マルチモーダルAI市場：規模・予測、世界・地域シェア、動向、成長機会分析：コンポーネント別、組織規模別、データタイプ別、エンドユース別、地域別

マルチモーダルAI市場規模は、2023年の8億9,350万米ドルから2031年には105億5,020万米ドルに達すると予測され、2023年から2031年までの推定CAGRは36.2%です。

マルチモーダルAI市場調査レポートの調査範囲は、主に北米（米国、カナダ、メキシコ）、欧州（スペイン、英国、ドイツ、フランス、イタリア、その他欧州地域）、アジア太平洋（韓国、中国、インド、日本、オーストラリア、その他アジア太平洋地域）、中東＆アフリカ（アフリカ、サウジアラビア、アラブ首長国連邦、その他中東＆アフリカ地域）、南中米（ブラジル、アルゼンチン、その他南中米地域）に分けられます。アジア太平洋地域は、2023年には大きな市場シェアを占めています。アジア太平洋の自動車産業は、従来型自動車から自律走行車（AV）へと大きくシフトしています。中国は、強固な技術エコシステムと政府の支援政策を活用し、AV市場の主要プレーヤーとなっています。Tencent、Baidu、Alibabaなどの企業がAV技術に多額の投資を行っています。また、日本もAV市場において重要な企業であり、多数の特許とイノベーションを有しています。日本政府は将来のモビリティ戦略の一環としてAV技術を推進しており、AV導入を支援するインフラや規制の枠組みを強化するイニシアティブを打ち出しています。アジア太平洋諸国ではさまざまな企業が新しいAVを発表しています。例えば、トヨタ自動車は2024年2月、東京・お台場において、一定の条件下でレベル4の自律走行システムを用いた自動運転輸送サービスを開始し、将来的には運転手のいないロボットタクシー事業を開始すると発表しました。マイナスゼロは2023年6月にインド初のフルAV（自動運転車）を製造するスタートアップとなった。同社は、インド初のフルAV-iPodの発売以来、事業を大きく発展させてきました。日本は2024年5月、ソフトウエアのアップグレードによって性能を向上させるソフトウエア定義型自動車の世界市場で30%のシェアを獲得する目標を設定しました。日本はまた、自動運転トラックの運行と無人タクシーの試験を行う会社の設立も検討しています。自律走行車には、カメラ、LIDAR、RADAR、超音波センサーなど多数のセンサーが搭載されています。マルチモーダルAIは、これらのセンサーから得られたデータを処理し、車両周囲の包括的な理解を作り出します。このように、AVが扱うデータの複雑化と量の増加は、マルチモーダルAI技術の進歩と投資の必要性を強調しています。セールスフォース社によると、2023年9月にアジア太平洋の12カ国が業務効率化のためにAI技術を導入しました。シンガポール、日本、中国、韓国などの国々は、大量の高品質データを管理するためのAI技術をすでに導入しており、これが同地域のマルチモーダルAI市場にさらなる利益をもたらしています。

マルチモーダルAI市場の分析は、以下のセグメントを考慮して実施されている：コンポーネント、組織規模、データタイプ、エンドユースです。

コンポーネントに基づいて、マルチモーダルAI市場シェアはソリューションとサービスに区分されます。ソリューションセグメントには、マルチモーダルAIプラットフォーム、クラウドプラットフォーム、構築済みモデルおよびツール、その他が含まれます。これらの製品に対する需要は、ヘルスケア、自律走行車、IT・通信などのエンドユーザー産業で顕著に増加しています。さらに、マルチモーダルソリューションの開拓を後押しする政府の取り組みが、ソリューションセグメントの市場成長に寄与しています。

さらに、ヘルスケア分野における用途の急増などの要因が、マルチモーダルAI市場の成長を促進しています。また、自動運転車の性能を向上させる能力は、今後数年間で新しいマルチモーダルAI市場動向をもたらすと予想されます。

