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市場調査レポート
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1389588

マルチモーダルAIの世界市場 (～2028年)：提供区分 (ソリューション&サービス)・データモダリティ (画像・音声)・技術 (ML・NLP・コンピュータービジョン・コンテキスト認識・IoT)・タイプ (生成・翻訳・説明・対話)・産業・地域別

Multimodal Al Market by Offering (Solutions & Services), Data Modality (Image, Audio), Technology (ML, NLP, Computer Vision, Context Awareness, IoT), Type (Generative, Translative, Explanatory, Interactive), Vertical and Region - Global Forecast to 2028
出版日: | 発行: MarketsandMarkets | ページ情報: 英文 381 Pages | 納期: 即納可能 即納可能とは

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価格表記: USDを日本円(税抜)に換算
本日の銀行送金レート: 1USD=156.76円
マルチモーダルAIの世界市場 (～2028年)：提供区分 (ソリューション&サービス)・データモダリティ (画像・音声)・技術 (ML・NLP・コンピュータービジョン・コンテキスト認識・IoT)・タイプ (生成・翻訳・説明・対話)・産業・地域別
出版日: 2023年11月20日
発行: MarketsandMarkets
ページ情報: 英文 381 Pages
納期: 即納可能 即納可能とは
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  • 概要
  • 目次
概要

レポート概要

調査範囲
調査対象年 2017-2028年
基準年 2022年
予測期間 2023-2028年
単位 米ドル
セグメント別 提供区分・データモダリティ・技術・タイプ・産業・地域別
対象地域 北米・欧州・アジア太平洋・中東&アフリカ・ラテンアメリカ

世界のマルチモーダルAIの市場規模は、2023年の10億米ドルから、予測期間中は35.0%のCAGRで推移し、2028年には45億米ドルの規模に成長すると予測されています。

ソリューション別では、プラットフォームの部門が予測期間中に最大の規模を維持すると予測されています。マルチモーダルAIプラットフォームは、テキスト、画像、音声、動画など、多様なタイプのデータを同時に扱い、処理するように設計された包括的なシステムを表しています。これらのプラットフォームには通常、機械学習、ディープラーニング、自然言語処理などのさまざまな先進技術が組み込まれており、マルチモーダル情報の全体的な理解を可能にします。マルチモーダルAIプラットフォームによって、ユーザーは複数のデータモダリティを統一的に処理できるAIモデルを開発、展開、管理できるようになります。これらのプラットフォームは、異なるデータソースからの洞察を統合することで、複雑な実世界のシナリオを解釈し、それに対応できるインテリジェントなシステムを構築する力を組織に与えます。

また、データモダリティ別では、ビデオデータの部門が予測期間中に最大のCAGRで成長すると予測されています。ビデオデータは、AIシステムが動的なシーンを解釈し、物体を追跡し、パターンを認識し、時間的関係を理解することを可能にし、監視、ヘルスケア、エンターテインメントなど、さまざまな領域で価値を発揮しています。インターネット上のビデオコンテンツの普及、監視・モニタリングシステムの採用の増加、小売業や製造業などの業界におけるより高度なビデオアナリティクスへの需要が、マルチモーダルAIにおけるビデオデータの活用を促進しています。

当レポートでは、世界のマルチモーダルAIの市場を調査し、市場概要、市場成長への各種影響因子および市場機会の分析、技術・特許の動向、ケーススタディ、法規制環境、市場規模の推移・予測、各種区分・地域別の詳細分析、競合情勢、主要企業のプロファイルなどをまとめています。

目次

第1章 イントロダクション

第2章 調査手法

第3章 エグゼクティブサマリー

第4章 重要考察

第5章 市場概要・産業動向

  • 市場力学
    • 促進要因
    • 抑制要因
    • 機会
    • 課題
  • 産業動向
    • マルチモーダルAI：アーキテクチャ
    • マルチモーダルAI：進化
    • バリューチェーン分析
    • エコシステム/市場マップ
    • 価格分析
    • ポーターのファイブフォース分析
    • 顧客の事業に影響を与える動向/ディスラプション
    • 技術分析
    • ケーススタディ分析
    • 特許分析
    • 貿易分析
    • 主な会議とイベント
    • 関税と規制状況
    • 主要なステークホルダーと購入基準
    • マルチモーダルAI市場におけるベストプラクティス
    • マルチモーダルAI市場の技術ロードマップ
    • マルチモーダルAI市場のビジネスモデル

第6章 マルチモーダルAI市場：提供区分別

  • ソリューション
    • プラットホーム
    • ソフトウェア
    • フレームワーク
  • ソリューション：導入モード別
    • クラウド
    • オンプレミス
  • サービス
    • プロフェッショナルサービス
    • マネージドサービス

第7章 マルチモーダルAI市場：データモダリティ別

  • 画像データ
    • 画像認識
    • 物体検出
    • 画像キャプション
    • 画像生成
    • その他
  • テキストデータ
    • 自然言語理解
    • 感情分析
    • テキスト生成
    • 言語翻訳
    • その他
  • 音声データ
    • 音声認識・話者認識
    • 音声アシスタント
    • 音声バイオメトリクス
    • 音声合成
    • その他
  • ビデオデータ
    • ビデオ分析
    • ビデオキャプショニング
    • ビデオ生成
    • その他
  • 音声データ
    • オーディオ処理
    • 音楽分析
    • サウンド分類
    • その他
  • その他

第8章 マルチモーダルAI市場：技術別

  • 機械学習
  • 自然言語処理
  • コンピュータビジョン
  • コンテキスト認識
  • IoT

第9章 マルチモーダルAI市場：タイプ別

  • 生成マルチモーダルAI
  • 翻訳マルチモーダルAI
  • 説明マルチモーダルAI
  • インタラクティブマルチモーダルAI

第10章 マルチモーダルAI市場：産業別

  • ヘルスケア&ライフサイエンス
    • 医用画像処理と診断
    • 精密医療
    • ライフスタイルの管理・モニタリング・ウェアラブル
    • 医療研究
    • ロボット手術支援
    • 患者データリスク分析
    • その他
  • 銀行・金融サービス・保険
    • 不正行為検出
    • リスクアセスメント
    • 顧客サービス
    • 保険引受
    • 財務計画・資産管理
    • 金融商品の推奨のパーソナライゼーション
    • その他
  • 小売・eコマース
    • マルチモーダル検索とパーソナライズされたおすすめ
    • サプライチェーン最適化
    • 価格最適化
    • チャットボット・仮想アシスタント
    • 仮想店舗管理・顧客アシスタント
    • ARショッピング体験
    • その他
  • 自動車・輸送・物流
    • 半自動運転車と自動運転車
    • ルートの最適化
    • スマートな物流と倉庫管理
    • サプライチェーンの可視化と追跡
    • 交通パターンの分析
    • ドライバーモニタリングシステム
    • その他
  • 電気通信
    • ネットワークの最適化
    • ネットワークセキュリティ
    • カスタマーサービスサポート
    • ネットワーク障害予測
    • 仮想ネットワークアシスタント
    • インテリジェントコールルーティング
    • その他
  • 政府および公共部門
    • 自律監視監視システム
    • 災害対応および発見アシスタント
    • 電子ガバナンスとデジタルシティサービス
    • 法執行機関
    • 輸送管理
    • 環境モニタリング
    • その他
  • 製造
    • 予知保全
    • 品質管理
    • 在庫管理
    • コストの最適化
    • サプライチェーンの最適化
    • 生産ラインの最適化
    • その他
  • メディア&エンターテイメント
    • コンテンツの推奨のパーソナライゼーション
    • コンテンツの作成と生成
    • コンテンツの著作権保護
    • 視聴者の分析・分類
    • パーソナライズされた広告
    • ソーシャルメディア分析
    • その他
  • その他

第11章 マルチモーダルAI市場：地域別

  • 北米
  • 欧州
  • アジア太平洋
  • 中東・アフリカ
  • ラテンアメリカ

第12章 競合情勢

  • 概要
  • 主要企業の戦略
  • 収益分析
  • 市場シェア分析
  • ブランド/製品の比較分析
  • 企業評価マトリックス
  • スタートアップ/中小企業評価マトリックス
  • 競合シナリオと動向
  • 主要ベンダーの評価と財務指標
  • 主要ベンダー：年初来価格の総リターンと5カ年ストックベータ

第13章 企業プロファイル

  • 主要企業
    • GOOGLE
    • MICROSOFT
    • OPENAI
    • META
    • AWS
    • IBM
    • TWELVE LABS
    • AIMESOFT
    • JINA AI
    • UNIPHORE
  • その他の企業
    • HABANA LABS
    • REKA AI
    • RUNWAY AI
    • JIVA.AI
    • MODALITY.AI
    • OPENSTREAM.AI
    • VIDROVR
    • MOBIUS LABS
    • NEWSBRIDGE
    • PERCEIV AI
  • スタートアップ/SME
    • MULTIMODAL
    • NEURAPTIC AI
    • INWORLD AI
    • AIBERRY
    • ONE AI
    • BEEWANT
    • OWLBOT.AI
    • HOPPR
    • ARCHETYPE AI
    • STABILITY AI

第14章 隣接市場および関連市場

第15章 付録

目次
Product Code: TC 8854

Report Description

Scope of the Report
Years Considered for the Study2017-2028
Base Year2022
Forecast Period2023-2028
Units ConsideredUSD Billion
SegmentsBy Offering, Data Modality, Technology, Type, Verticals, and Region
Regions coveredNorth America, Europe, Asia Pacific, Middle East & Africa, and Latin America

The global multimodal AI market is valued at USD 1.0 billion in 2023 and is estimated to reach USD 4.5 billion by 2028, registering a CAGR of 35.0% during the forecast period. In today's data-driven world, an abundance of information is generated in unstructured formats such as text, images, and videos. This wealth of data is often rich in insights and valuable content, but its unstructured nature makes it challenging to process, analyze, and extract meaningful information using traditional analytics methods. Multimodal AI steps in as a transformative solution, allowing organizations to harness the riches concealed within unstructured data sources. With the capability to process and interpret information from videos, images, and text, multimodal AI surpasses the limitations of single-modal AI approaches, which are often confined to analyzing structured data or a single data type. This driver underscores the essential role of multimodal AI in addressing the increasing complexity of data analysis requirements in the digital age.

