Chapter 1. Market Scope & Methodology
1.1 Market Definition
1.2 Objectives
1.3 Market Scope
1.4 Segmentation
1.4.1 Global Multimodal AI Market, by Offering
1.4.2 Global Multimodal AI Market, by Type
1.4.3 Global Multimodal AI Market, by Technology
1.4.4 Global Multimodal AI Market, by Data Modality
1.4.5 Global Multimodal AI Market, by Vertical
1.4.6 Global Multimodal AI Market, by Geography
1.5 Methodology for the research
Chapter 2. Market at a Glance
2.1 Key Highlights
Chapter 3. Market Overview
3.1 Introduction
3.1.1 Overview
3.1.1.1 Market Composition and Scenario
3.2 Key Factors Impacting the Market
3.2.1 Market Drivers
3.2.2 Market Restraints
Chapter 4. Competition Analysis - Global
4.1 KBV Cardinal Matrix
4.2 Recent Industry Wide Strategic Developments
4.2.1 Partnerships, Collaborations and Agreements
4.2.2 Product Launches and Product Expansions
4.2.3 Acquisition and Mergers
4.2.4 Geographical Expansion
4.3 Market Share Analysis, 2022
4.4 Top Winning Strategies
4.4.1 Key Leading Strategies: Percentage Distribution (2019-2023)
4.4.2 Key Strategic Move: (Product Launches and Product Expansions: 2021, Jun - 2023, Dec) Leading Players
4.5 Porter's Five Forces Analysis
Chapter 5. Global Multimodal AI Market by Offering
5.1 Global Solution Market by Region
5.2 Global Multimodal AI Market by Solution Deployment Type
5.2.1 Global Cloud Market by Region
5.2.2 Global On-premise Market by Region
5.3 Global Multimodal AI Market by Solution Type
5.3.1 Global Platform Market by Region
5.3.2 Global Software Market by Region
5.3.3 Global Framework Market by Region
5.4 Global Services Market by Region
Chapter 6. Global Multimodal AI Market by Type
6.1 Global Generative Market by Region
6.2 Global Translative Market by Region
6.3 Global Interactive Market by Region
6.4 Global Explanatory Market by Region
Chapter 7. Global Multimodal AI Market by Technology
7.1 Global Natural Language Processing Market by Region
7.2 Global Machine Learning Market by Region
7.3 Global Computer Vision Market by Region
7.4 Global Context Awareness Market by Region
7.5 Global Internet of Things Market by Region
Chapter 8. Global Multimodal AI Market by Data Modality
8.1 Global Image Data Market by Region
8.2 Global Video Data Market by Region
8.3 Global Text Data Market by Region
8.4 Global Speech & Voice Data Market by Region
8.5 Global Audio Data Market by Region
Chapter 9. Global Multimodal AI Market by Vertical
9.1 Global BFSI Market by Region
9.2 Global Government & Public Sector Market by Region
9.3 Global Automotive, Transportation & Logistics Market by Region
9.4 Global Healthcare & Lifesciences Market by Region
9.5 Global Media & Entertainment Market by Region
9.6 Global Manufacturing Market by Region
9.7 Global Retail & eCommerce Market by Region
9.8 Global Telecommunications Market by Region
9.9 Global Others Market by Region
Chapter 10. Global Multimodal AI Market by Region
10.1 North America Multimodal AI Market
10.1.1 North America Multimodal AI Market by Offering
10.1.1.1 North America Solution Market by Region
10.1.1.2 North America Multimodal AI Market by Solution Deployment Type
10.1.1.2.1 North America Cloud Market by Region
10.1.1.2.2 North America On-premise Market by Region
10.1.1.3 North America Multimodal AI Market by Solution Type
10.1.1.3.1 North America Platform Market by Country
10.1.1.3.2 North America Software Market by Country
10.1.1.3.3 North America Framework Market by Country
10.1.1.4 North America Services Market by Region