組織規模に基づき、市場は中小企業と大企業に区分されます。大企業は、マルチモーダルAIのようなジェネレーティブAIの開発と導入に多額の投資を行っています。マルチモーダルAIは新しく活況を呈している分野であり、複数の企業がこの技術のさらなる発展をもたらすためにエコシステムに関与しています。グーグル、AWS、マイクロソフトといった大企業がジェネレーティブAIの新興企業に投資していることは、テクノロジーエコシステムにおいて突出した存在感を示しています。2024年4月、アップルの研究者は、テキストとビジュアルの両方を処理できる大規模な言語モデルの新しいトレーニング方法を作成し、AIにおける大きなマイルストーンに到達しました。AIへの投資が増加する中、アップルはマルチモーダル学習を利用して、グーグルやマイクロソフトといった他のテクノロジー大手と効果的に競争するつもりです。2024年4月、AI研究・製品企業のレカは、人類と企業の利益のために科学を発展させ、生成的なAIモデルを開発するという目的を推進するため、オラクルクラウドインフラストラクチャー（OCI）を選択しました。レカ社はオラクルと協力しながら、20以上の言語をサポートするマルチモーダルモデルを作成する予定です。これらは、エヌビディアGPUを搭載したOCI AIインフラで学習されます。

Aimesoft Inc.、Alphabet Inc.、Amazon Web Services Inc.、IBM Corporation、Jina AI GmbH、Meta Platforms Inc.、Microsoft Corporation、OpenAI LLC、Twelve Labs Inc.、Uniphore Technologies Inc.などが、マルチモーダルAI市場レポートで紹介されている主要企業です。

マルチモーダルAI市場推計・予測は、主要企業の出版物、協会データ、データベースなど、さまざまな2次調査と1次調査に基づいています。マルチモーダルAI市場の成長に関連する定性的および定量的な情報を得るために、社内外の情報源を用いて徹底的な二次調査を実施しました。このプロセスは、すべての市場セグメントに関する市場の概要と予測を得るのにも役立ちます。また、データを検証し分析的洞察を得るために、業界関係者に複数の一次インタビューを実施しています。このプロセスには、マルチモーダルAI市場を専門とする副社長、市場開発マネージャー、マーケットインテリジェンスマネージャー、国内営業マネージャーなどの業界専門家と、評価専門家、研究アナリスト、キーオピニオンリーダーなどの外部コンサルタントが参加しています。

目次

第1章 イントロダクション

第2章 エグゼクティブサマリー

• 主要洞察
• 市場の魅力

第3章 調査手法

• 2次調査
• 1次調査
  • 仮説の策定
  • マクロ経済要因分析
  • 基礎数値の作成
  • データの三角測量
  • 国レベルのデータ

第4章 マルチモーダルAI市場情勢

• PEST分析
• エコシステム分析
  • バリューチェーンのベンダー一覧

第5章 マルチモーダルAI市場- 主な市場力学

• マルチモーダルAI市場- 主な市場力学
• 市場促進要因
  • パーソナライズされたユーザーエクスペリエンスに対する需要の高まり
  • ヘルスケア分野におけるアプリケーションの急増
• 市場抑制要因
  • 倫理とプライバシーに関する懸念
• 市場機会
  • メディアとエンターテインメント分野での応用
• 今後の動向
  • 自動運転車の性能向上能力
• 促進要因と抑制要因の影響

第6章 マルチモーダルAI市場：世界市場分析

• マルチモーダルAI市場の収益、2021年～2031年
• マルチモーダルAI市場の予測分析

第7章 マルチモーダルAI市場分析：コンポーネント別

• ソリューション
• サービス別

第8章 マルチモーダルAI市場分析-組織規模別

• 中小企業
• 大企業

第9章 マルチモーダルAI市場分析-データタイプ別

• 音声・動画
• 画像
• テキスト

第10章 マルチモーダルAI市場分析-エンドユース別

• 自動車・運輸
• BFSI
• eコマース・小売
• ヘルスケア
• IT・通信
• メディア・エンターテイメント
• その他

第11章 マルチモーダルAI市場- 地域別分析

• 北米
  • 米国
  • カナダ
  • メキシコ
• 欧州
  • ドイツ
  • フランス
  • イタリア
  • 英国
  • ロシア
  • その他欧州
• アジア太平洋
  • オーストラリア
  • 中国
  • インド
  • 日本
  • 韓国
  • アジア太平洋のその他諸国
• 中東・アフリカ
  • 南アフリカ
  • サウジアラビア
  • アラブ首長国連邦
  • その他中東とアフリカ
• 中南米
  • ブラジル
  • アルゼンチン
  • その他中南米