By solutions, the platform segment is projected to hold the largest market size during the forecast period

Multimodal AI solutions in the form of platforms represent comprehensive systems designed to handle and process diverse types of data simultaneously, including text, images, audio, and video. These platforms typically incorporate a range of advanced technologies such as machine learning, deep learning, and natural language processing to enable a holistic understanding of multimodal information. In practical terms, a multimodal AI platform allows users to develop, deploy, and manage AI models capable of handling multiple data modalities in a unified manner. These platforms empower organizations to build intelligent systems that can interpret and respond to complex, real-world scenarios by integrating insights from different data sources.

By data modality, Video Data segment is registered to grow at the highest CAGR during the forecast period

Video data consists of a sequence of frames, each containing visual content, and is a critical modality in multimodal AI applications. Video data allows AI systems to interpret dynamic scenes, track objects, recognize patterns, and understand temporal relationships, making it valuable in various domains such as surveillance, healthcare, and entertainment. The growing prevalence of video content on the internet, the increasing adoption of surveillance and monitoring systems, and the demand for more sophisticated video analytics in industries like retail and manufacturing drives the utilization of video data in multimodal AI.

Asia Pacific is projected to witness the highest CAGR during the forecast period.

The Asia Pacific region emerges as a vibrant hub of economic prowess and technological progress, forecasted to contribute a substantial 70% of global growth in 2023, surpassing other regions. With over half of the world's population residing in this region, any technological shifts, particularly those driven by AI, are anticipated to significantly influence its future trajectory. Several Asian countries, including China, India, Japan, and others, are actively embracing information-intensive AI technologies, with conversational AI leading the technological forefront. Nations like China, Japan, South Korea, India, and Singapore are making substantial investments in artificial intelligence, positioning the APAC region as the fastest-growing AI market globally.

Breakdown of primaries

In-depth interviews were conducted with Chief Executive Officers (CEOs), innovation and technology directors, system integrators, and executives from various key organizations operating in the multimodal AI market.

  • By Company: Tier I: 35%, Tier II: 45%, and Tier III: 20%
  • By Designation: C-Level Executives: 35%, Directors: 25%, and Others: 40%
  • By Region: North America: 45%, Europe: 20%, Asia Pacific: 30%, RoW: 5%

Major vendors offering multimodal AI and services across the globe are Google (US), Microsoft (US), OpenAI (US), Meta (US), AWS (US), IBM (US), Twelve Labs (US), Aimesoft (US), Jina AI (Germany), Uniphore (US), Reka AI (US), Runway (US), Jiva.ai (UK), Vidrovr (US), Mobius Labs (US), Newsbridge (France), OpenStream.ai (US), Habana Labs (US), Modality.AI (US), Perceiv AI (Canada), Multimodal (US), Neuraptic AI (Spain), Inworld AI (US), Aiberry (US), One AI (US), Beewant (France), Owlbot.AI (US), Hoppr (US), Archetype AI (US), Stability AI (England).

Research Coverage

The market study covers multimodal AI across segments. It aims at estimating the market size and the growth potential across different segments, such as offering, data modality, technology, type, vertical, and region. It includes an in-depth competitive analysis of the key players in the market, along with their company profiles, key observations related to product and business offerings, recent developments, and key market strategies.

Key Benefits of Buying the Report

The report would provide the market leaders/new entrants in this market with information on the closest approximations of the revenue numbers for the overall market for multimodal AI and its subsegments. It would help stakeholders understand the competitive landscape and gain more insights better to position their business and plan suitable go-to-market strategies. It also helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities.

The report provides insights on the following pointers:

  • Analysis of key drivers (The need to analyze unstructured data in multiple formats drives the multimodal AI market, The ability of multimodal AI to handle complex tasks and provide a holistic approach to problem-solving, Generative AI techniques to accelerate multimodal ecosystem development and The availability of large-scale machine learning models that support multimodality.), restraints (Susceptibility to bias in multimodal models and Processing and training multi-modal AI models demand extensive computational resources), opportunities (Rising demand for customized and industry-specific solutions, Enhanced adaptability to unseen data types propels multimodal AI forward, Data Management Services to empowering multimodal AI advancements), and challenges (Teaching AI to grasp nuance and context-dependent meanings poses complex linguistic challenges, Optimal data fusion presents complex challenges in multimodal AI integration, Limitations in transferability pose challenges for multimodal AI adaptation to diverse data types) influencing the growth of the multimodal AI market
  • Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the multimodal AI market.
  • Market Development: Comprehensive information about lucrative markets - the report analyses the multimodal AI market across varied regions.
  • Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in multimodal AI market strategies; the report also helps stakeholders understand the pulse of the multimodal AI market and provides them with information on key market drivers, restraints, challenges, and opportunities.
  • Competitive Assessment: In-depth assessment of market shares, growth strategies and service offerings of leading players such as Google (US), Microsoft (US), OpenAI (US), AWS (US), Meta (US) among others in the multimodal AI market.

TABLE OF CONTENTS

1 INTRODUCTION

  • 1.1 STUDY OBJECTIVES
  • 1.2 MARKET DEFINITION
    • 1.2.1 INCLUSIONS AND EXCLUSIONS
  • 1.3 MARKET SCOPE
    • 1.3.1 MARKET SEGMENTATION
    • 1.3.2 REGIONS COVERED
  • 1.4 YEARS CONSIDERED
  • 1.5 CURRENCY CONSIDERED
  • 1.6 STAKEHOLDERS

2 RESEARCH METHODOLOGY

  • 2.1 RESEARCH DATA
    • FIGURE 1 MULTIMODAL AI MARKET: RESEARCH DESIGN
    • 2.1.1 SECONDARY DATA
    • 2.1.2 PRIMARY DATA
    • TABLE 1 PRIMARY INTERVIEWS
      • 2.1.2.1 Breakup of primary profiles
      • 2.1.2.2 Key industry insights
  • 2.2 DATA TRIANGULATION
    • FIGURE 2 DATA TRIANGULATION
  • 2.3 MARKET SIZE ESTIMATION
    • FIGURE 3 MULTIMODAL AI MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES
    • 2.3.1 TOP-DOWN APPROACH
    • 2.3.2 BOTTOM-UP APPROACH
    • FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1 (SUPPLY-SIDE): FLOWCHART USING REVENUE FROM MULTIMODAL AI SOLUTIONS/SERVICES
    • FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 2, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL MULTIMODAL AI SOLUTION/SERVICE PROVIDERS
    • FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): REVENUES OF TOP PLAYERS AND SOURCES OF DATA
    • FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 4, BOTTOM-UP (DEMAND-SIDE): SHARE THROUGH OVERALL MULTIMODAL AI SPENDING
  • 2.4 MARKET FORECAST
    • TABLE 2 FACTOR ANALYSIS
  • 2.5 RESEARCH ASSUMPTIONS
  • 2.6 LIMITATIONS
  • 2.7 IMPLICATIONS OF RECESSION ON MULTIMODAL AI MARKET
    • TABLE 3 IMPACT OF RECESSION ON GLOBAL MULTIMODAL AI MARKET

3 EXECUTIVE SUMMARY

    • TABLE 4 MULTIMODAL AI MARKET SIZE AND GROWTH RATE, 2017-2022 (USD MILLION, Y-O-Y)
    • TABLE 5 MULTIMODAL AI MARKET SIZE AND GROWTH RATE, 2023-2028 (USD MILLION, Y-O-Y)
    • FIGURE 8 SOLUTIONS TO HOLD LARGER MARKET IN 2023
    • FIGURE 9 PLATFORM SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE IN 2023
    • FIGURE 10 CLOUD DEPLOYMENT TO BE LARGER MARKET IN 2023
    • FIGURE 11 PROFESSIONAL SERVICES TO ACCOUNT FOR LARGER MARKET IN 2023
    • FIGURE 12 CONSULTING TO ACCOUNT FOR LARGEST SHARE IN 2023
    • FIGURE 13 IMAGE DATA TO ACCOUNT FOR LARGEST MARKET IN 2023
    • FIGURE 14 GENERATIVE MULTIMODAL AI TO ACCOUNT FOR LARGEST SHARE IN 2023
    • FIGURE 15 NATURAL LANGUAGE PROCESSING TO ACCOUNT FOR LARGEST MARKET IN 2023
    • FIGURE 16 HEALTHCARE & LIFE SCIENCES TO ACCOUNT FOR LARGEST MARKET SHARE IN 2023
    • FIGURE 17 ASIA PACIFIC TO GROW AT HIGHEST CAGR IN MULTIMODAL AI MARKET