10.1.2 North America Multimodal AI Market by Type
10.1.2.1 North America Generative Market by Country
10.1.2.2 North America Translative Market by Country
10.1.2.3 North America Interactive Market by Country
10.1.2.4 North America Explanatory Market by Country
10.1.3 North America Multimodal AI Market by Technology
10.1.3.1 North America Natural Language Processing Market by Country
10.1.3.2 North America Machine Learning Market by Country
10.1.3.3 North America Computer Vision Market by Country
10.1.3.4 North America Context Awareness Market by Country
10.1.3.5 North America Internet of Things Market by Country
10.1.4 North America Multimodal AI Market by Data Modality
10.1.4.1 North America Image Data Market by Country
10.1.4.2 North America Video Data Market by Country
10.1.4.3 North America Text Data Market by Country
10.1.4.4 North America Speech & Voice Data Market by Country
10.1.4.5 North America Audio Data Market by Country
10.1.5 North America Multimodal AI Market by Vertical
10.1.5.1 North America BFSI Market by Country
10.1.5.2 North America Government & Public Sector Market by Country
10.1.5.3 North America Automotive, Transportation & Logistics Market by Country
10.1.5.4 North America Healthcare & Lifesciences Market by Country
10.1.5.5 North America Media & Entertainment Market by Country
10.1.5.6 North America Manufacturing Market by Country
10.1.5.7 North America Retail & eCommerce Market by Country
10.1.5.8 North America Telecommunications Market by Country
10.1.5.9 North America Others Market by Country
10.1.6 North America Multimodal AI Market by Country
10.1.6.1 US Multimodal AI Market
10.1.6.1.1 US Multimodal AI Market by Offering
10.1.6.1.2 US Multimodal AI Market by Type
10.1.6.1.3 US Multimodal AI Market by Technology
10.1.6.1.4 US Multimodal AI Market by Data Modality
10.1.6.1.5 US Multimodal AI Market by Vertical
10.1.6.2 Canada Multimodal AI Market
10.1.6.2.1 Canada Multimodal AI Market by Offering
10.1.6.2.2 Canada Multimodal AI Market by Type
10.1.6.2.3 Canada Multimodal AI Market by Technology
10.1.6.2.4 Canada Multimodal AI Market by Data Modality
10.1.6.2.5 Canada Multimodal AI Market by Vertical
10.1.6.3 Mexico Multimodal AI Market
10.1.6.3.1 Mexico Multimodal AI Market by Offering
10.1.6.3.2 Mexico Multimodal AI Market by Type
10.1.6.3.3 Mexico Multimodal AI Market by Technology
10.1.6.3.4 Mexico Multimodal AI Market by Data Modality
10.1.6.3.5 Mexico Multimodal AI Market by Vertical
10.1.6.4 Rest of North America Multimodal AI Market
10.1.6.4.1 Rest of North America Multimodal AI Market by Offering
10.1.6.4.2 Rest of North America Multimodal AI Market by Type
10.1.6.4.3 Rest of North America Multimodal AI Market by Technology
10.1.6.4.4 Rest of North America Multimodal AI Market by Data Modality
10.1.6.4.5 Rest of North America Multimodal AI Market by Vertical
10.2 Europe Multimodal AI Market
10.2.1 Europe Multimodal AI Market by Offering
10.2.1.1 Europe Solution Market by Country
10.2.1.2 Europe Multimodal AI Market by Solution Deployment Type
10.2.1.2.1 Europe Cloud Market by Country
10.2.1.2.2 Europe On-premise Market by Country
10.2.1.3 Europe Multimodal AI Market by Solution Type
10.2.1.3.1 Europe Platform Market by Country
10.2.1.3.2 Europe Software Market by Country
10.2.1.3.3 Europe Framework Market by Country
10.2.1.4 Europe Services Market by Country
10.2.2 Europe Multimodal AI Market by Type
10.2.2.1 Europe Generative Market by Country
10.2.2.2 Europe Translative Market by Country
10.2.2.3 Europe Interactive Market by Country
