マルチモーダル世代の世界市場

マルチモーダル世代の世界市場は2030年までに123億米ドルに達する見込み

2024年に24億米ドルと推定されるマルチモーダル世代の世界市場は、2024年から2030年にかけてCAGR 31.8%で成長し、2030年には123億米ドルに達すると予測されます。本レポートで分析したセグメントの1つであるソリューション・オファリングは、CAGR 28.4%を記録し、分析期間終了時には68億米ドルに達すると予測されます。サービス提供セグメントの成長率は、分析期間でCAGR 36.9％と推定されます。

米国市場は6億4,230万米ドルと推定、中国はCAGR 40.8％で成長予測

米国のマルチモーダル世代市場は、2024年に6億4,230万米ドルと推定されます。世界第2位の経済大国である中国は、2030年までに31億米ドルの市場規模に達すると予測され、分析期間2024-2030年のCAGRは40.8%です。その他の注目すべき地域別市場としては、日本とカナダがあり、分析期間中のCAGRはそれぞれ26.0％と28.4％と予測されています。欧州では、ドイツがCAGR 26.8%で成長すると予測されています。

世界のマルチモーダル世代市場- 主要動向と促進要因のまとめ

なぜマルチモーダル世代がAI開発における重要な能力として台頭しているのか？

マルチモーダル世代とは、テキスト、画像、音声、動画など、複数のデータタイプにまたがるコンテンツを単一の統一されたフレームワークで処理・生成できる人工知能システムのことです。一度に1つの入力タイプを処理するユニモーダルモデルとは異なり、マルチモーダルシステムは、より自然で統合された、文脈を考慮した出力を可能にします。これにより、画像から説明的なテキストを生成したり、テキストから合成ビデオを生成したり、視覚的なシーンに音声キャプションを付けるなど、複雑な出力を生成することが可能になります。このようなシステムの需要は、コンテンツ制作、バーチャルアシスタント、ゲーム、教育、ヘルスケアなどの分野で高まっています。

視覚、音声、文字入力の同時通訳を必要とする実世界のインタラクションシナリオの増加により、使用事例は急速に拡大しています。例えば、音声コマンドを受け取り、カメラを通してシーンを認識し、リアルタイムでテキストのサマリーを提供できるシステムは、協調的なマルチモーダル処理の価値を実証しています。目標は、人間が多感覚情報をどのように知覚し反応するかを再現し、ユーザーとインテリジェント・システム間の円滑な相互作用を可能にすることです。

高度なマルチモーダルシステムを可能にする技術開発とは？

基礎的なAIモデル、特に変換器ベースのアーキテクチャの進歩が、マルチモーダル世代の基礎を築きました。事前に訓練された視覚言語モデル、音声テキストモデル、ビデオ言語モデルは、現在、統一されたクロスモーダル理解と出力が可能なマルチモーダル基盤モデルを形成するために組み合わされています。微調整技術、大規模なマルチモーダルデータセット、共同埋め込み空間により、モデルの一貫性と文脈認識は向上しています。

モダリティを整合させる取り組みでは、コントラスト学習やクロスアテンションレイヤーなどの技術を使用し、モデルが視覚的要素と対応するテキスト説明や音声キューを関連付けることを可能にしています。クラウドベースの学習インフラとスケーラブルな計算リソースにより、マルチモーダルモデルを膨大かつ多様なデータセットで学習できるようになりました。これらのシステムはよりインタラクティブになりつつあり、異なるチャンネル間でのリアルタイムの入力と出力が可能になっています。新しいモデルは、テキストプロンプトからビジュアルシーンを生成したり、感情的な手がかりに基づいてスピーチをシミュレートしたり、自然言語でビデオクリップを要約したりできるようになっています。

マルチモーダル世代ツールを積極的に導入している業界は？

メディア、エンターテイメント、マーケティング業界は、マルチモーダル世代ツールを最も早くから採用しています。これらの業界では、自動ビデオ制作、ビジュアルを使った広告コピー作成、合成ナレーション作成などにマルチモーダル世代ツールが使われています。教育プラットフォームでは、講義を図解サマリーに変換したり、多言語字幕を作成したり、インタラクティブな学習コンテンツを作成したりするシステムが役立っています。ヘルスケアでは、医療スキャンから臨床レポートを作成したり、患者データから視覚教材を作成したり、障害のある人の視聴覚コミュニケーションサポートを可能にしたりするアプリケーションがあります。

小売業やeコマースでは、マルチモーダル世代は画像から商品説明を作成したり、バーチャル試着をシミュレートしたり、AI主導のショッピングアシスタントを動かすために使われています。自律走行車やロボット工学も、周囲の環境を解釈し、ユーザーとコミュニケーションするために、マルチモーダルな知覚と生成に依存しています。防衛やセキュリティの分野では、リアルタイムの状況認識、画像からテキストへの監視通訳、現場での多言語による音声からテキストへの書き起こしなどにこれらのシステムが利用されています。

マルチモーダル世代市場の成長はいくつかの要因によって牽引...