4 PREMIUM INSIGHTS

  • 4.1 ATTRACTIVE OPPORTUNITIES IN MULTIMODAL AI MARKET
    • FIGURE 18 INCREASING NEED TO COMPREHEND AND PROCESS MULTIPLE DATA MODALITIES DRIVES MARKET GROWTH
  • 4.2 MULTIMODAL AI MARKET: SOLUTIONS
    • FIGURE 19 SOFTWARE SEGMENT TO GROW AT HIGHEST CAGR IN MULTIMODAL AI MARKET
  • 4.3 MULTIMODAL AI MARKET, BY OFFERING & KEY VERTICAL
    • FIGURE 20 SOLUTIONS AND HEALTHCARE & LIFE SCIENCES VERTICAL TO ACCOUNT FOR LARGEST SHARES IN 2023
  • 4.4 MULTIMODAL AI MARKET, BY REGION
    • FIGURE 21 NORTH AMERICA TO ACCOUNT FOR LARGEST SHARE IN 2023

5 MARKET OVERVIEW AND INDUSTRY TRENDS

  • 5.1 INTRODUCTION
  • 5.2 MARKET DYNAMICS
    • FIGURE 22 MARKET DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES
    • 5.2.1 DRIVERS
      • 5.2.1.1 Need to analyze unstructured data in multiple formats to drive multimodal AI market
      • 5.2.1.2 Ability of multimodal AI to handle complex tasks and provide holistic approach to problem-solving to boost market
      • 5.2.1.3 Generative AI techniques to accelerate multimodal ecosystem development
      • 5.2.1.4 Availability of large-scale machine learning models that support multimodality to propel market growth
    • 5.2.2 RESTRAINTS
      • 5.2.2.1 Susceptibility to bias in multimodal models
      • 5.2.2.2 Processing and training multimodal AI models to demand extensive computational resources
    • 5.2.3 OPPORTUNITIES
      • 5.2.3.1 Rising demand for customized and industry-specific solutions
      • 5.2.3.2 Enhanced adaptability to unseen data types to propel multimodal AI forward
      • 5.2.3.3 Data management services to empower multimodal AI advancements
    • 5.2.4 CHALLENGES
      • 5.2.4.1 Teaching AI to grasp nuance and context-dependent meanings to pose complex linguistic challenges
      • 5.2.4.2 Optimal data fusion to present challenges in multimodal AI integration
      • 5.2.4.3 Limitations in transferability to pose challenges for multimodal AI adaptation to diverse data types
  • 5.3 INDUSTRY TRENDS
    • 5.3.1 MULTIMODAL AI: ARCHITECTURE
    • FIGURE 23 MULTIMODAL AI ARCHITECTURE
    • 5.3.2 MULTIMODAL AI: EVOLUTION
    • FIGURE 24 MULTIMODAL AI MARKET EVOLUTION
    • 5.3.3 VALUE CHAIN ANALYSIS
    • FIGURE 25 MULTIMODAL AI MARKET: VALUE CHAIN ANALYSIS
    • 5.3.4 ECOSYSTEM/MARKET MAP
    • FIGURE 26 KEY PLAYERS IN MULTIMODAL AI MARKET ECOSYSTEM
    • TABLE 6 MULTIMODAL AI MARKET: ECOSYSTEM
      • 5.3.4.1 Solution Providers
      • 5.3.4.2 Service Providers
      • 5.3.4.3 End Users
      • 5.3.4.4 Regulatory Bodies
    • 5.3.5 PRICING ANALYSIS
      • 5.3.5.1 Average Selling Price Trend of Key Players: Top 3 Data Modalities
    • FIGURE 27 AVERAGE SELLING PRICE TREND OF KEY PLAYERS: TOP THREE DATA MODALITIES
    • TABLE 7 AVERAGE SELLING PRICE TREND OF KEY PLAYERS FOR TOP THREE DATA MODALITIES (USD)
      • 5.3.5.2 Indicative Pricing Analysis of Multimodal AI, By Solution
    • TABLE 8 MULTIMODAL AI: INDICATIVE PRICING LEVELS OF MULTIMODAL AI, BY SOLUTION
    • 5.3.6 PORTER'S FIVE FORCES ANALYSIS
    • FIGURE 28 PORTER'S FIVE FORCES ANALYSIS
    • TABLE 9 MULTIMODAL AI MARKET: PORTER'S FIVE FORCES ANALYSIS
      • 5.3.6.1 Threat of new entrants
      • 5.3.6.2 Threat of substitutes
      • 5.3.6.3 Bargaining power of suppliers
      • 5.3.6.4 Bargaining power of buyers
      • 5.3.6.5 Intensity of competitive rivalry
    • 5.3.7 TRENDS/DISRUPTIONS IMPACTING CUSTOMER'S BUSINESS
      • 5.3.7.1 Trends/Disruptions impacting customer's business
    • FIGURE 29 MULTIMODAL AI MARKET: TRENDS/DISRUPTIONS IMPACTING CUSTOMER'S BUSINESS
    • 5.3.8 TECHNOLOGY ANALYSIS
    • FIGURE 30 MULTIMODAL AI MARKET: TECHNOLOGY ANALYSIS
      • 5.3.8.1 Key Technologies
        • 5.3.8.1.1 Machine Learning
        • 5.3.8.1.2 Natural Language Processing
        • 5.3.8.1.3 AR & VR
        • 5.3.8.1.4 Computer Vision
        • 5.3.8.1.5 IoT
      • 5.3.8.2 Complementary Technologies
        • 5.3.8.2.1 Cloud Computing
        • 5.3.8.2.2 Data Mining
        • 5.3.8.2.3 Biometric Authentication
      • 5.3.8.3 Adjacent Technologies
        • 5.3.8.3.1 Big Data
        • 5.3.8.3.2 Predictive Analytics
        • 5.3.8.3.3 Edge Computing
        • 5.3.8.3.4 Knowledge Graph
    • 5.3.9 CASE STUDY ANALYSIS
      • 5.3.9.1 CASE STUDY 1: Associated Press revolutionized multimedia processing with Vidrovr
      • 5.3.9.2 CASE STUDY 2: SceneXplain's innovative automation and tagging solution revolutionized European e-commerce platform
      • 5.3.9.3 CASE STUDY 3: Global banking group transformed its operations with Uniphore's AI-driven compliance and monitoring solution
      • 5.3.9.4 CASE STUDY 4: Uniphore's U-Assist solution transformed healthcare services company's agent guidance
      • 5.3.9.5 CASE STUDY 5: Telecom leader enhanced efficiency and customer experience with Uniphore's AI-powered automation
    • 5.3.10 PATENT ANALYSIS
      • 5.3.10.1 Methodology
      • 5.3.10.2 Patents Filed, By Document Type
    • TABLE 10 PATENTS FILED, BY DOCUMENT TYPE
      • 5.3.10.3 Innovation and patent applications
    • FIGURE 31 NUMBER OF PATENTS GRANTED IN LAST 10 YEARS, 2013-2023
        • 5.3.10.3.1 Top 10 applicants in multimodal AI market
    • FIGURE 32 TOP 10 APPLICANTS IN MULTIMODAL AI MARKET, 2013-2023
    • FIGURE 33 REGIONAL ANALYSIS OF PATENTS GRANTED, 2013-2023
    • TABLE 11 TOP 20 PATENT OWNERS IN MULTIMODAL AI MARKET, 2013-2023
    • TABLE 12 LIST OF PATENTS GRANTED IN MULTIMODAL AI MARKET, 2023
    • 5.3.11 TRADE ANALYSIS
      • 5.3.11.1 Import scenario
    • FIGURE 34 COMPUTER SOFTWARE IMPORT, BY KEY COUNTRY, 2015-2022 (USD BILLION)
      • 5.3.11.2 Export scenario
    • FIGURE 35 COMPUTER SOFTWARE EXPORT, BY KEY COUNTRY, 2015-2022 (USD BILLION)
    • 5.3.12 KEY CONFERENCES & EVENTS, 2023-2025
    • TABLE 13 MULTIMODAL AI MARKET: DETAILED LIST OF CONFERENCES & EVENTS, 2023-2025
    • 5.3.13 TARIFF AND REGULATORY LANDSCAPE
      • 5.3.13.1 Tariff Related to Multimodal AI Solutions
    • TABLE 14 TARIFF RELATED TO MULTIMODAL AI SOLUTIONS, 2022
      • 5.3.13.2 Regulatory Bodies, Government Agencies, and Other Organizations
    • TABLE 15 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • TABLE 16 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • TABLE 17 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • TABLE 18 MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • TABLE 19 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
      • 5.3.13.3 North America
        • 5.3.13.3.1 US
        • 5.3.13.3.2 Canada
      • 5.3.13.4 Europe
      • 5.3.13.5 Asia Pacific
        • 5.3.13.5.1 South Korea
        • 5.3.13.5.2 China
        • 5.3.13.5.3 India
      • 5.3.13.6 Middle East & Africa
        • 5.3.13.6.1 UAE
        • 5.3.13.6.2 KSA
        • 5.3.13.6.3 Bahrain
      • 5.3.13.7 Latin America
        • 5.3.13.7.1 Brazil
        • 5.3.13.7.2 Mexico
    • 5.3.14 KEY STAKEHOLDERS AND BUYING CRITERIA
      • 5.3.14.1 Key Stakeholders in Buying Process
    • FIGURE 36 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS
    • TABLE 20 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS
      • 5.3.14.2 Buying Criteria
    • FIGURE 37 KEY BUYING CRITERIA FOR TOP THREE VERTICALS
    • TABLE 21 KEY BUYING CRITERIA FOR TOP THREE VERTICALS
    • 5.3.15 BEST PRACTICES IN MULTIMODAL AI MARKET
    • 5.3.16 TECHNOLOGY ROADMAP OF MULTIMODAL AI MARKET
    • TABLE 22 SHORT-TERM ROADMAP, 2023-2025
    • TABLE 23 MID-TERM ROADMAP, 2026-2028
    • TABLE 24 LONG-TERM ROADMAP, 2029-2030
    • 5.3.17 BUSINESS MODELS OF MULTIMODAL AI MARKET
      • 5.3.17.1 SaaS (Software as a Service) Platforms
      • 5.3.17.2 Pay-Per-Use or Consumption-Based Pricing
      • 5.3.17.3 APIs and SDKs (Software Development Kits)
      • 5.3.17.4 Data Annotation and Labeling Services
      • 5.3.17.5 Consulting and Integration Services

