Shopping Assistants Market – U.S.
8.3.4.1. U.S.: AI-Powered Virtual Shopping Assistants Market, by Deployment, 2020-2034 (USD Million)
8.3.4.2. U.S.: AI-Powered Virtual Shopping Assistants Market, by Technology, 2020-2034 (USD Million)
8.3.4.3. U.S.: AI-Powered Virtual Shopping Assistants Market, by Industry Vertical, 2020-2034 (USD Million)
8.3.5. AI-Powered Virtual Shopping Assistants Market – Canada
8.3.5.1. Canada: AI-Powered Virtual Shopping Assistants Market, by Deployment, 2020-2034 (USD Million)
8.3.5.2. Canada: AI-Powered Virtual Shopping Assistants Market, by Technology, 2020-2034 (USD Million)
8.3.5.3. Canada: AI-Powered Virtual Shopping Assistants Market, by Industry Vertical, 2020-2034 (USD Million)
8.4. AI-Powered Virtual Shopping Assistants Market – Europe
8.4.1. Europe: AI-Powered Virtual Shopping Assistants Market, by Deployment, 2020-2034 (USD Million)
8.4.2. Europe: AI-Powered Virtual Shopping Assistants Market, by Technology, 2020-2034 (USD Million)
8.4.3. Europe: AI-Powered Virtual Shopping Assistants Market, by Industry Vertical, 2020-2034 (USD Million)
8.4.4. AI-Powered Virtual Shopping Assistants Market – UK
8.4.4.1. UK: AI-Powered Virtual Shopping Assistants Market, by Deployment, 2020-2034 (USD Million)
8.4.4.2. UK: AI-Powered Virtual Shopping Assistants Market, by Technology, 2020-2034 (USD Million)
8.4.4.3. UK: AI-Powered Virtual Shopping Assistants Market, by Industry Vertical, 2020-2034 (USD Million)
8.4.5. AI-Powered Virtual Shopping Assistants Market – France
8.4.5.1. France: AI-Powered Virtual Shopping Assistants Market, by Deployment, 2020-2034 (USD Million)
8.4.5.2. France: AI-Powered Virtual Shopping Assistants Market, by Technology, 2020-2034 (USD Million)
8.4.5.3. France: AI-Powered Virtual Shopping Assistants Market, by Industry Vertical, 2020-2034 (USD Million)
8.4.6. AI-Powered Virtual Shopping Assistants Market – Germany
8.4.6.1. Germany: AI-Powered Virtual Shopping Assistants Market, by Deployment, 2020-2034 (USD Million)
8.4.6.2. Germany: AI-Powered Virtual Shopping Assistants Market, by Technology, 2020-2034 (USD Million)
8.4.6.3. Germany: AI-Powered Virtual Shopping Assistants Market, by Industry Vertical, 2020-2034 (USD Million)
8.4.7. AI-Powered Virtual Shopping Assistants Market – Italy
8.4.7.1. Italy: AI-Powered Virtual Shopping Assistants Market, by Deployment, 2020-2034 (USD Million)
8.4.7.2. Italy: AI-Powered Virtual Shopping Assistants Market, by Technology, 2020-2034 (USD Million)
8.4.7.3. Italy: AI-Powered Virtual Shopping Assistants Market, by Industry Vertical, 2020-2034 (USD Million)
8.4.8. AI-Powered Virtual Shopping Assistants Market – Spain
8.4.8.1. Spain: AI-Powered Virtual Shopping Assistants Market, by Deployment, 2020-2034 (USD Million)
8.4.8.2. Spain: AI-Powered Virtual Shopping Assistants Market, by Technology, 2020-2034 (USD Million)
8.4.8.3. Spain: AI-Powered Virtual Shopping Assistants Market, by Industry Vertical, 2020-2034 (USD Million)
8.4.9. AI-Powered Virtual Shopping Assistants Market – Netherlands
8.4.9.1. Netherlands: AI-Powered Virtual Shopping Assistants Market, by Deployment, 2020-2034 (USD Million)
8.4.9.2. Netherlands: AI-Powered Virtual Shopping Assistants Market, by Technology, 2020-2034 (USD Million)
8.4.9.3. Netherlands: AI-Powered Virtual Shopping Assistants Market, by Industry Vertical, 2020-2034 (USD Million)
8.4.10. AI-Powered Virtual Shopping Assistants Market – Russia