10.2.2.4 Europe Explanatory Market by Country
10.2.3 Europe Multimodal AI Market by Technology
10.2.3.1 Europe Natural Language Processing Market by Country
10.2.3.2 Europe Machine Learning Market by Country
10.2.3.3 Europe Computer Vision Market by Country
10.2.3.4 Europe Context Awareness Market by Country
10.2.3.5 Europe Internet of Things Market by Country
10.2.4 Europe Multimodal AI Market by Data Modality
10.2.4.1 Europe Image Data Market by Country
10.2.4.2 Europe Video Data Market by Country
10.2.4.3 Europe Text Data Market by Country
10.2.4.4 Europe Speech & Voice Data Market by Country
10.2.4.5 Europe Audio Data Market by Country
10.2.5 Europe Multimodal AI Market by Vertical
10.2.5.1 Europe BFSI Market by Country
10.2.5.2 Europe Government & Public Sector Market by Country
10.2.5.3 Europe Automotive, Transportation & Logistics Market by Country
10.2.5.4 Europe Healthcare & Lifesciences Market by Country
10.2.5.5 Europe Media & Entertainment Market by Country
10.2.5.6 Europe Manufacturing Market by Country
10.2.5.7 Europe Retail & eCommerce Market by Country
10.2.5.8 Europe Telecommunications Market by Country
10.2.5.9 Europe Others Market by Country
10.2.6 Europe Multimodal AI Market by Country
10.2.6.1 Germany Multimodal AI Market
10.2.6.1.1 Germany Multimodal AI Market by Offering
10.2.6.1.2 Germany Multimodal AI Market by Type
10.2.6.1.3 Germany Multimodal AI Market by Technology
10.2.6.1.4 Germany Multimodal AI Market by Data Modality
10.2.6.1.5 Germany Multimodal AI Market by Vertical
10.2.6.2 UK Multimodal AI Market
10.2.6.2.1 UK Multimodal AI Market by Offering
10.2.6.2.2 UK Multimodal AI Market by Type
10.2.6.2.3 UK Multimodal AI Market by Technology
10.2.6.2.4 UK Multimodal AI Market by Data Modality
10.2.6.2.5 UK Multimodal AI Market by Vertical
10.2.6.3 France Multimodal AI Market
10.2.6.3.1 France Multimodal AI Market by Offering
10.2.6.3.2 France Multimodal AI Market by Type
10.2.6.3.3 France Multimodal AI Market by Technology
10.2.6.3.4 France Multimodal AI Market by Data Modality
10.2.6.3.5 France Multimodal AI Market by Vertical
10.2.6.4 Russia Multimodal AI Market
10.2.6.4.1 Russia Multimodal AI Market by Offering
10.2.6.4.2 Russia Multimodal AI Market by Type
10.2.6.4.3 Russia Multimodal AI Market by Technology
10.2.6.4.4 Russia Multimodal AI Market by Data Modality
10.2.6.4.5 Russia Multimodal AI Market by Vertical
10.2.6.5 Spain Multimodal AI Market
10.2.6.5.1 Spain Multimodal AI Market by Offering
10.2.6.5.2 Spain Multimodal AI Market by Type
10.2.6.5.3 Spain Multimodal AI Market by Technology
10.2.6.5.4 Spain Multimodal AI Market by Data Modality
10.2.6.5.5 Spain Multimodal AI Market by Vertical
10.2.6.6 Italy Multimodal AI Market
10.2.6.6.1 Italy Multimodal AI Market by Offering
10.2.6.6.2 Italy Multimodal AI Market by Type
10.2.6.6.3 Italy Multimodal AI Market by Technology
10.2.6.6.4 Italy Multimodal AI Market by Data Modality
10.2.6.6.5 Italy Multimodal AI Market by Vertical
10.2.6.7 Rest of Europe Multimodal AI Market
10.2.6.7.1 Rest of Europe Multimodal AI Market by Offering
10.2.6.7.2 Rest of Europe Multimodal AI Market by Type
10.2.6.7.3 Rest of Europe Multimodal AI Market by Technology
10.2.6.7.4 Rest of Europe Multimodal AI Market by Data Modality
10.2.6.7.5 Rest of Europe Multimodal AI Market by Vertical
10.3 Asia Pacific Multimodal AI Market
10.3.1 Asia Pacific Multimodal AI Market by Offering
10.3.1.1 Asia Pacific Solution Market by Country
10.3.1.2 Asia Pacific Multimodal AI Market by Solution Deployment Type