6 MULTIMODAL AI MARKET, BY OFFERING

  • 6.1 INTRODUCTION
    • 6.1.1 OFFERING: MULTIMODAL AI MARKET DRIVERS
    • FIGURE 38 SERVICES SEGMENT TO WITNESS HIGHER CAGR DURING FORECAST PERIOD
    • TABLE 25 MULTIMODAL AI MARKET, BY OFFERING, 2017-2022 (USD MILLION)
    • TABLE 26 MULTIMODAL AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
  • 6.2 SOLUTIONS
    • 6.2.1 GROWING DEMAND FOR SEAMLESS INTEGRATION OF DIVERSE DATA SOURCES TO DRIVE MULTIMODAL AI SOLUTIONS MARKET GROWTH
    • FIGURE 39 PLATFORM SEGMENT TO HOLD LARGEST MARKET SIZE DURING FORECAST PERIOD
    • TABLE 27 MULTIMODAL AI MARKET, BY SOLUTION, 2017-2022 (USD MILLION)
    • TABLE 28 MULTIMODAL AI MARKET, BY SOLUTION, 2023-2028 (USD MILLION)
    • TABLE 29 SOLUTIONS: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 30 SOLUTIONS: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 6.2.2 PLATFORM
      • 6.2.2.1 Increasing need for unified solutions within single ecosystem to drive platform segment
    • TABLE 31 PLATFORM: MULTIMODAL AI SOLUTIONS MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 32 PLATFORM: MULTIMODAL AI SOLUTIONS MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 6.2.3 SOFTWARE
      • 6.2.3.1 Advanced AI solutions offered by software to fuel market growth
    • TABLE 33 SOFTWARE: MULTIMODAL AI SOLUTIONS MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 34 SOFTWARE: MULTIMODAL AI SOLUTIONS MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 6.2.4 FRAMEWORK
      • 6.2.4.1 Multimodal AI frameworks to empower developers with open-source and cloud-native solutions
    • TABLE 35 FRAMEWORK: MULTIMODAL AI SOLUTIONS MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 36 FRAMEWORK: MULTIMODAL AI SOLUTIONS MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 6.3 SOLUTIONS, BY DEPLOYMENT MODE
    • 6.3.1 ADAPTABILITY TO CHOOSE BETWEEN CENTRALIZED CLOUD-BASED PROCESSING OR LOCALIZED, SECURE ON-PREMISES DEPLOYMENTS
    • FIGURE 40 CLOUD SEGMENT TO WITNESS HIGHER CAGR DURING FORECAST PERIOD
    • TABLE 37 MULTIMODAL AI MARKET, BY DEPLOYMENT MODE, 2017-2022 (USD MILLION)
    • TABLE 38 MULTIMODAL AI MARKET, BY DEPLOYMENT MODE, 2023-2028 (USD MILLION)
    • 6.3.2 CLOUD
      • 6.3.2.1 Cloud to help reduce burden of infrastructure management and overhead costs
    • TABLE 39 CLOUD: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 40 CLOUD: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 6.3.3 ON-PREMISES
      • 6.3.3.1 Stringent data governance and security requirements to propel market
    • TABLE 41 ON-PREMISES: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 42 ON-PREMISES: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 6.4 SERVICES
    • 6.4.1 SERVICES TO ENABLE ORGANIZATIONS TO EFFECTIVELY IMPLEMENT AND MAINTAIN MULTIMODAL AI SOLUTIONS
    • FIGURE 41 PROFESSIONAL SERVICES TO HOLD LARGER MARKET SIZE DURING FORECAST PERIOD
    • TABLE 43 MULTIMODAL AI MARKET, BY SERVICE, 2017-2022 (USD MILLION)
    • TABLE 44 MULTIMODAL AI MARKET, BY SERVICE, 2023-2028 (USD MILLION)
    • 6.4.2 PROFESSIONAL SERVICES
      • 6.4.2.1 Requirement of expert guidance and support in implementing multimodal AI solutions to drive segment's growth
    • FIGURE 42 MULTIMODAL DATA ANNOTATION SEGMENT TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD
    • TABLE 45 PROFESSIONAL SERVICES: MULTIMODAL AI MARKET, BY TYPE, 2017-2022 (USD MILLION)
    • TABLE 46 PROFESSIONAL SERVICES: MULTIMODAL AI MARKET, BY TYPE, 2023-2028 (USD MILLION)
    • TABLE 47 PROFESSIONAL SERVICES: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 48 PROFESSIONAL SERVICES: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)
      • 6.4.2.2 Consulting
    • TABLE 49 CONSULTING: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 50 CONSULTING: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)
      • 6.4.2.3 Training & Workshops
    • TABLE 51 TRAINING & WORKSHOPS: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 52 TRAINING & WORKSHOPS: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)
      • 6.4.2.4 Multimodal Data Integration
    • TABLE 53 MULTIMODAL DATA INTEGRATION: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 54 MULTIMODAL DATA INTEGRATION: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)
      • 6.4.2.5 Custom Multimodal AI Development
    • TABLE 55 CUSTOM MULTIMODAL AI DEVELOPMENT: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 56 CUSTOM MULTIMODAL AI DEVELOPMENT: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)
      • 6.4.2.6 Multimodal Data Annotation
    • TABLE 57 MULTIMODAL DATA ANNOTATION: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 58 MULTIMODAL DATA ANNOTATION: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)
      • 6.4.2.7 Support & Maintenance
    • TABLE 59 SUPPORT & MAINTENANCE: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 60 SUPPORT & MAINTENANCE: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 6.4.3 MANAGED SERVICES
      • 6.4.3.1 Increasing complexity of AI implementation to foster multimodal AI adoption
    • TABLE 61 MANAGED SERVICES: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 62 MANAGED SERVICES: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)

7 MULTIMODAL AI MARKET, BY DATA MODALITY

  • 7.1 INTRODUCTION
    • 7.1.1 DATA MODALITY: MULTIMODAL AI MARKET DRIVERS
    • FIGURE 43 VIDEO DATA SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
    • TABLE 63 MULTIMODAL AI MARKET, BY DATA MODALITY, 2017-2022 (USD MILLION)
    • TABLE 64 MULTIMODAL AI MARKET, BY DATA MODALITY, 2023-2028 (USD MILLION)
  • 7.2 IMAGE DATA
    • 7.2.1 INCREASING NEED FOR ADVANCED VISUAL UNDERSTANDING TO FUEL MARKET FOR IMAGE DATA
    • TABLE 65 IMAGE DATA: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 66 IMAGE DATA: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 7.2.2 IMAGE RECOGNITION
    • 7.2.3 OBJECT DETECTION
    • 7.2.4 IMAGE CAPTIONING
    • 7.2.5 IMAGE GENERATION
    • 7.2.6 OTHERS
  • 7.3 TEXT DATA
    • 7.3.1 TEXT DATA TO REVOLUTIONIZE TEXT ANALYSIS AND INFORMATION EXTRACTION
    • TABLE 67 TEXT DATA: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 68 TEXT DATA: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 7.3.2 NATURAL LANGUAGE UNDERSTANDING
    • 7.3.3 SENTIMENT ANALYSIS
    • 7.3.4 TEXT GENERATION
    • 7.3.5 LANGUAGE TRANSLATION
    • 7.3.6 OTHERS
  • 7.4 SPEECH AND VOICE DATA
    • 7.4.1 SPEECH & VOICE DATA TO DRIVE ADVANCEMENTS IN VOICE ASSISTANTS, VOICE BIOMETRICS, AND USER EXPERIENCES
    • TABLE 69 SPEECH & VOICE DATA: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 70 SPEECH & VOICE DATA: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 7.4.2 SPEECH AND VOICE RECOGNITION
    • 7.4.3 VOICE ASSISTANTS
    • 7.4.4 VOICE BIOMETRICS
    • 7.4.5 SPEECH SYNTHESIS
    • 7.4.6 OTHERS
  • 7.5 VIDEO DATA
    • 7.5.1 SURGE IN VIDEO-BASED CONTENT CONSUMPTION AND DEMAND FOR ENHANCED VIDEO ANALYTICS TO PROPEL MARKET
    • TABLE 71 VIDEO DATA: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 72 VIDEO DATA: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 7.5.2 VIDEO ANALYSIS
    • 7.5.3 VIDEO CAPTIONING
    • 7.5.4 VIDEO GENERATION
    • 7.5.5 OTHERS
  • 7.6 AUDIO DATA
    • 7.6.1 RISING ADOPTION OF VOICE-ENABLED DEVICES AND PERSONALIZED AUDIO EXPERIENCES TO ENHANCE AUDIO DATA MARKET
    • TABLE 73 AUDIO DATA: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 74 AUDIO DATA: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 7.6.2 AUDIO PROCESSING
    • 7.6.3 MUSIC ANALYSIS
    • 7.6.4 SOUND CLASSIFICATION
    • 7.6.5 OTHERS
  • 7.7 OTHER DATA MODALITIES
    • TABLE 75 OTHER DATA MODALITIES: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 76 OTHER DATA MODALITIES: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)