8.4.10.1. Russia: AI-Powered Virtual Shopping Assistants Market, by Deployment, 2020-2034 (USD Million)
8.4.10.2. Russia: AI-Powered Virtual Shopping Assistants Market, by Technology, 2020-2034 (USD Million)
8.4.10.3. Russia: AI-Powered Virtual Shopping Assistants Market, by Industry Vertical, 2020-2034 (USD Million)
8.4.11. AI-Powered Virtual Shopping Assistants Market – Rest of Europe
8.4.11.1. Rest of Europe: AI-Powered Virtual Shopping Assistants Market, by Deployment, 2020-2034 (USD Million)
8.4.11.2. Rest of Europe: AI-Powered Virtual Shopping Assistants Market, by Technology, 2020-2034 (USD Million)
8.4.11.3. Rest of Europe: AI-Powered Virtual Shopping Assistants Market, by Industry Vertical, 2020-2034 (USD Million)
8.5. AI-Powered Virtual Shopping Assistants Market – Asia Pacific
8.5.1. Asia Pacific: AI-Powered Virtual Shopping Assistants Market, by Deployment, 2020-2034 (USD Million)
8.5.2. Asia Pacific: AI-Powered Virtual Shopping Assistants Market, by Technology, 2020-2034 (USD Million)
8.5.3. Asia Pacific: AI-Powered Virtual Shopping Assistants Market, by Industry Vertical, 2020-2034 (USD Million)
8.5.4. AI-Powered Virtual Shopping Assistants Market – China
8.5.4.1. China: AI-Powered Virtual Shopping Assistants Market, by Deployment, 2020-2034 (USD Million)
8.5.4.2. China: AI-Powered Virtual Shopping Assistants Market, by Technology, 2020-2034 (USD Million)
8.5.4.3. China: AI-Powered Virtual Shopping Assistants Market, by Industry Vertical, 2020-2034 (USD Million)
8.5.5. AI-Powered Virtual Shopping Assistants Market – India
8.5.5.1. India: AI-Powered Virtual Shopping Assistants Market, by Deployment, 2020-2034 (USD Million)
8.5.5.2. India: AI-Powered Virtual Shopping Assistants Market, by Technology, 2020-2034 (USD Million)
8.5.5.3. India: AI-Powered Virtual Shopping Assistants Market, by Industry Vertical, 2020-2034 (USD Million)
8.5.6. AI-Powered Virtual Shopping Assistants Market – Malaysia
8.5.6.1. Malaysia: AI-Powered Virtual Shopping Assistants Market, by Deployment, 2020-2034 (USD Million)
8.5.6.2. Malaysia: AI-Powered Virtual Shopping Assistants Market, by Technology, 2020-2034 (USD Million)
8.5.6.3. Malaysia: AI-Powered Virtual Shopping Assistants Market, by Industry Vertical, 2020-2034 (USD Million)
8.5.7. AI-Powered Virtual Shopping Assistants Market – Japan
8.5.7.1. Japan: AI-Powered Virtual Shopping Assistants Market, by Deployment, 2020-2034 (USD Million)
8.5.7.2. Japan: AI-Powered Virtual Shopping Assistants Market, by Technology, 2020-2034 (USD Million)
8.5.7.3. Japan: AI-Powered Virtual Shopping Assistants Market, by Industry Vertical, 2020-2034 (USD Million)
8.5.8. AI-Powered Virtual Shopping Assistants Market – Indonesia
8.5.8.1. Indonesia: AI-Powered Virtual Shopping Assistants Market, by Deployment, 2020-2034 (USD Million)
8.5.8.2. Indonesia: AI-Powered Virtual Shopping Assistants Market, by Technology, 2020-2034 (USD Million)
8.5.8.3. Indonesia: AI-Powered Virtual Shopping Assistants Market, by Industry Vertical, 2020-2034 (USD Million)
8.5.9. AI-Powered Virtual Shopping Assistants Market – South Korea
8.5.9.1. South Korea: AI-Powered Virtual Shopping Assistants Market, by Deployment, 2020-2034 (USD Million)
8.5.9.2. South Korea: AI-Powered Virtual Shopping Assistants Market, by Technology, 2020-2034 (USD Million)
8.5.9.3. South Korea: AI-Powered Virtual Shopping Assistants Market, by Industry Vertical, 2020-2034 (USD Million)
8.5.10. AI-Powered Virtual Shopping Assistants Market – Australia