10.3.1.2.1 Asia Pacific Cloud Market by Country
10.3.1.2.2 Asia Pacific On-premise Market by Country
10.3.1.3 Asia Pacific Multimodal AI Market by Solution Type
10.3.1.3.1 Asia Pacific Platform Market by Country
10.3.1.3.2 Asia Pacific Software Market by Country
10.3.1.3.3 Asia Pacific Framework Market by Country
10.3.1.4 Asia Pacific Services Market by Country
10.3.2 Asia Pacific Multimodal AI Market by Type
10.3.2.1 Asia Pacific Generative Market by Country
10.3.2.2 Asia Pacific Translative Market by Country
10.3.2.3 Asia Pacific Interactive Market by Country
10.3.2.4 Asia Pacific Explanatory Market by Country
10.3.3 Asia Pacific Multimodal AI Market by Technology
10.3.3.1 Asia Pacific Natural Language Processing Market by Country
10.3.3.2 Asia Pacific Machine Learning Market by Country
10.3.3.3 Asia Pacific Computer Vision Market by Country
10.3.3.4 Asia Pacific Context Awareness Market by Country
10.3.3.5 Asia Pacific Internet of Things Market by Country
10.3.4 Asia Pacific Multimodal AI Market by Data Modality
10.3.4.1 Asia Pacific Image Data Market by Country
10.3.4.2 Asia Pacific Video Data Market by Country
10.3.4.3 Asia Pacific Text Data Market by Country
10.3.4.4 Asia Pacific Speech & Voice Data Market by Country
10.3.4.5 Asia Pacific Audio Data Market by Country
10.3.5 Asia Pacific Multimodal AI Market by Vertical
10.3.5.1 Asia Pacific BFSI Market by Country
10.3.5.2 Asia Pacific Government & Public Sector Market by Country
10.3.5.3 Asia Pacific Automotive, Transportation & Logistics Market by Country
10.3.5.4 Asia Pacific Healthcare & Lifesciences Market by Country
10.3.5.5 Asia Pacific Media & Entertainment Market by Country
10.3.5.6 Asia Pacific Manufacturing Market by Country
10.3.5.7 Asia Pacific Retail & eCommerce Market by Country
10.3.5.8 Asia Pacific Telecommunications Market by Country
10.3.5.9 Asia Pacific Others Market by Country
10.3.6 Asia Pacific Multimodal AI Market by Country
10.3.6.1 China Multimodal AI Market
10.3.6.1.1 China Multimodal AI Market by Offering
10.3.6.1.2 China Multimodal AI Market by Type
10.3.6.1.3 China Multimodal AI Market by Technology
10.3.6.1.4 China Multimodal AI Market by Data Modality
10.3.6.1.5 China Multimodal AI Market by Vertical
10.3.6.2 Japan Multimodal AI Market
10.3.6.2.1 Japan Multimodal AI Market by Offering
10.3.6.2.2 Japan Multimodal AI Market by Type
10.3.6.2.3 Japan Multimodal AI Market by Technology
10.3.6.2.4 Japan Multimodal AI Market by Data Modality
10.3.6.2.5 Japan Multimodal AI Market by Vertical
10.3.6.3 India Multimodal AI Market
10.3.6.3.1 India Multimodal AI Market by Offering
10.3.6.3.2 India Multimodal AI Market by Type
10.3.6.3.3 India Multimodal AI Market by Technology
10.3.6.3.4 India Multimodal AI Market by Data Modality
10.3.6.3.5 India Multimodal AI Market by Vertical
10.3.6.4 South Korea Multimodal AI Market
10.3.6.4.1 South Korea Multimodal AI Market by Offering
10.3.6.4.2 South Korea Multimodal AI Market by Type
10.3.6.4.3 South Korea Multimodal AI Market by Technology
10.3.6.4.4 South Korea Multimodal AI Market by Data Modality
10.3.6.4.5 South Korea Multimodal AI Market by Vertical
10.3.6.5 Singapore Multimodal AI Market
10.3.6.5.1 Singapore Multimodal AI Market by Offering
10.3.6.5.2 Singapore Multimodal AI Market by Type
10.3.6.5.3 Singapore Multimodal AI Market by Technology
10.3.6.5.4 Singapore Multimodal AI Market by Data Modality
10.3.6.5.5 Singapore Multimodal AI Market by Vertical
10.3.6.6 Malaysia Multimodal AI Market