8 MULTIMODAL AI MARKET, BY TECHNOLOGY

  • 8.1 INTRODUCTION
    • 8.1.1 TECHNOLOGY: MULTIMODAL AI MARKET DRIVERS
    • FIGURE 44 NATURAL LANGUAGE PROCESSING TO HOLD LARGEST MARKET SIZE DURING FORECAST PERIOD
    • TABLE 77 MULTIMODAL AI MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION)
    • TABLE 78 MULTIMODAL AI MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
  • 8.2 MACHINE LEARNING
    • 8.2.1 CONTINUOUS EVOLUTION OF ALGORITHMS AND MODELS IN MACHINE LEARNING TO SHAPE MARKET
    • TABLE 79 MACHINE LEARNING: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 80 MACHINE LEARNING: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 8.3 NATURAL LANGUAGE PROCESSING
    • 8.3.1 NLP TO REVOLUTIONIZE COMMUNICATION AND COMPREHENSION IN VARIOUS INDUSTRIES AND APPLICATIONS
    • TABLE 81 NATURAL LANGUAGE PROCESSING: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 82 NATURAL LANGUAGE PROCESSING: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 8.4 COMPUTER VISION
    • 8.4.1 COMPUTER VISION TO TRANSFORM INDUSTRIES THROUGH ENHANCED IMAGE AND VIDEO ANALYSIS FUNCTIONS
    • TABLE 83 COMPUTER VISION: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 84 COMPUTER VISION: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 8.5 CONTEXT AWARENESS
    • 8.5.1 ABILITY OF AI SYSTEMS TO INTERPRET DATA BASED ON SITUATIONAL CONTEXT TO DRIVE SEGMENT'S GROWTH
    • TABLE 85 CONTEXT AWARENESS: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 86 CONTEXT AWARENESS: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 8.6 INTERNET OF THINGS
    • 8.6.1 SURGE IN INTERCONNECTED DEVICES GENERATING DIVERSE DATA STREAMS TO BOOST MARKET
    • TABLE 87 INTERNET OF THINGS: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 88 INTERNET OF THINGS: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)

9 MULTIMODAL AI MARKET, BY TYPE

  • 9.1 INTRODUCTION
    • 9.1.1 TYPE: MULTIMODAL AI MARKET DRIVERS
    • FIGURE 45 INTERACTIVE MULTIMODAL AI TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
    • TABLE 89 MULTIMODAL AI MARKET, BY TYPE, 2017-2022 (USD MILLION)
    • TABLE 90 MULTIMODAL AI MARKET, BY TYPE, 2023-2028 (USD MILLION)
  • 9.2 GENERATIVE MULTIMODAL AI
    • 9.2.1 TRANSFORMATIVE POWER OF GENERATIVE MULTIMODAL AI TO EXTEND BEYOND CONTENT GENERATION
    • TABLE 91 GENERATIVE MULTIMODAL AI: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 92 GENERATIVE MULTIMODAL AI: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 9.3 TRANSLATIVE MULTIMODAL AI
    • 9.3.1 ABILITY TO TRANSLATE AND INTERPRET INFORMATION ACROSS DIFFERENT DATA MODALITIES TO DRIVE SEGMENT'S GROWTH
    • TABLE 93 TRANSLATIVE MULTIMODAL AI: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 94 TRANSLATIVE MULTIMODAL AI: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 9.4 EXPLANATORY MULTIMODAL AI
    • 9.4.1 INCREASING DEMAND FOR AI SYSTEMS THAT OFFER TRANSPARENT INSIGHTS INTO DECISION-MAKING PROCESSES TO DRIVE SEGMENT'S GROWTH
    • TABLE 95 EXPLANATORY MULTIMODAL AI: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 96 EXPLANATORY MULTIMODAL AI: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 9.5 INTERACTIVE MULTIMODAL AI
    • 9.5.1 INTERACTIVE MULTIMODAL AI TO REDEFINE HUMAN-MACHINE INTERACTIONS ACROSS INDUSTRIES
    • TABLE 97 INTERACTIVE MULTIMODAL AI: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 98 INTERACTIVE MULTIMODAL AI: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)

10 MULTIMODAL AI MARKET, BY VERTICAL

  • 10.1 INTRODUCTION
    • 10.1.1 VERTICAL: MULTIMODAL AI MARKET DRIVERS
    • FIGURE 46 AUTOMOTIVE, TRANSPORTATION & LOGISTICS VERTICAL TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
    • TABLE 99 MULTIMODAL AI MARKET, BY VERTICAL, 2017-2022 (USD MILLION)
    • TABLE 100 MULTIMODAL AI MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
  • 10.2 HEALTHCARE AND LIFE SCIENCES
    • TABLE 101 HEALTHCARE & LIFE SCIENCES: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 102 HEALTHCARE & LIFE SCIENCES: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 10.2.1 MEDICAL IMAGING AND DIAGNOSTICS
    • 10.2.2 PRECISION MEDICINE
    • 10.2.3 LIFESTYLE MANAGEMENT & MONITORING, AND WEARABLES
    • 10.2.4 MEDICAL RESEARCH
    • 10.2.5 ROBOTIC SURGERY ASSISTANCE
    • 10.2.6 PATIENT DATA RISK ANALYSIS
    • 10.2.7 OTHER APPLICATIONS
  • 10.3 BANKING, FINANCIAL SERVICES, AND INSURANCE
    • TABLE 103 BFSI: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 104 BFSI: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 10.3.1 FRAUD DETECTION
    • 10.3.2 RISK ASSESSMENT
    • 10.3.3 CUSTOMER SERVICE
    • 10.3.4 INSURANCE UNDERWRITING
    • 10.3.5 FINANCIAL PLANNING & WEALTH MANAGEMENT
    • 10.3.6 PERSONALIZATION OF FINANCIAL PRODUCT RECOMMENDATIONS
    • 10.3.7 OTHER APPLICATIONS
  • 10.4 RETAIL & E-COMMERCE
    • TABLE 105 RETAIL & E-COMMERCE: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 106 RETAIL & E-COMMERCE: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 10.4.1 MULTIMODAL SEARCH AND PERSONALIZED RECOMMENDATION
    • 10.4.2 SUPPLY CHAIN OPTIMIZATION
    • 10.4.3 PRICE OPTIMIZATION
    • 10.4.4 CHATBOT & VIRTUAL ASSISTANTS
    • 10.4.5 VIRTUAL STORE MANAGEMENT & CUSTOMER ASSISTANT
    • 10.4.6 AUGMENTED REALITY SHOPPING EXPERIENCES
    • 10.4.7 OTHER APPLICATIONS
  • 10.5 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS
    • TABLE 107 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 108 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 10.5.1 SEMI-AUTONOMOUS & AUTONOMOUS VEHICLES
    • 10.5.2 ROUTE OPTIMIZATION
    • 10.5.3 SMART LOGISTICS AND WAREHOUSING
    • 10.5.4 SUPPLY CHAIN VISIBILITY AND TRACKING
    • 10.5.5 TRAFFIC PATTERN ANALYSIS
    • 10.5.6 DRIVER MONITORING SYSTEM
    • 10.5.7 OTHER APPLICATIONS
  • 10.6 TELECOMMUNICATIONS
    • TABLE 109 TELECOMMUNICATIONS: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 110 TELECOMMUNICATIONS: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 10.6.1 NETWORK OPTIMIZATION
    • 10.6.2 NETWORK SECURITY
    • 10.6.3 CUSTOMER SERVICE SUPPORT
    • 10.6.4 NETWORK FAULT PREDICTION
    • 10.6.5 VIRTUAL NETWORK ASSISTANT
    • 10.6.6 INTELLIGENT CALL ROUTING
    • 10.6.7 OTHER APPLICATIONS
  • 10.7 GOVERNMENT AND PUBLIC SECTOR
    • TABLE 111 GOVERNMENT & PUBLIC SECTOR: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 112 GOVERNMENT & PUBLIC SECTOR: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 10.7.1 AUTONOMOUS SURVEILLANCE & MONITORING SYSTEM
    • 10.7.2 DISASTER RESPONSE & DISCOVERY ASSISTANT
    • 10.7.3 E-GOVERNANCE & DIGITAL CITY SERVICES
    • 10.7.4 LAW ENFORCEMENT
    • 10.7.5 TRANSPORTATION MANAGEMENT
    • 10.7.6 ENVIRONMENTAL MONITORING
    • 10.7.7 OTHER APPLICATIONS
  • 10.8 MANUFACTURING
    • TABLE 113 MANUFACTURING: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 114 MANUFACTURING: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 10.8.1 PREDICTIVE MAINTENANCE
    • 10.8.2 QUALITY CONTROL
    • 10.8.3 INVENTORY MANAGEMENT
    • 10.8.4 COST OPTIMIZATION
    • 10.8.5 SUPPLY CHAIN OPTIMIZATION
    • 10.8.6 PRODUCTION LINE OPTIMIZATION
    • 10.8.7 OTHER APPLICATIONS
  • 10.9 MEDIA AND ENTERTAINMENT
    • TABLE 115 MEDIA & ENTERTAINMENT: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 116 MEDIA & ENTERTAINMENT: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)
    • 10.9.1 PERSONALIZED CONTENT RECOMMENDATIONS
    • 10.9.2 CONTENT CREATION AND GENERATION
    • 10.9.3 CONTENT COPYRIGHT PROTECTION
    • 10.9.4 AUDIENCE ANALYTICS AND SEGMENTATION
    • 10.9.5 PERSONALIZED ADVERTISING
    • 10.9.6 SOCIAL MEDIA ANALYSIS
    • 10.9.7 OTHER APPLICATIONS
  • 10.10 OTHER VERTICALS
    • TABLE 117 OTHER VERTICALS: MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 118 OTHER VERTICALS: MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)