8.5.10.1. Australia: AI-Powered Virtual Shopping Assistants Market, by Deployment, 2020-2034 (USD Million)
8.5.10.2. Australia: AI-Powered Virtual Shopping Assistants Market, by Technology, 2020-2034 (USD Million)
8.5.10.3. Australia: AI-Powered Virtual Shopping Assistants Market, by Industry Vertical, 2020-2034 (USD Million)
8.5.11. AI-Powered Virtual Shopping Assistants Market – Rest of Asia Pacific
8.5.11.1. Rest of Asia Pacific: AI-Powered Virtual Shopping Assistants Market, by Deployment, 2020-2034 (USD Million)
8.5.11.2. Rest of Asia Pacific: AI-Powered Virtual Shopping Assistants Market, by Technology, 2020-2034 (USD Million)
8.5.11.3. Rest of Asia Pacific: AI-Powered Virtual Shopping Assistants Market, by Industry Vertical, 2020-2034 (USD Million)
8.6. AI-Powered Virtual Shopping Assistants Market – Middle East & Africa
8.6.1. Middle East & Africa: AI-Powered Virtual Shopping Assistants Market, by Deployment, 2020-2034 (USD Million)
8.6.2. Middle East & Africa: AI-Powered Virtual Shopping Assistants Market, by Technology, 2020-2034 (USD Million)
8.6.3. Middle East & Africa: AI-Powered Virtual Shopping Assistants Market, by Industry Vertical, 2020-2034 (USD Million)
8.6.4. AI-Powered Virtual Shopping Assistants Market – Saudi Arabia
8.6.4.1. Saudi Arabia: AI-Powered Virtual Shopping Assistants Market, by Deployment, 2020-2034 (USD Million)
8.6.4.2. Saudi Arabia: AI-Powered Virtual Shopping Assistants Market, by Technology, 2020-2034 (USD Million)
8.6.4.3. Saudi Arabia: AI-Powered Virtual Shopping Assistants Market, by Industry Vertical, 2020-2034 (USD Million)
8.6.5. AI-Powered Virtual Shopping Assistants Market – UAE
8.6.5.1. UAE: AI-Powered Virtual Shopping Assistants Market, by Deployment, 2020-2034 (USD Million)
8.6.5.2. UAE: AI-Powered Virtual Shopping Assistants Market, by Technology, 2020-2034 (USD Million)
8.6.5.3. UAE: AI-Powered Virtual Shopping Assistants Market, by Industry Vertical, 2020-2034 (USD Million)
8.6.6. AI-Powered Virtual Shopping Assistants Market – Israel
8.6.6.1. Israel: AI-Powered Virtual Shopping Assistants Market, by Deployment, 2020-2034 (USD Million)
8.6.6.2. Israel: AI-Powered Virtual Shopping Assistants Market, by Technology, 2020-2034 (USD Million)
8.6.6.3. Israel: AI-Powered Virtual Shopping Assistants Market, by Industry Vertical, 2020-2034 (USD Million)
8.6.7. AI-Powered Virtual Shopping Assistants Market – South Africa
8.6.7.1. South Africa: AI-Powered Virtual Shopping Assistants Market, by Deployment, 2020-2034 (USD Million)
8.6.7.2. South Africa: AI-Powered Virtual Shopping Assistants Market, by Technology, 2020-2034 (USD Million)
8.6.7.3. South Africa: AI-Powered Virtual Shopping Assistants Market, by Industry Vertical, 2020-2034 (USD Million)
8.6.8. AI-Powered Virtual Shopping Assistants Market – Rest of Middle East & Africa
8.6.8.1. Rest of Middle East & Africa: AI-Powered Virtual Shopping Assistants Market, by Deployment, 2020-2034 (USD Million)
8.6.8.2. Rest of Middle East & Africa: AI-Powered Virtual Shopping Assistants Market, by Technology, 2020-2034 (USD Million)
8.6.8.3. Rest of Middle East & Africa: AI-Powered Virtual Shopping Assistants Market, by Industry Vertical, 2020-2034 (USD Million)
8.7. AI-Powered Virtual Shopping Assistants Market – Latin America
8.7.1. Latin America: AI-Powered Virtual Shopping Assistants Market, by Deployment, 2020-2034 (USD Million)
8.7.2. Latin America: AI-Powered Virtual Shopping Assistants Market, by Technology, 2020-2034 (USD Million)
