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Multimodal AI Market Size and Forecast, Global and Regional Share, Trend, and Growth Opportunity Analysis Report Coverage: By Component, Organization Size, Data Type, End Use, and Geography

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¸ÖƼ¸ð´Þ AI ½ÃÀå ºÐ¼®Àº ±¸¼º ¿ä¼Ò, Á¶Á÷ ±Ô¸ð, µ¥ÀÌÅÍ À¯Çü, ÃÖÁ¾ ¿ëµµ µîÀÇ ºÎ¹®À» °í·ÁÇÏ¿© ¼öÇàµË´Ï´Ù.

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¶ÇÇÑ, ÇコÄÉ¾î ºÐ¾ß¿¡¼­ÀÇ È°¿ëÀÌ ±ÞÁõÇÏ´Â µî ¿©·¯ ¿äÀεéÀÌ ¸ÖƼ¸ð´Þ AI ½ÃÀåÀÇ ¼ºÀåÀ» °¡¼ÓÇϰí ÀÖ½À´Ï´Ù. ¶ÇÇÑ, ÀÚÀ²ÁÖÇà ÀÚµ¿Â÷ÀÇ ¼º´É Çâ»ó ´É·ÂÀº ÇâÈÄ ¸î ³âµ¿¾È »õ·Î¿î ¸ÖƼ¸ð´Þ AI ½ÃÀå µ¿ÇâÀ» °¡Á®¿Ã °ÍÀ¸·Î ¿¹»óµË´Ï´Ù.

Á¶Á÷ ±Ô¸ð¿¡ µû¶ó ½ÃÀåÀº Áß¼Ò±â¾÷°ú ´ë±â¾÷À¸·Î ±¸ºÐµË´Ï´Ù. ´ë±â¾÷Àº ¸ÖƼ¸ð´Þ AI¿Í °°Àº »ý¼ºÇü AIÀÇ °³¹ß ¹× µµÀÔ¿¡ ¸¹Àº ÅõÀÚ¸¦ Çϰí ÀÖ½À´Ï´Ù. ¸ÖƼ¸ð´Þ AI´Â »õ·Ó°Ô ±Þ¼ºÀåÇϰí ÀÖ´Â ºÐ¾ß·Î, ¿©·¯ ±â¾÷ÀÌ ÀÌ ±â¼úÀÇ ¹ßÀüÀ» À§ÇØ »ýŰ迡 Âü¿©Çϰí ÀÖ½À´Ï´Ù. ±¸±Û, AWS, ¸¶ÀÌÅ©·Î¼ÒÇÁÆ®¿Í °°Àº ´ë±â¾÷µéÀÌ »ý¼ºÇü AI ½ºÅ¸Æ®¾÷¿¡ ÅõÀÚÇÏ´Â °ÍÀº ±â¼ú »ýŰ迡¼­ µÎµå·¯Áø Á¸Àç°¨À» º¸¿©ÁÖ°í ÀÖÀ¸¸ç, 2024³â 4¿ù ¾ÖÇÃÀÇ ¿¬±¸¿øµéÀº ÅØ½ºÆ®¿Í ºñÁÖ¾óÀ» ¸ðµÎ ó¸®ÇÒ ¼ö ÀÖ´Â ´ë±Ô¸ð ¾ð¾î ¸ðµ¨ÀÇ »õ·Î¿î ÇнÀ ¹æ¹ýÀ» °³¹ßÇß½À´Ï´Ù. AI¿¡ ´ëÇÑ ÅõÀÚ°¡ Áõ°¡ÇÔ¿¡ µû¶ó ¾ÖÇÃÀº ¸ÖƼ¸ð´Þ ÇнÀÀ» ÅëÇØ ±¸±Û°ú ¸¶ÀÌÅ©·Î¼ÒÇÁÆ®¿Í °°Àº ´Ù¸¥ ±â¼ú ´ë±â¾÷°ú È¿°úÀûÀ¸·Î °æÀïÇϱâ À§ÇØ ¸ÖƼ¸ð´Þ ÇнÀÀ» Ȱ¿ëÇϰíÀÚ ÇÕ´Ï´Ù.2024³â 4¿ù, AI ¿¬±¸ ¹× Á¦Ç° ±â¾÷ ·¹Ä«´Â Àηù¿Í ±â¾÷ÀÇ ÀÌÀÍÀ» À§ÇØ °úÇÐÀ» ¹ßÀü½ÃŰ°í »ý¼ºÇü ÀΰøÁö´É(AI) ¸ðµ¨À» °³¹ßÇÑ´Ù´Â ¸ñÇ¥¸¦ ÃßÁøÇϱâ À§ÇØ Oracle Ŭ¶ó¿ìµå ÀÎÇÁ¶ó(OCI)¸¦ ¼±ÅÃÇß½À´Ï´Ù. ·¹Ä«´Â Oracle°ú Çù·ÂÇÏ¿© 20°³ ÀÌ»óÀÇ ¾ð¾î¸¦ Áö¿øÇÏ´Â ¸ÖƼ¸ð´Þ ¸ðµ¨À» °³¹ßÇÒ ¿¹Á¤ÀÔ´Ï´Ù. ÀÌ ¸ðµ¨µéÀº ¿£ºñµð¾Æ GPU°¡ žÀçµÈ OCI AI ÀÎÇÁ¶ó¿¡¼­ ÇнÀµÉ ¿¹Á¤ÀÔ´Ï´Ù.