11 MULTIMODAL AI MARKET, BY REGION

  • 11.1 INTRODUCTION
    • FIGURE 47 SOUTH AFRICA TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD
    • FIGURE 48 ASIA PACIFIC TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD
    • TABLE 119 MULTIMODAL AI MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 120 MULTIMODAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)
  • 11.2 NORTH AMERICA
    • 11.2.1 NORTH AMERICA: MULTIMODAL AI MARKET DRIVERS
    • 11.2.2 NORTH AMERICA: RECESSION IMPACT
    • FIGURE 49 NORTH AMERICA: MARKET SNAPSHOT
    • TABLE 121 NORTH AMERICA: MULTIMODAL AI MARKET, BY COUNTRY, 2017-2022 (USD MILLION)
    • TABLE 122 NORTH AMERICA: MULTIMODAL AI MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
    • TABLE 123 NORTH AMERICA: MULTIMODAL AI MARKET, BY OFFERING, 2017-2022 (USD MILLION)
    • TABLE 124 NORTH AMERICA: MULTIMODAL AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • TABLE 125 NORTH AMERICA: MULTIMODAL AI MARKET, BY SOLUTION, 2017-2022 (USD MILLION)
    • TABLE 126 NORTH AMERICA: MULTIMODAL AI MARKET, BY SOLUTION, 2023-2028 (USD MILLION)
    • TABLE 127 NORTH AMERICA: MULTIMODAL AI SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2017-2022 (USD MILLION)
    • TABLE 128 NORTH AMERICA: MULTIMODAL AI SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2023-2028 (USD MILLION)
    • TABLE 129 NORTH AMERICA: MULTIMODAL AI MARKET, BY SERVICE, 2017-2022 (USD MILLION)
    • TABLE 130 NORTH AMERICA: MULTIMODAL AI MARKET, BY SERVICE, 2023-2028 (USD MILLION)
    • TABLE 131 NORTH AMERICA: MULTIMODAL AI MARKET, BY PROFESSIONAL SERVICE, 2017-2022 (USD MILLION)
    • TABLE 132 NORTH AMERICA: MULTIMODAL AI MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
    • TABLE 133 NORTH AMERICA: MULTIMODAL AI MARKET, BY DATA MODALITY, 2017-2022 (USD MILLION)
    • TABLE 134 NORTH AMERICA: MULTIMODAL AI MARKET, BY DATA MODALITY, 2023-2028 (USD MILLION)
    • TABLE 135 NORTH AMERICA: MULTIMODAL AI MARKET, BY TYPE, 2017-2022 (USD MILLION)
    • TABLE 136 NORTH AMERICA: MULTIMODAL AI MARKET, BY TYPE, 2023-2028 (USD MILLION)
    • TABLE 137 NORTH AMERICA: MULTIMODAL AI MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION)
    • TABLE 138 NORTH AMERICA: MULTIMODAL AI MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
    • TABLE 139 NORTH AMERICA: MULTIMODAL AI MARKET, BY VERTICAL, 2017-2022 (USD MILLION)
    • TABLE 140 NORTH AMERICA: MULTIMODAL AI MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
    • 11.2.3 US
      • 11.2.3.1 Presence of significant number of top-tier AI researchers in US institutions to drive market growth
    • 11.2.4 CANADA
      • 11.2.4.1 Robust Canadian commitment to AI innovation to propel multimodal AI sector
  • 11.3 EUROPE
    • 11.3.1 EUROPE: MULTIMODAL AI MARKET DRIVERS
    • 11.3.2 EUROPE: RECESSION IMPACT
    • TABLE 141 EUROPE: MULTIMODAL AI MARKET, BY COUNTRY, 2017-2022 (USD MILLION)
    • TABLE 142 EUROPE: MULTIMODAL AI MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
    • TABLE 143 EUROPE: MULTIMODAL AI MARKET, BY OFFERING, 2017-2022 (USD MILLION)
    • TABLE 144 EUROPE: MULTIMODAL AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • TABLE 145 EUROPE: MULTIMODAL AI MARKET, BY SOLUTION, 2017-2022 (USD MILLION)
    • TABLE 146 EUROPE: MULTIMODAL AI MARKET, BY SOLUTION, 2023-2028 (USD MILLION)
    • TABLE 147 EUROPE: MULTIMODAL AI SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2017-2022 (USD MILLION)
    • TABLE 148 EUROPE: MULTIMODAL AI SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2023-2028 (USD MILLION)
    • TABLE 149 EUROPE: MULTIMODAL AI MARKET, BY SERVICE, 2017-2022 (USD MILLION)
    • TABLE 150 EUROPE: MULTIMODAL AI MARKET, BY SERVICE, 2023-2028 (USD MILLION)
    • TABLE 151 EUROPE: MULTIMODAL AI MARKET, BY PROFESSIONAL SERVICE, 2017-2022 (USD MILLION)
    • TABLE 152 EUROPE: MULTIMODAL AI MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
    • TABLE 153 EUROPE: MULTIMODAL AI MARKET, BY DATA MODALITY, 2017-2022 (USD MILLION)
    • TABLE 154 EUROPE: MULTIMODAL AI MARKET, BY DATA MODALITY, 2023-2028 (USD MILLION)
    • TABLE 155 EUROPE: MULTIMODAL AI MARKET, BY TYPE, 2017-2022 (USD MILLION)
    • TABLE 156 EUROPE: MULTIMODAL AI MARKET, BY TYPE, 2023-2028 (USD MILLION)
    • TABLE 157 EUROPE: MULTIMODAL AI MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION)
    • TABLE 158 EUROPE: MULTIMODAL AI MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
    • TABLE 159 EUROPE: MULTIMODAL AI MARKET, BY VERTICAL, 2017-2022 (USD MILLION)
    • TABLE 160 EUROPE: MULTIMODAL AI MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
    • 11.3.3 UK
      • 11.3.3.1 Vast repository of health records to serve as substantial asset and advantage for UK's multimodal AI market
    • 11.3.4 GERMANY
      • 11.3.4.1 Dedicated financial commitment and strategic investments in infrastructure to drive adoption of AI and ML technologies
    • 11.3.5 FRANCE
      • 11.3.5.1 Strategic focus on open-source AI initiatives in France to boost multimodal AI development
    • 11.3.6 SPAIN
      • 11.3.6.1 Active support and initiatives from Spanish government to accelerate growth of AI
    • 11.3.7 ITALY
      • 11.3.7.1 Implementation of three-year Strategic Plan for AI to expand Italian market
    • 11.3.8 REST OF EUROPE
  • 11.4 ASIA PACIFIC
    • 11.4.1 ASIA PACIFIC: MULTIMODAL AI MARKET DRIVERS
    • 11.4.2 ASIA PACIFIC: RECESSION IMPACT
    • FIGURE 50 ASIA PACIFIC: MARKET SNAPSHOT
    • TABLE 161 ASIA PACIFIC: MULTIMODAL AI MARKET, BY COUNTRY/REGION, 2017-2022 (USD MILLION)
    • TABLE 162 ASIA PACIFIC: MULTIMODAL AI MARKET, BY COUNTRY/REGION, 2023-2028 (USD MILLION)
    • TABLE 163 ASIA PACIFIC: MULTIMODAL AI MARKET, BY OFFERING, 2017-2022 (USD MILLION)
    • TABLE 164 ASIA PACIFIC: MULTIMODAL AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • TABLE 165 ASIA PACIFIC: MULTIMODAL AI MARKET, BY SOLUTION, 2017-2022 (USD MILLION)
    • TABLE 166 ASIA PACIFIC: MULTIMODAL AI MARKET, BY SOLUTION, 2023-2028 (USD MILLION)
    • TABLE 167 ASIA PACIFIC: MULTIMODAL AI SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2017-2022 (USD MILLION)
    • TABLE 168 ASIA PACIFIC: MULTIMODAL AI SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2023-2028 (USD MILLION)
    • TABLE 169 ASIA PACIFIC: MULTIMODAL AI MARKET, BY SERVICE, 2017-2022 (USD MILLION)
    • TABLE 170 ASIA PACIFIC: MULTIMODAL AI MARKET, BY SERVICE, 2023-2028 (USD MILLION)
    • TABLE 171 ASIA PACIFIC: MULTIMODAL AI MARKET, BY PROFESSIONAL SERVICE, 2017-2022 (USD MILLION)
    • TABLE 172 ASIA PACIFIC: MULTIMODAL AI MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
    • TABLE 173 ASIA PACIFIC: MULTIMODAL AI MARKET, BY DATA MODALITY, 2017-2022 (USD MILLION)
    • TABLE 174 ASIA PACIFIC: MULTIMODAL AI MARKET, BY DATA MODALITY, 2023-2028 (USD MILLION)
    • TABLE 175 ASIA PACIFIC: MULTIMODAL AI MARKET, BY TYPE, 2017-2022 (USD MILLION)