8.7.3. Latin America: AI-Powered Virtual Shopping Assistants Market, by Industry Vertical, 2020-2034 (USD Million)
8.7.4. AI-Powered Virtual Shopping Assistants Market – Mexico
8.7.4.1. Mexico: AI-Powered Virtual Shopping Assistants Market, by Deployment, 2020-2034 (USD Million)
8.7.4.2. Mexico: AI-Powered Virtual Shopping Assistants Market, by Technology, 2020-2034 (USD Million)
8.7.4.3. Mexico: AI-Powered Virtual Shopping Assistants Market, by Industry Vertical, 2020-2034 (USD Million)
8.7.5. AI-Powered Virtual Shopping Assistants Market – Brazil
8.7.5.1. Brazil: AI-Powered Virtual Shopping Assistants Market, by Deployment, 2020-2034 (USD Million)
8.7.5.2. Brazil: AI-Powered Virtual Shopping Assistants Market, by Technology, 2020-2034 (USD Million)
8.7.5.3. Brazil: AI-Powered Virtual Shopping Assistants Market, by Industry Vertical, 2020-2034 (USD Million)
8.7.6. AI-Powered Virtual Shopping Assistants Market – Argentina
8.7.6.1. Argentina: AI-Powered Virtual Shopping Assistants Market, by Deployment, 2020-2034 (USD Million)
8.7.6.2. Argentina: AI-Powered Virtual Shopping Assistants Market, by Technology, 2020-2034 (USD Million)
8.7.6.3. Argentina: AI-Powered Virtual Shopping Assistants Market, by Industry Vertical, 2020-2034 (USD Million)
8.7.7. AI-Powered Virtual Shopping Assistants Market – Rest of Latin America
8.7.7.1. Rest of Latin America: AI-Powered Virtual Shopping Assistants Market, by Deployment, 2020-2034 (USD Million)
8.7.7.2. Rest of Latin America: AI-Powered Virtual Shopping Assistants Market, by Technology, 2020-2034 (USD Million)
8.7.7.3. Rest of Latin America: AI-Powered Virtual Shopping Assistants Market, by Industry Vertical, 2020-2034 (USD Million)
9. Competitive Landscape
9.1. Expansion and Acquisition Analysis
9.1.1. Expansion
9.1.2. Acquisitions
9.2. Partnerships/Collaborations/Agreements/Exhibitions
10. Company Profiles
10.1. Amazon
10.1.1. Company Overview
10.1.2. Financial Performance
10.1.3. Product Benchmarking
10.1.4. Recent Development
10.2. App0
10.2.1. Company Overview
10.2.2. Financial Performance
10.2.3. Product Benchmarking
10.2.4. Recent Development
10.3. Claros
10.3.1. Company Overview
10.3.2. Financial Performance
10.3.3. Product Benchmarking
10.3.4. Recent Development
10.4. eBay Inc.
10.4.1. Company Overview
10.4.2. Financial Performance
10.4.3. Product Benchmarking
10.4.4. Recent Development
10.5. H & M Hennes & Mauritz AB
10.5.1. Company Overview
10.5.2. Financial Performance
10.5.3. Product Benchmarking
10.5.4. Recent Development
10.6. Manifest AI
10.6.1. Company Overview
10.6.2. Financial Performance
10.6.3. Product Benchmarking
10.6.4. Recent Development
10.7. Observe.AI
10.7.1. Company Overview
10.7.2. Financial Performance
10.7.3. Product Benchmarking
10.7.4. Recent Development
10.8. Perplexity
10.8.1. Company Overview
10.8.2. Financial Performance
10.8.3. Product Benchmarking
10.8.4. Recent Development
10.9. SoftServe Inc.
10.9.1. Company Overview
10.9.2. Financial Performance
10.9.3. Product Benchmarking
10.9.4. Recent Development
10.10. Tidio AI
10.10.1. Company Overview
10.10.2. Financial Performance
10.10.3. Product Benchmarking
10.10.4. Recent Development
10.11. Verloop
10.11.1. Company Overview
10.11.2. Financial Performance
10.11.3. Product Benchmarking
10.11.4. Recent Development
10.12. Walmart Inc.
10.12.1. Company Overview
10.12.2. Financial Performance
10.12.3. Product Benchmarking
10.12.4. Recent Development

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