Aimesoft Inc., Alphabet Inc., Amazon Web Services Inc, IBM Corporation, Jina AI GmbH, Meta Platforms Inc, Twelve Labs Inc., Uniphore Technologies Inc. µîÀÌ ¸ÖƼ¸ð´Þ AI ½ÃÀå º¸°í¼­¿¡ ¼Ò°³µÈ ÁÖ¿ä ±â¾÷µéÀÔ´Ï´Ù.

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LSH 24.07.17

The Multimodal AI market size is expected to reach US$ 10,550.20 million by 2031 from 893.5 million in 2023, at an estimated CAGR of 36.2% from 2023 to 2031.

The scope of the Multimodal AI market report is primarily divided into North America (US, Canada, and Mexico), Europe (Spain, UK, Germany, France, Italy, and Rest of Europe), Asia Pacific (South Korea, China, India, Japan, Australia, and Rest of Asia Pacific), the Middle East & Africa (South Africa, Saudi Arabia, UAE, and Rest of Middle East & Africa), and South & Central America (Brazil, Argentina, and Rest of South & Central America). Asia Pacific held a significant market share in the year 2023. The automotive industry in APAC is undergoing a significant shift from conventional vehicles to autonomous vehicles (AV). China is a key player in the AVs market, leveraging its robust tech ecosystem and supportive government policies. Companies such as Tencent, Baidu, and Alibaba are heavily investing in AV technology. Also, Japan is another significant player in the market for AV, with a large number of patents and innovations. The Japanese government is promoting AV technology as part of its future mobility strategy, with initiatives to enhance infrastructure and regulatory frameworks supporting AV deployment. Various companies in APAC countries are launching new AVs. For instance, in February 2024, Toyota Motor Corp. announced the commencement of a self-driving transportation service in Odaiba, Tokyo, using the Level 4 autonomous driving systems under certain conditions to start a driverless robotaxi business in the future. Minus Zero became India's first startup that build full AVs (AVs) in June 2023. The firm has made significant developments in its operations since the launch of India's first fully AV-iPod. In May 2024, Japan set an aim to acquire a 30% share of the global market for software-defined vehicles designed to improve performance by upgrading software. Japan is also likely to consider establishing a company to both operate self-driving trucks and start testing driverless taxis. Autonomous vehicles are equipped with a multitude of sensors, including cameras, LIDAR, RADAR, and ultrasonic sensors. Multimodal AI processes data obtained from these sensors to create a comprehensive understanding of the vehicle's surroundings. Thus, the growing complexity and volume of data handled by AVs underline the need for advancements and investments in multimodal AI technologies. According to Salesforce Inc., 12 countries in APAC deployed AI technology in their business in September 2023 to streamline operations. Countries such as Singapore, Japan, China, and South Korea have already deployed AI technology for managing large volumes of high-quality data, which further benefits the multimodal AI market in the region.