    • TABLE 176 ASIA PACIFIC: MULTIMODAL AI MARKET, BY TYPE, 2023-2028 (USD MILLION)
    • TABLE 177 ASIA PACIFIC: MULTIMODAL AI MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION)
    • TABLE 178 ASIA PACIFIC: MULTIMODAL AI MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
    • TABLE 179 ASIA PACIFIC: MULTIMODAL AI MARKET, BY VERTICAL, 2017-2022 (USD MILLION)
    • TABLE 180 ASIA PACIFIC: MULTIMODAL AI MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
    • 11.4.3 CHINA
      • 11.4.3.1 Substantial investments made by Chinese government in AI R&D to foster market growth
    • 11.4.4 JAPAN
      • 11.4.4.1 Focus on AI-driven robotics and healthcare solutions to drive nation's advancement in multimodal AI market
    • 11.4.5 INDIA
      • 11.4.5.1 Indian government's doubled investment in AI and ML research and establishment of National Program on AI to boost market
    • 11.4.6 SOUTH KOREA
      • 11.4.6.1 Strong emphasis on patenting across diverse AI fields to drive growth in South Korean multimodal AI market
    • 11.4.7 ASEAN COUNTRIES
      • 11.4.7.1 Active engagement of governments and authorities across nations to drive market
    • 11.4.8 AUSTRALIA & NEW ZEALAND
      • 11.4.8.1 Increasing investment in software solutions to bolster multimodal AI software market
    • 11.4.9 REST OF ASIA PACIFIC
  • 11.5 MIDDLE EAST & AFRICA
    • 11.5.1 MIDDLE EAST & AFRICA: MULTIMODAL AI MARKET DRIVERS
    • 11.5.2 MIDDLE EAST & AFRICA: RECESSION IMPACT
    • TABLE 181 MIDDLE EAST & AFRICA: MULTIMODAL AI MARKET, BY COUNTRY/REGION, 2017-2022 (USD MILLION)
    • TABLE 182 MIDDLE EAST & AFRICA: MULTIMODAL AI MARKET, BY COUNTRY/REGION, 2023-2028 (USD MILLION)
    • TABLE 183 MIDDLE EAST & AFRICA: MULTIMODAL AI MARKET, BY OFFERING, 2017-2022 (USD MILLION)
    • TABLE 184 MIDDLE EAST & AFRICA: MULTIMODAL AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • TABLE 185 MIDDLE EAST & AFRICA: MULTIMODAL AI MARKET, BY SOLUTION, 2017-2022 (USD MILLION)
    • TABLE 186 MIDDLE EAST & AFRICA: MULTIMODAL AI MARKET, BY SOLUTION, 2023-2028 (USD MILLION)
    • TABLE 187 MIDDLE EAST & AFRICA: MULTIMODAL AI SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2017-2022 (USD MILLION)
    • TABLE 188 MIDDLE EAST & AFRICA: MULTIMODAL AI SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2023-2028 (USD MILLION)
    • TABLE 189 MIDDLE EAST & AFRICA: MULTIMODAL AI MARKET, BY SERVICE, 2017-2022 (USD MILLION)
    • TABLE 190 MIDDLE EAST & AFRICA: MULTIMODAL AI MARKET, BY SERVICE, 2023-2028 (USD MILLION)
    • TABLE 191 MIDDLE EAST & AFRICA: MULTIMODAL AI MARKET, BY PROFESSIONAL SERVICE, 2017-2022 (USD MILLION)
    • TABLE 192 MIDDLE EAST & AFRICA: MULTIMODAL AI MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
    • TABLE 193 MIDDLE EAST & AFRICA: MULTIMODAL AI MARKET, BY DATA MODALITY, 2017-2022 (USD MILLION)
    • TABLE 194 MIDDLE EAST & AFRICA: MULTIMODAL AI MARKET, BY DATA MODALITY, 2023-2028 (USD MILLION)
    • TABLE 195 MIDDLE EAST & AFRICA: MULTIMODAL AI MARKET, BY TYPE, 2017-2022 (USD MILLION)
    • TABLE 196 MIDDLE EAST & AFRICA: MULTIMODAL AI MARKET, BY TYPE, 2023-2028 (USD MILLION)
    • TABLE 197 MIDDLE EAST & AFRICA: MULTIMODAL AI MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION)
    • TABLE 198 MIDDLE EAST & AFRICA: MULTIMODAL AI MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
    • TABLE 199 MIDDLE EAST & AFRICA: MULTIMODAL AI MARKET, BY VERTICAL, 2017-2022 (USD MILLION)
    • TABLE 200 MIDDLE EAST & AFRICA: MULTIMODAL AI MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
    • 11.5.3 UAE
      • 11.5.3.1 Implementation of National Artificial Intelligence Strategy 2031 to highlight country's commitment to AI adoption
    • 11.5.4 KSA
      • 11.5.4.1 Government's commitment to technological progress and economic diversification outlined in Vision 2030 initiative to drive market growth
    • 11.5.5 EGYPT
      • 11.5.5.1 Surge in Egypt's government-led initiatives and institutional commitments to AI education and research to propel market
    • 11.5.6 SOUTH AFRICA
      • 11.5.6.1 Growth of ICT sector and adoption of AI technologies to fuel diverse AI-driven solutions
    • 11.5.7 TURKEY
      • 11.5.7.1 Global initiative in NLP poised to uplift growth in multimodal AI market
    • 11.5.8 QATAR
      • 11.5.8.1 Exponential growth of AI technology in country to help boost market
    • 11.5.9 REST OF MIDDLE EAST & AFRICA
  • 11.6 LATIN AMERICA
    • 11.6.1 LATIN AMERICA: MULTIMODAL AI MARKET DRIVERS
    • 11.6.2 LATIN AMERICA: RECESSION IMPACT
    • TABLE 201 LATIN AMERICA: MULTIMODAL AI MARKET, BY COUNTRY, 2017-2022 (USD MILLION)
    • TABLE 202 LATIN AMERICA: MULTIMODAL AI MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
    • TABLE 203 LATIN AMERICA: MULTIMODAL AI MARKET, BY OFFERING, 2017-2022 (USD MILLION)
    • TABLE 204 LATIN AMERICA: MULTIMODAL AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • TABLE 205 LATIN AMERICA: MULTIMODAL AI MARKET, BY SOLUTION, 2017-2022 (USD MILLION)
    • TABLE 206 LATIN AMERICA: MULTIMODAL AI MARKET, BY SOLUTION, 2023-2028 (USD MILLION)
    • TABLE 207 LATIN AMERICA: MULTIMODAL AI SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2017-2022 (USD MILLION)
    • TABLE 208 LATIN AMERICA: MULTIMODAL AI SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2023-2028 (USD MILLION)
    • TABLE 209 LATIN AMERICA: MULTIMODAL AI MARKET, BY SERVICE, 2017-2022 (USD MILLION)
    • TABLE 210 LATIN AMERICA: MULTIMODAL AI MARKET, BY SERVICE, 2023-2028 (USD MILLION)
    • TABLE 211 LATIN AMERICA: MULTIMODAL AI MARKET, BY PROFESSIONAL SERVICE, 2017-2022 (USD MILLION)
    • TABLE 212 LATIN AMERICA: MULTIMODAL AI MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
    • TABLE 213 LATIN AMERICA: MULTIMODAL AI MARKET, BY DATA MODALITY, 2017-2022 (USD MILLION)
    • TABLE 214 LATIN AMERICA: MULTIMODAL AI MARKET, BY DATA MODALITY, 2023-2028 (USD MILLION)
    • TABLE 215 LATIN AMERICA: MULTIMODAL AI MARKET, BY TYPE, 2017-2022 (USD MILLION)
    • TABLE 216 LATIN AMERICA: MULTIMODAL AI MARKET, BY TYPE, 2023-2028 (USD MILLION)
    • TABLE 217 LATIN AMERICA: MULTIMODAL AI MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION)
    • TABLE 218 LATIN AMERICA: MULTIMODAL AI MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
    • TABLE 219 LATIN AMERICA: MULTIMODAL AI MARKET, BY VERTICAL, 2017-2022 (USD MILLION)
    • TABLE 220 LATIN AMERICA: MULTIMODAL AI MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
    • 11.6.3 BRAZIL
      • 11.6.3.1 Growing implementation of stringent regulations to create favorable environment for multimodal AI in Brazil
    • 11.6.4 MEXICO
      • 11.6.4.1 Mexican government to shape development and adoption of AI technology
    • 11.6.5 ARGENTINA
      • 11.6.5.1 Developed telecommunications infrastructure to help foster market growth
    • 11.6.6 REST OF LATIN AMERICA