マルチモーダル世代市場の成長は、いくつかの要因によって牽引されています。AIシステムで人間のようなインタラクションを求める需要の高まりが、複数のデータタイプを解釈して生成できるツールへの投資を促しています。ビデオ、音声、画像を含むデータソースの急速な拡大により、より統合されたAIソリューションが必要とされています。変換モデルとマルチモーダルデータセットの進歩は、より優れたモデルの訓練と展開をサポートします。メディア、教育、ヘルスケア、小売などの使用事例により、商業用途が広がっています。スケーラブルなコンピューティング・インフラとAPIが利用可能になったことで、既存のプラットフォームへの統合が加速しています。さらに、アクセシビリティ、パーソナライゼーション、自動化への注目の高まりが、企業と消費者の両方の領域でマルチモーダルAIシステムの採用を促進しています。

セグメント

提供（ソリューション提供、サービス提供）、タイプ（生成型マルチモーダルAI、翻訳型マルチモーダルAI、説明型マルチモーダルAI、対話型マルチモーダルAI）、データ・モダリティ（テキスト・データ、音声・音声データ、画像データ、動画データ、音声データ）、テクノロジー（機械学習テクノロジー、自然言語処理テクノロジー、コンピュータ・ビジョン・テクノロジー、コンテキスト認識テクノロジー、モノのインターネット・テクノロジー）

調査対象企業の例

• Aiberry
• Aimesoft
• Amazon Web Services（AWS）
• Archetype AI
• Beewant
• Google
• Habana Labs
• Inworld AI
• IBM
• Jina AI
• Microsoft
• Mobius Labs
• Modality.AI
• Newsbridge
• OpenAI
• Reka AI
• Runway
• Stability AI
• Twelve Labs
• Vidrovr

AIインテグレーション

Global Industry Analystsは、有効な専門家コンテンツとAIツールによって、市場情報と競合情報を変革しています。

Global Industry Analystsは、一般的なLLMや業界別SLMのクエリに従う代わりに、ビデオ記録、ブログ、検索エンジン調査、大量の企業、製品/サービス、市場データなど、世界中の専門家から収集したコンテンツのリポジトリを構築しました。

関税影響係数

Global Industry Analystsは、本社の国、製造拠点、輸出入（完成品とOEM）に基づく企業の競争力の変化を予測しています。この複雑で多面的な市場力学は、売上原価（COGS）の増加、収益性の低下、サプライチェーンの再構築など、ミクロおよびマクロの市場力学の中でも特に競合他社に影響を与える見込みです。

目次

第1章 調査手法

第2章 エグゼクティブサマリー

• 市場概要
• 主要企業
• 市場動向と促進要因
• 世界市場の見通し

第3章 市場分析

• 米国
• カナダ
• 日本
• 中国
• 欧州
• フランス
• ドイツ
• イタリア
• 英国
• スペイン
• ロシア
• その他欧州
• アジア太平洋
• オーストラリア
• インド
• 韓国
• その他アジア太平洋地域
• ラテンアメリカ
• アルゼンチン
• ブラジル
• メキシコ
• その他ラテンアメリカ
• 中東
• イラン
• イスラエル
• サウジアラビア
• アラブ首長国連邦
• その他中東
• アフリカ

第4章 競合

Global Multi-Modal Generation Market to Reach US$12.3 Billion by 2030

The global market for Multi-Modal Generation estimated at US$2.4 Billion in the year 2024, is expected to reach US$12.3 Billion by 2030, growing at a CAGR of 31.8% over the analysis period 2024-2030. Solutions Offering, one of the segments analyzed in the report, is expected to record a 28.4% CAGR and reach US$6.8 Billion by the end of the analysis period. Growth in the Services Offering segment is estimated at 36.9% CAGR over the analysis period.