The Multimodal AI market analysis has been carried out by considering the following segments: Component, Organization Size, Data Type, and End Use.

Based on components, the Multimodal AI market share is segmented into solutions and services. The solutions segment includes multimodal AI platforms, cloud platforms, prebuilt models and tools, and others. The demand for these offerings is increasing notably in end-user industries such as healthcare, autonomous vehicles, and IT and telecom. Moreover, government initiatives to boost the development of multimodal solutions are contributing to the market growth of the solutions segment.

Moreover, factors such as surging applications in the healthcare sector propel the Multimodal AI market growth. Also, the ability to improve self-driving car performance is expected to bring new Multimodal AI market trends in the coming years.

Based on organization size, the market is segmented into SMEs and large enterprises. Large enterprises are investing heavily in developing and adopting generative AI, such as multimodal AI. Multimodal AI is a new and booming field, and multiple enterprises are involved in the ecosystem to bring further developments in this technology. Large enterprises such as Google, AWS, and Microsoft investing in generative AI startups have a prominent presence in the technology ecosystem. In April 2024, Apple researchers reached a huge milestone in AI by creating new training methods for massive language models capable of processing both text and visuals. Amid the increased AI investments, Apple intends to use multimodal learning to compete effectively with other technology majors, such as Google and Microsoft. In April 2024, Reka, an AI research and product firm, chose the Oracle Cloud Infrastructure (OCI) to further its aim of advancing science and developing generative AI models for the benefit of humanity and businesses. While working with Oracle, Reka is also expected to create multimodal models that support over 20 languages. These are trained on OCI AI Infrastructure powered by NVIDIA GPUs.

Aimesoft Inc., Alphabet Inc., Amazon Web Services Inc., IBM Corporation, Jina AI GmbH, Meta Platforms Inc., Microsoft Corporation, OpenAI LLC, Twelve Labs Inc., and Uniphore Technologies Inc. are among the key players profiled in the Multimodal AI market report.

The Multimodal AI market forecast is estimated on the basis of various secondary and primary research findings, such as key company publications, association data, and databases. Exhaustive secondary research has been conducted using internal and external sources to obtain qualitative and quantitative information related to the Multimodal AI market growth. The process also helps obtain an overview and forecast of the market with respect to all the market segments. Also, multiple primary interviews have been conducted with industry participants to validate the data and gain analytical insights. This process includes industry experts such as VPs, business development managers, market intelligence managers, and national sales managers, along with external consultants such as valuation experts, research analysts, and key opinion leaders, specializing in the Multimodal AI market.

Table Of Contents

1. Introduction

  • 1.1 The Insight Partners Research Report Guidance
  • 1.2 Market Segmentation

2. Executive Summary

  • 2.1 Key Insights
  • 2.2 Market Attractiveness

3. Research Methodology

  • 3.1 Secondary Research
  • 3.2 Primary Research
    • 3.2.1 Hypothesis formulation:
    • 3.2.2 Macro-economic factor analysis:
    • 3.2.3 Developing base number:
    • 3.2.4 Data Triangulation:
    • 3.2.5 Country level data:

4. Multimodal AI Market Landscape

  • 4.1 Overview
  • 4.2 PEST Analysis
  • 4.3 Ecosystem Analysis
    • 4.3.1 List of Vendors in the Value Chain

5. Multimodal AI Market - Key Market Dynamics

  • 5.1 Multimodal AI Market - Key Market Dynamics
  • 5.2 Market Drivers
    • 5.2.1 Rising Demand for Personalised User Experience
    • 5.2.2 Surging Application in Healthcare Sector
  • 5.3 Market Restraints
    • 5.3.1 Ethical and Privacy Concerns
  • 5.4 Market Opportunities
    • 5.4.1 Application in Media and Entertainment
  • 5.5 Future Trends
    • 5.5.1 Ability to Improve Self-Driving Car Performance
  • 5.6 Impact of Drivers and Restraints:

6. Multimodal AI Market - Global Market Analysis

  • 6.1 Multimodal AI Market Revenue (US$ Million), 2021-2031
  • 6.2 Multimodal AI Market Forecast Analysis