10.3.6.6.1 Malaysia Multimodal AI Market by Offering
10.3.6.6.2 Malaysia Multimodal AI Market by Type
10.3.6.6.3 Malaysia Multimodal AI Market by Technology
10.3.6.6.4 Malaysia Multimodal AI Market by Data Modality
10.3.6.6.5 Malaysia Multimodal AI Market by Vertical
10.3.6.7 Rest of Asia Pacific Multimodal AI Market
10.3.6.7.1 Rest of Asia Pacific Multimodal AI Market by Offering
10.3.6.7.2 Rest of Asia Pacific Multimodal AI Market by Type
10.3.6.7.3 Rest of Asia Pacific Multimodal AI Market by Technology
10.3.6.7.4 Rest of Asia Pacific Multimodal AI Market by Data Modality
10.3.6.7.5 Rest of Asia Pacific Multimodal AI Market by Vertical
10.4 LAMEA Multimodal AI Market
10.4.1 LAMEA Multimodal AI Market by Offering
10.4.1.1 LAMEA Solution Market by Country
10.4.1.2 LAMEA Multimodal AI Market by Solution Deployment Type
10.4.1.2.1 LAMEA Cloud Market by Country
10.4.1.2.2 LAMEA On-premise Market by Country
10.4.1.3 LAMEA Multimodal AI Market by Solution Type
10.4.1.3.1 LAMEA Platform Market by Country
10.4.1.3.2 LAMEA Software Market by Country
10.4.1.3.3 LAMEA Framework Market by Country
10.4.1.4 LAMEA Services Market by Country
10.4.2 LAMEA Multimodal AI Market by Type
10.4.2.1 LAMEA Generative Market by Country
10.4.2.2 LAMEA Translative Market by Country
10.4.2.3 LAMEA Interactive Market by Country
10.4.2.4 LAMEA Explanatory Market by Country
10.4.3 LAMEA Multimodal AI Market by Technology
10.4.3.1 LAMEA Natural Language Processing Market by Country
10.4.3.2 LAMEA Machine Learning Market by Country
10.4.3.3 LAMEA Computer Vision Market by Country
10.4.3.4 LAMEA Context Awareness Market by Country
10.4.3.5 LAMEA Internet of Things Market by Country
10.4.4 LAMEA Multimodal AI Market by Data Modality
10.4.4.1 LAMEA Image Data Market by Country
10.4.4.2 LAMEA Video Data Market by Country
10.4.4.3 LAMEA Text Data Market by Country
10.4.4.4 LAMEA Speech & Voice Data Market by Country
10.4.4.5 LAMEA Audio Data Market by Country
10.4.5 LAMEA Multimodal AI Market by Vertical
10.4.5.1 LAMEA BFSI Market by Country
10.4.5.2 LAMEA Government & Public Sector Market by Country
10.4.5.3 LAMEA Automotive, Transportation & Logistics Market by Country
10.4.5.4 LAMEA Healthcare & Lifesciences Market by Country
10.4.5.5 LAMEA Media & Entertainment Market by Country
10.4.5.6 LAMEA Manufacturing Market by Country
10.4.5.7 LAMEA Retail & eCommerce Market by Country
10.4.5.8 LAMEA Telecommunications Market by Country
10.4.5.9 LAMEA Others Market by Country
10.4.6 LAMEA Multimodal AI Market by Country
10.4.6.1 Brazil Multimodal AI Market
10.4.6.1.1 Brazil Multimodal AI Market by Offering
10.4.6.1.2 Brazil Multimodal AI Market by Type
10.4.6.1.3 Brazil Multimodal AI Market by Technology
10.4.6.1.4 Brazil Multimodal AI Market by Data Modality
10.4.6.1.5 Brazil Multimodal AI Market by Vertical
10.4.6.2 Argentina Multimodal AI Market
10.4.6.2.1 Argentina Multimodal AI Market by Offering
10.4.6.2.2 Argentina Multimodal AI Market by Type
10.4.6.2.3 Argentina Multimodal AI Market by Technology
10.4.6.2.4 Argentina Multimodal AI Market by Data Modality
10.4.6.2.5 Argentina Multimodal AI Market by Vertical
10.4.6.3 UAE Multimodal AI Market
10.4.6.3.1 UAE Multimodal AI Market by Offering
10.4.6.3.2 UAE Multimodal AI Market by Type
10.4.6.3.3 UAE Multimodal AI Market by Technology
10.4.6.3.4 UAE Multimodal AI Market by Data Modality
10.4.6.3.5 UAE Multimodal AI Market by Vertical
10.4.6.4 Saudi Arabia Multimodal AI Market
10.4.6.4.1 Saudi Arabia Multimodal AI Market by Offering