The U.S. Market is Estimated at US$642.3 Million While China is Forecast to Grow at 40.8% CAGR

The Multi-Modal Generation market in the U.S. is estimated at US$642.3 Million in the year 2024. China, the world's second largest economy, is forecast to reach a projected market size of US$3.1 Billion by the year 2030 trailing a CAGR of 40.8% over the analysis period 2024-2030. Among the other noteworthy geographic markets are Japan and Canada, each forecast to grow at a CAGR of 26.0% and 28.4% respectively over the analysis period. Within Europe, Germany is forecast to grow at approximately 26.8% CAGR.

Global Multi-Modal Generation Market - Key Trends & Drivers Summarized

Why Is Multi-Modal Generation Emerging as a Pivotal Capability in AI Development?

Multi-modal generation refers to artificial intelligence systems that can process and produce content across multiple data types-such as text, images, audio, and video-within a single unified framework. Unlike unimodal models that handle one input type at a time, multi-modal systems enable more natural, integrated, and context-aware outputs. This allows for the generation of complex outputs such as descriptive text from images, synthetic video from text, or audio captions for visual scenes. Demand for such systems is growing in fields like content creation, virtual assistants, gaming, education, and healthcare.

Use cases are expanding rapidly due to increasing real-world interaction scenarios that require simultaneous interpretation of visuals, speech, and written input. For instance, a system that can take a voice command, recognize a scene through a camera, and provide a text summary in real time demonstrates the value of coordinated multi-modal processing. The goal is to replicate how humans perceive and respond to multi-sensory information, enabling smoother interaction between users and intelligent systems.

How Are Technological Developments Enabling Advanced Multi-Modal Systems?

Advancements in foundational AI models, particularly transformer-based architectures, have laid the groundwork for multi-modal generation. Pre-trained vision-language models, audio-text models, and video-language models are now being combined to form multi-modal foundation models capable of unified cross-modal understanding and output. Fine-tuning techniques, large-scale multi-modal datasets, and joint embedding spaces have improved model coherence and contextual awareness.

Efforts to align modalities use techniques such as contrastive learning and cross-attention layers, which allow the model to associate visual elements with corresponding textual descriptions or audio cues. Cloud-based training infrastructure and scalable compute resources now allow multi-modal models to be trained on vast and diverse datasets. These systems are becoming more interactive, enabling real-time inputs and outputs across different channels. Emerging models can now generate visual scenes from text prompts, simulate speech based on emotional cues, or summarize video clips in natural language.

Which Industries Are Actively Integrating Multi-Modal Generation Tools?

Media, entertainment, and marketing sectors are among the earliest adopters of multi-modal generation tools. These industries use them for automated video production, ad copy generation with visuals, and synthetic voiceover creation. Education platforms benefit from systems that can convert lectures into illustrated summaries, generate multilingual subtitles, or produce interactive learning content. Healthcare applications include generating clinical reports from medical scans, creating visual aids from patient data, and enabling audio-visual communication support for individuals with disabilities.

In retail and e-commerce, multi-modal generation is used to create product descriptions from images, simulate virtual try-ons, or power AI-driven shopping assistants. Autonomous vehicles and robotics also rely on multi-modal perception and generation to interpret surroundings and communicate with users. The defense and security sectors are using these systems for real-time situational awareness, image-to-text surveillance interpretation, and multilingual voice-to-text transcription in field operations.

Growth in the Multi-Modal Generation Market Is Driven by Several Factors…

Growth in the multi-modal generation market is driven by several factors. Rising demand for human-like interaction in AI systems is encouraging investment in tools that can interpret and generate across multiple data types. Rapid expansion of data sources-including video, voice, and imagery-necessitates more integrated AI solutions. Advances in transformer models and multimodal datasets support better model training and deployment. Use cases across media, education, healthcare, and retail are broadening commercial applications. Availability of scalable computing infrastructure and APIs accelerates integration into existing platforms. Additionally, increasing focus on accessibility, personalization, and automation fuels adoption of multi-modal AI systems across both enterprise and consumer domains.