7. Multimodal AI Market Analysis - by Component

  • 7.1 Solution
    • 7.1.1 Overview
    • 7.1.2 Solution: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
  • 7.2 Service
    • 7.2.1 Overview
    • 7.2.2 Service: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)

8. Multimodal AI Market Analysis - by Organization Size

  • 8.1 SMEs
    • 8.1.1 Overview
    • 8.1.2 SMEs: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
  • 8.2 Large Enterprises
    • 8.2.1 Overview
    • 8.2.2 Large Enterprises: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)

9. Multimodal AI Market Analysis - by Data Type

  • 9.1 Audio and Video
    • 9.1.1 Overview
    • 9.1.2 Audio and Video: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
  • 9.2 Image
    • 9.2.1 Overview
    • 9.2.2 Image: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
  • 9.3 Text
    • 9.3.1 Overview
    • 9.3.2 Text: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)

10. Multimodal AI Market Analysis - by End-use

  • 10.1 Automotive and Transportation
    • 10.1.1 Overview
    • 10.1.2 Automotive and Transportation: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
  • 10.2 BFSI
    • 10.2.1 Overview
    • 10.2.2 BFSI: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
  • 10.3 E-commerce and Retail
    • 10.3.1 Overview
    • 10.3.2 E-commerce and Retail: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
  • 10.4 Healthcare
    • 10.4.1 Overview
    • 10.4.2 Healthcare: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
  • 10.5 IT and Telecom
    • 10.5.1 Overview
    • 10.5.2 IT and Telecom: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
  • 10.6 Media and Entertainment
    • 10.6.1 Overview
    • 10.6.2 Media and Entertainment: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
  • 10.7 Others
    • 10.7.1 Overview
    • 10.7.2 Others: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)