第12章 競合情勢

• 主要企業によるヒートマップ分析
• 企業のポジショニングと集中度

第13章 業界情勢

• 市場イニシアティブ
• 製品ニュース＆企業ニュース
• コラボレーションとM&A

第14章 企業プロファイル

• Alphabet Inc
• Amazon Web Services Inc
• International Business Machines Corp
• NEC Corp
• Microsoft Corp
• Jiva.ai Ltd.
• Aimesoft
• Jina AI GmbH
• Reka AI, Inc
• Openstream Inc.

第15章 付録

List Of Tables

• Table 1. Multimodal AI Market Segmentation
• Table 2. List of Vendors
• Table 3. Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
• Table 4. Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million) - by Component
• Table 5. Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million) - by Organization Size
• Table 6. Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million) - by Data Type
• Table 7. Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million) - by End-use
• Table 8. North America: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Component
• Table 9. North America: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Organization Size
• Table 10. North America: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Data Type
• Table 11. North America: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by End-use
• Table 12. North America: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Country
• Table 13. United States: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Component
• Table 14. United States: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Organization Size
• Table 15. United States: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Data Type
• Table 16. United States: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by End-use
• Table 17. Canada: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Component
• Table 18. Canada: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Organization Size
• Table 19. Canada: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Data Type
• Table 20. Canada: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by End-use
• Table 21. Mexico: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Component
• Table 22. Mexico: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Organization Size
• Table 23. Mexico: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Data Type
• Table 24. Mexico: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by End-use
• Table 25. Europe: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Component
• Table 26. Europe: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Organization Size
• Table 27. Europe: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Data Type
• Table 28. Europe: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by End-use
• Table 29. Europe: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Country
• Table 30. Germany: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Component
• Table 31. Germany: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Organization Size
• Table 32. Germany: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Data Type
• Table 33. Germany: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by End-use
• Table 34. France: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Component
• Table 35. France: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Organization Size
• Table 36. France: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Data Type
• Table 37. France: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by End-use
• Table 38. Italy: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Component
• Table 39. Italy: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Organization Size
• Table 40. Italy: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Data Type
• Table 41. Italy: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by End-use
• Table 42. United Kingdom: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Component
• Table 43. United Kingdom: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Organization Size
• Table 44. United Kingdom: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Data Type
• Table 45. United Kingdom: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by End-use
• Table 46. Russia: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Component
• Table 47. Russia: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Organization Size
• Table 48. Russia: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Data Type
• Table 49. Russia: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by End-use
• Table 50. Rest of Europe: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Component
• Table 51. Rest of Europe: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Organization Size
• Table 52. Rest of Europe: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Data Type
• Table 53. Rest of Europe: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by End-use
• Table 54. Asia Pacific: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Component
• Table 55. Asia Pacific: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Organization Size
• Table 56. Asia Pacific: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Data Type
• Table 57. Asia Pacific: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by End-use
• Table 58. Asia Pacific: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Country
• Table 59. Australia: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Component
• Table 60. Australia: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Organization Size
• Table 61. Australia: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Data Type