12 COMPETITIVE LANDSCAPE

  • 12.1 OVERVIEW
  • 12.2 KEY PLAYER STRATEGIES/RIGHT TO WIN
    • TABLE 221 OVERVIEW OF STRATEGIES ADOPTED BY KEY MULTIMODAL AI VENDORS
  • 12.3 REVENUE ANALYSIS
    • FIGURE 51 BUSINESS SEGMENT REVENUE ANALYSIS FOR KEY PLAYERS, 2018-2022 (USD BILLION)
  • 12.4 MARKET SHARE ANALYSIS
    • FIGURE 52 MULTIMODAL AI MARKET: MARKET SHARE ANALYSIS FOR KEY PLAYERS, 2022
    • TABLE 222 MULTIMODAL AI MARKET: DEGREE OF COMPETITION
  • 12.5 BRAND/PRODUCT COMPARATIVE ANALYSIS
    • TABLE 223 BRAND/PRODUCT COMPARATIVE ANALYSIS
  • 12.6 COMPANY EVALUATION MATRIX, 2022
    • 12.6.1 STARS
    • 12.6.2 EMERGING LEADERS
    • 12.6.3 PERVASIVE PLAYERS
    • 12.6.4 PARTICIPANTS
    • FIGURE 53 MULTIMODAL AI MARKET: COMPANY EVALUATION MATRIX, 2022
    • 12.6.5 COMPANY FOOTPRINT FOR KEY PLAYERS
    • FIGURE 54 PRODUCT FOOTPRINT (20 COMPANIES)
    • TABLE 224 VERTICAL FOOTPRINT (20 COMPANIES)
    • TABLE 225 REGIONAL FOOTPRINT (20 COMPANIES)
    • TABLE 226 COMPANY FOOTPRINT (20 COMPANIES)
  • 12.7 STARTUP/SME EVALUATION MATRIX, 2022
    • 12.7.1 PROGRESSIVE COMPANIES
    • 12.7.2 RESPONSIVE COMPANIES
    • 12.7.3 DYNAMIC COMPANIES
    • 12.7.4 STARTING BLOCKS
    • FIGURE 55 MULTIMODAL AI MARKET: STARTUP/SME EVALUATION MATRIX, 2022
    • 12.7.5 COMPETITIVE BENCHMARKING
    • TABLE 227 MULTIMODAL AI MARKET: DETAILED LIST OF KEY STARTUP/SMES
    • TABLE 228 MULTIMODAL AI MARKET: COMPETITIVE BENCHMARKING OF STARTUPS/SMES
  • 12.8 COMPETITIVE SCENARIO AND TRENDS
    • 12.8.1 PRODUCT LAUNCHES
    • TABLE 229 MULTIMODAL AI MARKET: PRODUCT LAUNCHES, JANUARY 2021-NOVEMBER 2023
    • 12.8.2 DEALS
    • TABLE 230 MULTIMODAL AI MARKET: DEALS, JANUARY 2021-NOVEMBER 2023
    • 12.8.3 OTHERS
    • TABLE 231 MULTIMODAL AI MARKET: OTHERS, JANUARY 2021- NOVEMBER 2023
  • 12.9 VALUATION AND FINANCIAL METRICS OF KEY VENDORS
    • FIGURE 56 VALUATION AND FINANCIAL METRICS OF KEY VENDORS
  • 12.10 YTD PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY VENDORS
    • FIGURE 57 YTD PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY VENDORS

13 COMPANY PROFILES

  • 13.1 INTRODUCTION
  • 13.2 KEY PLAYERS
  • (Business Overview, Products/Solutions/Services offered, Recent Developments, MnM View)**
    • 13.2.1 GOOGLE
    • TABLE 232 GOOGLE: BUSINESS OVERVIEW
    • FIGURE 58 GOOGLE: COMPANY SNAPSHOT
    • TABLE 233 GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 234 GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS
    • TABLE 235 GOOGLE: DEALS
    • TABLE 236 GOOGLE: OTHERS
    • 13.2.2 MICROSOFT
    • TABLE 237 MICROSOFT: BUSINESS OVERVIEW
    • FIGURE 59 MICROSOFT: COMPANY SNAPSHOT
    • TABLE 238 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 239 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS
    • TABLE 240 MICROSOFT: DEALS
    • 13.2.3 OPENAI
    • TABLE 241 OPENAI: BUSINESS OVERVIEW
    • TABLE 242 OPENAI: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 243 OPENAI: PRODUCT LAUNCHES AND ENHANCEMENTS
    • TABLE 244 OPENAI: DEALS
    • TABLE 245 OPENAI: OTHERS
    • 13.2.4 META
    • TABLE 246 META: BUSINESS OVERVIEW
    • FIGURE 60 META: COMPANY SNAPSHOT
    • TABLE 247 META: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 248 META: PRODUCT LAUNCHES AND ENHANCEMENTS
    • TABLE 249 META: DEALS
    • 13.2.5 AWS
    • TABLE 250 AWS: BUSINESS OVERVIEW
    • FIGURE 61 AWS: COMPANY SNAPSHOT
    • TABLE 251 AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 252 AWS: PRODUCT LAUNCHES AND ENHANCEMENTS
    • TABLE 253 AWS: DEALS
    • TABLE 254 AWS: OTHERS
    • 13.2.6 IBM
    • TABLE 255 IBM: BUSINESS OVERVIEW
    • FIGURE 62 IBM: COMPANY SNAPSHOT
    • TABLE 256 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 257 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS
    • TABLE 258 IBM: DEALS
    • TABLE 259 IBM: OTHERS
    • 13.2.7 TWELVE LABS
    • TABLE 260 TWELVE LABS: BUSINESS OVERVIEW
    • TABLE 261 TWELVE LABS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 262 TWELVE LABS: PRODUCT LAUNCHES AND ENHANCEMENTS
    • TABLE 263 TWELVE LABS: DEALS
    • 13.2.8 AIMESOFT
    • TABLE 264 AIMESOFT: BUSINESS OVERVIEW
    • TABLE 265 AIMESOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 266 AIMESOFT: PRODUCT LAUNCHES AND ENHANCEMENTS
    • 13.2.9 JINA AI
    • TABLE 267 JINA AI: BUSINESS OVERVIEW
    • TABLE 268 JINA AI: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 269 JINA AI: PRODUCT LAUNCHES AND ENHANCEMENTS
    • 13.2.10 UNIPHORE
    • TABLE 270 UNIPHORE: BUSINESS OVERVIEW
    • TABLE 271 UNIPHORE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
    • TABLE 272 UNIPHORE: PRODUCT LAUNCHES AND ENHANCEMENTS
    • TABLE 273 UNIPHORE: DEALS
    • TABLE 274 UNIPHORE: OTHERS
  • *Details on Business Overview, Products/Solutions/Services offered, Recent Developments, MnM View might not be captured in case of unlisted companies.
  • 13.3 OTHER PLAYERS
    • 13.3.1 HABANA LABS
    • 13.3.2 REKA AI
    • 13.3.3 RUNWAY AI
    • 13.3.4 JIVA.AI
    • 13.3.5 MODALITY.AI
    • 13.3.6 OPENSTREAM.AI
    • 13.3.7 VIDROVR
    • 13.3.8 MOBIUS LABS
    • 13.3.9 NEWSBRIDGE
    • 13.3.10 PERCEIV AI
  • 13.4 STARTUPS/SMES
    • 13.4.1 MULTIMODAL
    • 13.4.2 NEURAPTIC AI
    • 13.4.3 INWORLD AI
    • 13.4.4 AIBERRY
    • 13.4.5 ONE AI
    • 13.4.6 BEEWANT
    • 13.4.7 OWLBOT.AI
    • 13.4.8 HOPPR
    • 13.4.9 ARCHETYPE AI
    • 13.4.10 STABILITY AI

14 ADJACENT AND RELATED MARKETS

  • 14.1 ADJACENT AND RELATED MARKETS
    • 14.1.1 INTRODUCTION
  • 14.2 GENERATIVE AI MARKET-GLOBAL FORECAST TO 2030
    • 14.2.1 MARKET DEFINITION
    • 14.2.2 MARKET OVERVIEW
    • TABLE 275 GLOBAL GENERATIVE AI MARKET SIZE AND GROWTH RATE, 2019-2022 (USD MILLION, Y-O-Y %)
    • TABLE 276 GLOBAL GENERATIVE AI MARKET SIZE AND GROWTH RATE, 2023-2030 (USD MILLION, Y-O-Y %)
    • 14.2.3 GENERATIVE AI MARKET, BY OFFERING
    • TABLE 277 GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION)
    • TABLE 278 GENERATIVE AI MARKET, BY OFFERING, 2023-2030 (USD MILLION)
    • 14.2.4 GENERATIVE AI MARKET, BY REGION
    • TABLE 279 GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION)
    • TABLE 280 GENERATIVE AI MARKET, BY REGION, 2023-2030 (USD MILLION)
  • 14.3 NATURAL LANGUAGE PROCESSING (NLP) MARKET- GLOBAL FORECAST TO 2030
    • 14.3.1 MARKET DEFINITION
    • 14.3.2 MARKET OVERVIEW
    • TABLE 281 NATURAL LANGUAGE PROCESSING MARKET SIZE AND GROWTH RATE, 2017-2022 (USD MILLION, Y-O-Y)
    • TABLE 282 NATURAL LANGUAGE PROCESSING MARKET SIZE AND GROWTH RATE, 2023-2028 (USD MILLION, Y-O-Y)
    • 14.3.3 NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING
    • TABLE 283 NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017-2022 (USD MILLION)
    • TABLE 284 NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023-2028 (USD MILLION)
    • 14.3.4 NATURAL LANGUAGE PROCESSING MARKET, BY TYPE
    • TABLE 285 NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2017-2022 (USD MILLION)
    • TABLE 286 NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2023-2028 (USD MILLION)
    • 14.3.5 NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION
    • TABLE 287 NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2017-2022 (USD MILLION)
    • TABLE 288 NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
    • 14.3.6 NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY
    • TABLE 289 NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION)
    • TABLE 290 NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
    • 14.3.7 NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL
    • TABLE 291 NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2017-2022 (USD MILLION)
    • TABLE 292 NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
    • 14.3.8 NATURAL LANGUAGE PROCESSING MARKET, BY REGION
    • TABLE 293 NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017-2022 (USD MILLION)
    • TABLE 294 NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023-2028 (USD MILLION)

15 APPENDIX

  • 15.1 DISCUSSION GUIDE
  • 15.2 KNOWLEDGESTORE: MARKETSANDMARKETS' SUBSCRIPTION PORTAL
  • 15.3 CUSTOMIZATION OPTIONS
  • 15.4 RELATED REPORTS
  • 15.5 AUTHOR DETAILS