11. Multimodal AI Market - Geographical Analysis

  • 11.1 Overview
  • 11.2 North America
    • 11.2.1 North America Multimodal AI Market Overview
    • 11.2.2 North America: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
    • 11.2.3 North America: Multimodal AI Market Breakdown, by Component
      • 11.2.3.1 North America: Multimodal AI Market - Revenue and Forecast Analysis - by Component
    • 11.2.4 North America: Multimodal AI Market Breakdown, by Organization Size
      • 11.2.4.1 North America: Multimodal AI Market - Revenue and Forecast Analysis - by Organization Size
    • 11.2.5 North America: Multimodal AI Market Breakdown, by Data Type
      • 11.2.5.1 North America: Multimodal AI Market - Revenue and Forecast Analysis - by Data Type
    • 11.2.6 North America: Multimodal AI Market Breakdown, by End-use
      • 11.2.6.1 North America: Multimodal AI Market - Revenue and Forecast Analysis - by End-use
    • 11.2.7 North America: Multimodal AI Market - Revenue and Forecast Analysis - by Country
      • 11.2.7.1 North America: Multimodal AI Market - Revenue and Forecast Analysis - by Country
      • 11.2.7.2 United States: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
        • 11.2.7.2.1 United States: Multimodal AI Market Breakdown, by Component
        • 11.2.7.2.2 United States: Multimodal AI Market Breakdown, by Organization Size
        • 11.2.7.2.3 United States: Multimodal AI Market Breakdown, by Data Type
        • 11.2.7.2.4 United States: Multimodal AI Market Breakdown, by End-use
      • 11.2.7.3 Canada: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
        • 11.2.7.3.1 Canada: Multimodal AI Market Breakdown, by Component
        • 11.2.7.3.2 Canada: Multimodal AI Market Breakdown, by Organization Size
        • 11.2.7.3.3 Canada: Multimodal AI Market Breakdown, by Data Type
        • 11.2.7.3.4 Canada: Multimodal AI Market Breakdown, by End-use
      • 11.2.7.4 Mexico: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
        • 11.2.7.4.1 Mexico: Multimodal AI Market Breakdown, by Component
        • 11.2.7.4.2 Mexico: Multimodal AI Market Breakdown, by Organization Size
        • 11.2.7.4.3 Mexico: Multimodal AI Market Breakdown, by Data Type
        • 11.2.7.4.4 Mexico: Multimodal AI Market Breakdown, by End-use
  • 11.3 Europe
    • 11.3.1 Europe Multimodal AI Market Overview
    • 11.3.2 Europe: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
    • 11.3.3 Europe: Multimodal AI Market Breakdown, by Component
      • 11.3.3.1 Europe: Multimodal AI Market - Revenue and Forecast Analysis - by Component
    • 11.3.4 Europe: Multimodal AI Market Breakdown, by Organization Size
      • 11.3.4.1 Europe: Multimodal AI Market - Revenue and Forecast Analysis - by Organization Size
    • 11.3.5 Europe: Multimodal AI Market Breakdown, by Data Type
      • 11.3.5.1 Europe: Multimodal AI Market - Revenue and Forecast Analysis - by Data Type
    • 11.3.6 Europe: Multimodal AI Market Breakdown, by End-use
      • 11.3.6.1 Europe: Multimodal AI Market - Revenue and Forecast Analysis - by End-use
    • 11.3.7 Europe: Multimodal AI Market - Revenue and Forecast Analysis - by Country
      • 11.3.7.1 Europe: Multimodal AI Market - Revenue and Forecast Analysis - by Country
      • 11.3.7.2 Germany: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
        • 11.3.7.2.1 Germany: Multimodal AI Market Breakdown, by Component
        • 11.3.7.2.2 Germany: Multimodal AI Market Breakdown, by Organization Size
        • 11.3.7.2.3 Germany: Multimodal AI Market Breakdown, by Data Type
        • 11.3.7.2.4 Germany: Multimodal AI Market Breakdown, by End-use
      • 11.3.7.3 France: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
        • 11.3.7.3.1 France: Multimodal AI Market Breakdown, by Component
        • 11.3.7.3.2 France: Multimodal AI Market Breakdown, by Organization Size
        • 11.3.7.3.3 France: Multimodal AI Market Breakdown, by Data Type
        • 11.3.7.3.4 France: Multimodal AI Market Breakdown, by End-use
      • 11.3.7.4 Italy: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
        • 11.3.7.4.1 Italy: Multimodal AI Market Breakdown, by Component
        • 11.3.7.4.2 Italy: Multimodal AI Market Breakdown, by Organization Size
        • 11.3.7.4.3 Italy: Multimodal AI Market Breakdown, by Data Type
        • 11.3.7.4.4 Italy: Multimodal AI Market Breakdown, by End-use
      • 11.3.7.5 United Kingdom: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
        • 11.3.7.5.1 United Kingdom: Multimodal AI Market Breakdown, by Component
        • 11.3.7.5.2 United Kingdom: Multimodal AI Market Breakdown, by Organization Size
        • 11.3.7.5.3 United Kingdom: Multimodal AI Market Breakdown, by Data Type
        • 11.3.7.5.4 United Kingdom: Multimodal AI Market Breakdown, by End-use