• Table 62. Australia: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by End-use
• Table 63. China: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Component
• Table 64. China: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Organization Size
• Table 65. China: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Data Type
• Table 66. China: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by End-use
• Table 67. India: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Component
• Table 68. India: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Organization Size
• Table 69. India: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Data Type
• Table 70. India: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by End-use
• Table 71. Japan: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Component
• Table 72. Japan: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Organization Size
• Table 73. Japan: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Data Type
• Table 74. Japan: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by End-use
• Table 75. South Korea: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Component
• Table 76. South Korea: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Organization Size
• Table 77. South Korea: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Data Type
• Table 78. South Korea: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by End-use
• Table 79. Rest of APAC: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Component
• Table 80. Rest of APAC: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Organization Size
• Table 81. Rest of APAC: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Data Type
• Table 82. Rest of APAC: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by End-use
• Table 83. Middle East and Africa: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Component
• Table 84. Middle East and Africa: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Organization Size
• Table 85. Middle East and Africa: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Data Type
• Table 86. Middle East and Africa: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by End-use
• Table 87. Middle East and Africa: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Country
• Table 88. South Africa: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Component
• Table 89. South Africa: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Organization Size
• Table 90. South Africa: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Data Type
• Table 91. South Africa: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by End-use
• Table 92. Saudi Arabia: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Component
• Table 93. Saudi Arabia: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Organization Size
• Table 94. Saudi Arabia: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Data Type
• Table 95. Saudi Arabia: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by End-use
• Table 96. United Arab Emirates: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Component
• Table 97. United Arab Emirates: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Organization Size
• Table 98. United Arab Emirates: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Data Type
• Table 99. United Arab Emirates: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by End-use
• Table 100. Rest of Middle East and Africa: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Component
• Table 101. Rest of Middle East and Africa: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Organization Size
• Table 102. Rest of Middle East and Africa: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Data Type
• Table 103. Rest of Middle East and Africa: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by End-use
• Table 104. South and Central America: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Component
• Table 105. South and Central America: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Organization Size
• Table 106. South and Central America: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Data Type
• Table 107. South and Central America: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by End-use
• Table 108. South and Central America: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Country
• Table 109. Brazil: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Component
• Table 110. Brazil: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Organization Size
• Table 111. Brazil: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Data Type
• Table 112. Brazil: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by End-use
• Table 113. Argentina: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Component
• Table 114. Argentina: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Organization Size
• Table 115. Argentina: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Data Type
• Table 116. Argentina: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by End-use
• Table 117. Rest of South and Central America: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Component
• Table 118. Rest of South and Central America: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Organization Size
• Table 119. Rest of South and Central America: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by Data Type
• Table 120. Rest of South and Central America: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million) - by End-use
• Table 121. List of Abbreviation