10.4.6.4.2 Saudi Arabia Multimodal AI Market by Type
10.4.6.4.3 Saudi Arabia Multimodal AI Market by Technology
10.4.6.4.4 Saudi Arabia Multimodal AI Market by Data Modality
10.4.6.4.5 Saudi Arabia Multimodal AI Market by Vertical
10.4.6.5 South Africa Multimodal AI Market
10.4.6.5.1 South Africa Multimodal AI Market by Offering
10.4.6.5.2 South Africa Multimodal AI Market by Type
10.4.6.5.3 South Africa Multimodal AI Market by Technology
10.4.6.5.4 South Africa Multimodal AI Market by Data Modality
10.4.6.5.5 South Africa Multimodal AI Market by Vertical
10.4.6.6 Nigeria Multimodal AI Market
10.4.6.6.1 Nigeria Multimodal AI Market by Offering
10.4.6.6.2 Nigeria Multimodal AI Market by Type
10.4.6.6.3 Nigeria Multimodal AI Market by Technology
10.4.6.6.4 Nigeria Multimodal AI Market by Data Modality
10.4.6.6.5 Nigeria Multimodal AI Market by Vertical
10.4.6.7 Rest of LAMEA Multimodal AI Market
10.4.6.7.1 Rest of LAMEA Multimodal AI Market by Offering
10.4.6.7.2 Rest of LAMEA Multimodal AI Market by Type
10.4.6.7.3 Rest of LAMEA Multimodal AI Market by Technology
10.4.6.7.4 Rest of LAMEA Multimodal AI Market by Data Modality
10.4.6.7.5 Rest of LAMEA Multimodal AI Market by Vertical
Chapter 11. Company Profiles
11.1 Twelve Labs Inc.
11.1.1 Company Overview
11.2 Aimesoft
11.2.1 Company Overview
11.2.2 Recent strategies and developments:
11.2.2.1 Product Launches and Product Expansions:
11.2.2.2 Geographical Expansions:
11.3 Jina AI GmbH
11.3.1 Company Overview
11.4 Uniphore Technologies Inc.
11.4.1 Company Overview
11.4.2 Recent strategies and developments:
11.4.2.1 Partnerships, Collaborations, and Agreements:
11.4.2.2 Acquisition and Mergers:
11.5 Google LLC (Alphabet Inc.)
11.5.1 Company Overview
11.5.2 Financial Analysis
11.5.3 Segmental and Regional Analysis
11.5.4 Research & Development Expense
11.5.5 Recent strategies and developments:
11.5.5.1 Partnerships, Collaborations, and Agreements:
11.5.5.2 Product Launches and Product Expansions:
11.5.6 SWOT Analysis
11.6 Microsoft Corporation
11.6.1 Company Overview
11.6.2 Financial Analysis
11.6.3 Segmental and Regional Analysis
11.6.4 Research & Development Expenses
11.6.5 Recent strategies and developments:
11.6.5.1 Partnerships, Collaborations, and Agreements:
11.6.5.2 Product Launches and Product Expansions:
11.6.6 SWOT Analysis
11.7 OpenAI, L.L.C.
11.7.1 Company Overview
11.7.2 Recent strategies and developments:
11.7.2.1 Partnerships, Collaborations, and Agreements:
11.7.3 SWOT Analysis
11.8 Meta Platforms, Inc. (Meta)
11.8.1 Company Overview
11.8.2 Financial Analysis
11.8.3 Segment and Regional Analysis
11.8.4 Research & Development Expense
11.8.5 Recent strategies and developments:
11.8.5.1 Partnerships, Collaborations, and Agreements:
11.8.5.2 Product Launches and Product Expansions:
11.8.6 SWOT Analysis
11.9 Amazon Web Services, Inc. (Amazon.com, Inc.)
11.9.1 Company Overview
11.9.2 Financial Analysis
11.9.3 Segmental Analysis
11.9.4 Recent strategies and developments:
11.9.4.1 Partnerships, Collaborations, and Agreements:
11.9.4.2 Product Launches and Product Expansions:
11.9.5 SWOT Analysis
11.10. IBM Corporation
11.10.1 Company Overview
11.10.2 Financial Analysis
11.10.3 Regional & Segmental Analysis
11.10.4 Research & Development Expenses
11.10.5 Recent strategies and developments:
11.10.5.1 Partnerships, Collaborations, and Agreements:
11.10.5.2 Product Launches and Product Expansions:
11.10.6 SWOT Analysis
Chapter 12. Winning Strategies of Multimodal AI Market
Unique Offerings 