      • 11.3.7.6 Russia: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
        • 11.3.7.6.1 Russia: Multimodal AI Market Breakdown, by Component
        • 11.3.7.6.2 Russia: Multimodal AI Market Breakdown, by Organization Size
        • 11.3.7.6.3 Russia: Multimodal AI Market Breakdown, by Data Type
        • 11.3.7.6.4 Russia: Multimodal AI Market Breakdown, by End-use
      • 11.3.7.7 Rest of Europe: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
        • 11.3.7.7.1 Rest of Europe: Multimodal AI Market Breakdown, by Component
        • 11.3.7.7.2 Rest of Europe: Multimodal AI Market Breakdown, by Organization Size
        • 11.3.7.7.3 Rest of Europe: Multimodal AI Market Breakdown, by Data Type
        • 11.3.7.7.4 Rest of Europe: Multimodal AI Market Breakdown, by End-use
  • 11.4 Asia Pacific
    • 11.4.1 Asia Pacific Multimodal AI Market Overview
    • 11.4.2 Asia Pacific: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
    • 11.4.3 Asia Pacific: Multimodal AI Market Breakdown, by Component
      • 11.4.3.1 Asia Pacific: Multimodal AI Market - Revenue and Forecast Analysis - by Component
    • 11.4.4 Asia Pacific: Multimodal AI Market Breakdown, by Organization Size
      • 11.4.4.1 Asia Pacific: Multimodal AI Market - Revenue and Forecast Analysis - by Organization Size
    • 11.4.5 Asia Pacific: Multimodal AI Market Breakdown, by Data Type
      • 11.4.5.1 Asia Pacific: Multimodal AI Market - Revenue and Forecast Analysis - by Data Type
    • 11.4.6 Asia Pacific: Multimodal AI Market Breakdown, by End-use
      • 11.4.6.1 Asia Pacific: Multimodal AI Market - Revenue and Forecast Analysis - by End-use
    • 11.4.7 Asia Pacific: Multimodal AI Market - Revenue and Forecast Analysis - by Country
      • 11.4.7.1 Asia Pacific: Multimodal AI Market - Revenue and Forecast Analysis - by Country
      • 11.4.7.2 Australia: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
        • 11.4.7.2.1 Australia: Multimodal AI Market Breakdown, by Component
        • 11.4.7.2.2 Australia: Multimodal AI Market Breakdown, by Organization Size
        • 11.4.7.2.3 Australia: Multimodal AI Market Breakdown, by Data Type
        • 11.4.7.2.4 Australia: Multimodal AI Market Breakdown, by End-use
      • 11.4.7.3 China: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
        • 11.4.7.3.1 China: Multimodal AI Market Breakdown, by Component
        • 11.4.7.3.2 China: Multimodal AI Market Breakdown, by Organization Size
        • 11.4.7.3.3 China: Multimodal AI Market Breakdown, by Data Type
        • 11.4.7.3.4 China: Multimodal AI Market Breakdown, by End-use
      • 11.4.7.4 India: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
        • 11.4.7.4.1 India: Multimodal AI Market Breakdown, by Component
        • 11.4.7.4.2 India: Multimodal AI Market Breakdown, by Organization Size
        • 11.4.7.4.3 India: Multimodal AI Market Breakdown, by Data Type
        • 11.4.7.4.4 India: Multimodal AI Market Breakdown, by End-use
      • 11.4.7.5 Japan: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
        • 11.4.7.5.1 Japan: Multimodal AI Market Breakdown, by Component
        • 11.4.7.5.2 Japan: Multimodal AI Market Breakdown, by Organization Size
        • 11.4.7.5.3 Japan: Multimodal AI Market Breakdown, by Data Type
        • 11.4.7.5.4 Japan: Multimodal AI Market Breakdown, by End-use
      • 11.4.7.6 South Korea: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
        • 11.4.7.6.1 South Korea: Multimodal AI Market Breakdown, by Component
        • 11.4.7.6.2 South Korea: Multimodal AI Market Breakdown, by Organization Size
        • 11.4.7.6.3 South Korea: Multimodal AI Market Breakdown, by Data Type
        • 11.4.7.6.4 South Korea: Multimodal AI Market Breakdown, by End-use
      • 11.4.7.7 Rest of APAC: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
        • 11.4.7.7.1 Rest of APAC: Multimodal AI Market Breakdown, by Component
        • 11.4.7.7.2 Rest of APAC: Multimodal AI Market Breakdown, by Organization Size
        • 11.4.7.7.3 Rest of APAC: Multimodal AI Market Breakdown, by Data Type
        • 11.4.7.7.4 Rest of APAC: Multimodal AI Market Breakdown, by End-use
  • 11.5 Middle East and Africa
    • 11.5.1 Middle East and Africa Multimodal AI Market Overview
    • 11.5.2 Middle East and Africa: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
    • 11.5.3 Middle East and Africa: Multimodal AI Market Breakdown, by Component
      • 11.5.3.1 Middle East and Africa: Multimodal AI Market - Revenue and Forecast Analysis - by Component
    • 11.5.4 Middle East and Africa: Multimodal AI Market Breakdown, by Organization Size
      • 11.5.4.1 Middle East and Africa: Multimodal AI Market - Revenue and Forecast Analysis - by Organization Size
    • 11.5.5 Middle East and Africa: Multimodal AI Market Breakdown, by Data Type