List Of Figures

• Figure 1. Multimodal AI Market Segmentation, by Geography
• Figure 2. PEST Analysis
• Figure 3. Ecosystem: Multimodal AI Market
• Figure 4. Impact Analysis of Drivers and Restraints
• Figure 5. Multimodal AI Market Breakdown by Geography, 2023 and 2031 (%)
• Figure 6. Multimodal AI Market Revenue (US$ Million), 2021-2031
• Figure 7. Multimodal AI Market Share (%) - by Component (2023 and 2031)
• Figure 8. Solution: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
• Figure 9. Service: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
• Figure 10. Multimodal AI Market Share (%) - by Organization Size (2023 and 2031)
• Figure 11. SMEs: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
• Figure 12. Large Enterprises: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
• Figure 13. Multimodal AI Market Share (%) - by Data Type (2023 and 2031)
• Figure 14. Audio and Video: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
• Figure 15. Image: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
• Figure 16. Text: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
• Figure 17. Multimodal AI Market Share (%) - by End-use (2023 and 2031)
• Figure 18. Automotive and Transportation: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
• Figure 19. BFSI: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
• Figure 20. E-commerce and Retail: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
• Figure 21. Healthcare: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
• Figure 22. IT and Telecom: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
• Figure 23. Media and Entertainment: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
• Figure 24. Others: Multimodal AI Market - Revenue and Forecast to 2031 (US$ Million)
• Figure 25. Multimodal AI Market Breakdown by Region, 2023 and 2031 (%)
• Figure 26. North America: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million)
• Figure 27. North America: Multimodal AI Market Breakdown, by Component (2023 and 2031)
• Figure 28. North America: Multimodal AI Market Breakdown, by Organization Size (2023 and 2031)
• Figure 29. North America: Multimodal AI Market Breakdown, by Data Type (2023 and 2031)
• Figure 30. North America: Multimodal AI Market Breakdown, by End-use (2023 and 2031)
• Figure 31. North America: Multimodal AI Market Breakdown, by Key Countries, 2023 and 2031 (%)
• Figure 32. United States: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million)
• Figure 33. Canada: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million)
• Figure 34. Mexico: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million)
• Figure 35. Europe: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million)
• Figure 36. Europe: Multimodal AI Market Breakdown, by Component (2023 and 2031)
• Figure 37. Europe: Multimodal AI Market Breakdown, by Organization Size (2023 and 2031)
• Figure 38. Europe: Multimodal AI Market Breakdown, by Data Type (2023 and 2031)
• Figure 39. Europe: Multimodal AI Market Breakdown, by End-use (2023 and 2031)
• Figure 40. Europe: Multimodal AI Market Breakdown, by Key Countries, 2023 and 2031 (%)
• Figure 41. Germany: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million)
• Figure 42. France: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million)
• Figure 43. Italy: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million)
• Figure 44. United Kingdom: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million)
• Figure 45. Russia: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million)
• Figure 46. Rest of Europe: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million)
• Figure 47. Asia Pacific: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million)
• Figure 48. Asia Pacific: Multimodal AI Market Breakdown, by Component (2023 and 2031)
• Figure 49. Asia Pacific: Multimodal AI Market Breakdown, by Organization Size (2023 and 2031)
• Figure 50. Asia Pacific: Multimodal AI Market Breakdown, by Data Type (2023 and 2031)
• Figure 51. Asia Pacific: Multimodal AI Market Breakdown, by End-use (2023 and 2031)
• Figure 52. Asia Pacific: Multimodal AI Market Breakdown, by Key Countries, 2023 and 2031 (%)
• Figure 53. Australia: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million)
• Figure 54. China: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million)
• Figure 55. India: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million)
• Figure 56. Japan: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million)
• Figure 57. South Korea: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million)
• Figure 58. Rest of APAC: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million)
• Figure 59. Middle East and Africa: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million)
• Figure 60. Middle East and Africa: Multimodal AI Market Breakdown, by Component (2023 and 2031)
• Figure 61. Middle East and Africa: Multimodal AI Market Breakdown, by Organization Size (2023 and 2031)
• Figure 62. Middle East and Africa: Multimodal AI Market Breakdown, by Data Type (2023 and 2031)
• Figure 63. Middle East and Africa: Multimodal AI Market Breakdown, by End-use (2023 and 2031)
• Figure 64. Middle East and Africa: Multimodal AI Market Breakdown, by Key Countries, 2023 and 2031 (%)
• Figure 65. South Africa: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million)
• Figure 66. Saudi Arabia: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million)
• Figure 67. United Arab Emirates: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million)
• Figure 68. Rest of Middle East and Africa: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million)
• Figure 69. South and Central America: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million)
• Figure 70. South and Central America: Multimodal AI Market Breakdown, by Component (2023 and 2031)
• Figure 71. South and Central America: Multimodal AI Market Breakdown, by Organization Size (2023 and 2031)
• Figure 72. South and Central America: Multimodal AI Market Breakdown, by Data Type (2023 and 2031)
• Figure 73. South and Central America: Multimodal AI Market Breakdown, by End-use (2023 and 2031)
• Figure 74. South and Central America: Multimodal AI Market Breakdown, by Key Countries, 2023 and 2031 (%)
• Figure 75. Brazil: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million)
• Figure 76. Argentina: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million)
• Figure 77. Rest of South and Central America: Multimodal AI Market - Revenue and Forecast to 2031(US$ Million)
• Figure 78. Heat Map Analysis by Key Players
• Figure 79. Company Positioning & Concentration

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