      • 11.5.5.1 Middle East and Africa: Multimodal AI Market - Revenue and Forecast Analysis - by Data Type
    • 11.5.6 Middle East and Africa: Multimodal AI Market Breakdown, by End-use
      • 11.5.6.1 Middle East and Africa: Multimodal AI Market - Revenue and Forecast Analysis - by End-use
    • 11.5.7 Middle East and Africa: Multimodal AI Market - Revenue and Forecast Analysis - by Country
      • 11.5.7.1 Middle East and Africa: Multimodal AI Market - Revenue and Forecast Analysis - by Country
      • 11.5.7.2 South Africa: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
        • 11.5.7.2.1 South Africa: Multimodal AI Market Breakdown, by Component
        • 11.5.7.2.2 South Africa: Multimodal AI Market Breakdown, by Organization Size
        • 11.5.7.2.3 South Africa: Multimodal AI Market Breakdown, by Data Type
        • 11.5.7.2.4 South Africa: Multimodal AI Market Breakdown, by End-use
      • 11.5.7.3 Saudi Arabia: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
        • 11.5.7.3.1 Saudi Arabia: Multimodal AI Market Breakdown, by Component
        • 11.5.7.3.2 Saudi Arabia: Multimodal AI Market Breakdown, by Organization Size
        • 11.5.7.3.3 Saudi Arabia: Multimodal AI Market Breakdown, by Data Type
        • 11.5.7.3.4 Saudi Arabia: Multimodal AI Market Breakdown, by End-use
      • 11.5.7.4 United Arab Emirates: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
        • 11.5.7.4.1 United Arab Emirates: Multimodal AI Market Breakdown, by Component
        • 11.5.7.4.2 United Arab Emirates: Multimodal AI Market Breakdown, by Organization Size
        • 11.5.7.4.3 United Arab Emirates: Multimodal AI Market Breakdown, by Data Type
        • 11.5.7.4.4 United Arab Emirates: Multimodal AI Market Breakdown, by End-use
      • 11.5.7.5 Rest of Middle East and Africa: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
        • 11.5.7.5.1 Rest of Middle East and Africa: Multimodal AI Market Breakdown, by Component
        • 11.5.7.5.2 Rest of Middle East and Africa: Multimodal AI Market Breakdown, by Organization Size
        • 11.5.7.5.3 Rest of Middle East and Africa: Multimodal AI Market Breakdown, by Data Type
        • 11.5.7.5.4 Rest of Middle East and Africa: Multimodal AI Market Breakdown, by End-use
  • 11.6 South and Central America
    • 11.6.1 South and Central America Multimodal AI Market Overview
    • 11.6.2 South and Central America: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
    • 11.6.3 South and Central America: Multimodal AI Market Breakdown, by Component
      • 11.6.3.1 South and Central America: Multimodal AI Market - Revenue and Forecast Analysis - by Component
    • 11.6.4 South and Central America: Multimodal AI Market Breakdown, by Organization Size
      • 11.6.4.1 South and Central America: Multimodal AI Market - Revenue and Forecast Analysis - by Organization Size
    • 11.6.5 South and Central America: Multimodal AI Market Breakdown, by Data Type
      • 11.6.5.1 South and Central America: Multimodal AI Market - Revenue and Forecast Analysis - by Data Type
    • 11.6.6 South and Central America: Multimodal AI Market Breakdown, by End-use
      • 11.6.6.1 South and Central America: Multimodal AI Market - Revenue and Forecast Analysis - by End-use
    • 11.6.7 South and Central America: Multimodal AI Market - Revenue and Forecast Analysis - by Country
      • 11.6.7.1 South and Central America: Multimodal AI Market - Revenue and Forecast Analysis - by Country
      • 11.6.7.2 Brazil: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
        • 11.6.7.2.1 Brazil: Multimodal AI Market Breakdown, by Component
        • 11.6.7.2.2 Brazil: Multimodal AI Market Breakdown, by Organization Size
        • 11.6.7.2.3 Brazil: Multimodal AI Market Breakdown, by Data Type
        • 11.6.7.2.4 Brazil: Multimodal AI Market Breakdown, by End-use
      • 11.6.7.3 Argentina: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
        • 11.6.7.3.1 Argentina: Multimodal AI Market Breakdown, by Component
        • 11.6.7.3.2 Argentina: Multimodal AI Market Breakdown, by Organization Size
        • 11.6.7.3.3 Argentina: Multimodal AI Market Breakdown, by Data Type
        • 11.6.7.3.4 Argentina: Multimodal AI Market Breakdown, by End-use
      • 11.6.7.4 Rest of South and Central America: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
        • 11.6.7.4.1 Rest of South and Central America: Multimodal AI Market Breakdown, by Component
        • 11.6.7.4.2 Rest of South and Central America: Multimodal AI Market Breakdown, by Organization Size
        • 11.6.7.4.3 Rest of South and Central America: Multimodal AI Market Breakdown, by Data Type
        • 11.6.7.4.4 Rest of South and Central America: Multimodal AI Market Breakdown, by End-use

12. Competitive Landscape

  • 12.1 Heat Map Analysis by Key Players
  • 12.2 Company Positioning & Concentration

13. Industry Landscape

  • 13.1 Overview
  • 13.2 Market Initiative
  • 13.3 Product News & Company News
  • 13.4 Collaboration and Mergers & Acquisitions

14. Company Profiles

  • 14.1 Alphabet Inc
    • 14.1.1 Key Facts
    • 14.1.2 Business Description
    • 14.1.3 Products and Services
    • 14.1.4 Financial Overview
    • 14.1.5 SWOT Analysis
    • 14.1.6 Key Developments
  • 14.2 Amazon Web Services Inc
    • 14.2.1 Key Facts
    • 14.2.2 Business Description
    • 14.2.3 Products and Services
    • 14.2.4 Financial Overview
    • 14.2.5 SWOT Analysis
    • 14.2.6 Key Developments
  • 14.3 International Business Machines Corp
    • 14.3.1 Key Facts
    • 14.3.2 Business Description
    • 14.3.3 Products and Services
    • 14.3.4 Financial Overview
    • 14.3.5 SWOT Analysis
    • 14.3.6 Key Developments
  • 14.4 NEC Corp
    • 14.4.1 Key Facts
    • 14.4.2 Business Description
    • 14.4.3 Products and Services
    • 14.4.4 Financial Overview
    • 14.4.5 SWOT Analysis
    • 14.4.6 Key Developments
  • 14.5 Microsoft Corp
    • 14.5.1 Key Facts
    • 14.5.2 Business Description
    • 14.5.3 Products and Services
    • 14.5.4 Financial Overview
    • 14.5.5 SWOT Analysis
    • 14.5.6 Key Developments
  • 14.6 Jiva.ai Ltd.
    • 14.6.1 Key Facts
    • 14.6.2 Business Description
    • 14.6.3 Products and Services
    • 14.6.4 Financial Overview
    • 14.6.5 SWOT Analysis
    • 14.6.6 Key Developments
  • 14.7 Aimesoft
    • 14.7.1 Key Facts
    • 14.7.2 Business Description
    • 14.7.3 Products and Services
    • 14.7.4 Financial Overview
    • 14.7.5 SWOT Analysis
    • 14.7.6 Key Developments
  • 14.8 Jina AI GmbH
    • 14.8.1 Key Facts
    • 14.8.2 Business Description
    • 14.8.3 Products and Services
    • 14.8.4 Financial Overview
    • 14.8.5 SWOT Analysis
    • 14.8.6 Key Developments
  • 14.9 Reka AI, Inc
    • 14.9.1 Key Facts
    • 14.9.2 Business Description
    • 14.9.3 Products and Services
    • 14.9.4 Financial Overview
    • 14.9.5 SWOT Analysis
    • 14.9.6 Key Developments
  • 14.10 Openstream Inc.
    • 14.10.1 Key Facts
    • 14.10.2 Business Description
    • 14.10.3 Products and Services
    • 14.10.4 Financial Overview
    • 14.10.5 SWOT Analysis
    • 14.10.6 Key Developments

15. Appendix

  • 15.1 About The Insight Partners
  • 15.2 Word Index
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