SCOPE OF STUDY:

The report analyzes the Multi-Modal Generation market in terms of units by the following Segments, and Geographic Regions/Countries:

Segments:

Offering (Solutions Offering, Services Offering); Type (Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI, Interactive Multi-Modal AI); Data Modality (Text Data, Speech & Voice Data, Image Data, Video Data, Audio Data); Technology (Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology, Internet of Things Technology)

Geographic Regions/Countries:

World; United States; Canada; Japan; China; Europe (France; Germany; Italy; United Kingdom; Spain; Russia; and Rest of Europe); Asia-Pacific (Australia; India; South Korea; and Rest of Asia-Pacific); Latin America (Argentina; Brazil; Mexico; and Rest of Latin America); Middle East (Iran; Israel; Saudi Arabia; United Arab Emirates; and Rest of Middle East); and Africa.

Select Competitors (Total 42 Featured) -

• Aiberry
• Aimesoft
• Amazon Web Services (AWS)
• Archetype AI
• Beewant
• Google
• Habana Labs
• Inworld AI
• IBM
• Jina AI
• Microsoft
• Mobius Labs
• Modality.AI
• Newsbridge
• OpenAI
• Reka AI
• Runway
• Stability AI
• Twelve Labs
• Vidrovr

AI INTEGRATIONS

We're transforming market and competitive intelligence with validated expert content and AI tools.

Instead of following the general norm of querying LLMs and Industry-specific SLMs, we built repositories of content curated from domain experts worldwide including video transcripts, blogs, search engines research, and massive amounts of enterprise, product/service, and market data.

TARIFF IMPACT FACTOR

Our new release incorporates impact of tariffs on geographical markets as we predict a shift in competitiveness of companies based on HQ country, manufacturing base, exports and imports (finished goods and OEM). This intricate and multifaceted market reality will impact competitors by increasing the Cost of Goods Sold (COGS), reducing profitability, reconfiguring supply chains, amongst other micro and macro market dynamics.

TABLE OF CONTENTS

I. METHODOLOGY

II. EXECUTIVE SUMMARY

• 1. MARKET OVERVIEW
  • Influencer Market Insights
  • World Market Trajectories
  • Tariff Impact on Global Supply Chain Patterns
  • Multi-Modal Generation - Global Key Competitors Percentage Market Share in 2025 (E)
  • Competitive Market Presence - Strong/Active/Niche/Trivial for Players Worldwide in 2025 (E)
• 2. FOCUS ON SELECT PLAYERS
• 3. MARKET TRENDS & DRIVERS
  • Growing Convergence of Text, Image, and Audio AI Technologies Spurs Adoption of Multi-Modal Generation Models
  • Advancements in Foundation Models and Transformer Architectures Drive High-Fidelity Cross-Modal Outputs
  • Demand for Richer, Context-Aware Content Creation Throws Spotlight on Multi-Modal AI Capabilities
  • Expansion of Generative AI in Design, Marketing, and Media Industries Fuels Market for Multi-Modal Tools
  • Integration of Visual, Linguistic, and Auditory Inputs Enhances Usability in Interactive Systems
  • Rise in Immersive Content Development for AR, VR, and Gaming Applications Strengthens Market Opportunities
  • Improved Multilingual and Multisensory Learning Capabilities Support Adoption in EdTech Platforms
  • Growing Use in Conversational AI and Virtual Assistants Enhances Human-Like Interaction Quality
  • OEM Focus on Creative Workflow Automation Drives Inclusion of Multi-Modal Generative Features
  • Surge in AI-Generated Avatars, Digital Twins, and Storytelling Enhances Application Scope
  • Healthcare and Assistive Technology Adoption Expands with Use in Diagnostics, Accessibility, and Training
  • Increased Deployment of AI Companions and Chatbots Promotes Multi-Modal Personality Modeling
  • Generative Tools in Advertising and Social Media Support Creation of Customized Multi-Format Content
• 4. GLOBAL MARKET PERSPECTIVE
  • TABLE 1: World Multi-Modal Generation Market Analysis of Annual Sales in US$ Million for Years 2014 through 2030
  • TABLE 2: World Recent Past, Current & Future Analysis for Multi-Modal Generation by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
  • TABLE 3: World Historic Review for Multi-Modal Generation by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 4: World 16-Year Perspective for Multi-Modal Generation by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets for Years 2014, 2025 & 2030
  • TABLE 5: World Recent Past, Current & Future Analysis for Solutions Offering by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
  • TABLE 6: World Historic Review for Solutions Offering by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 7: World 16-Year Perspective for Solutions Offering by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa for Years 2014, 2025 & 2030
  • TABLE 8: World Recent Past, Current & Future Analysis for Services Offering by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
  • TABLE 9: World Historic Review for Services Offering by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 10: World 16-Year Perspective for Services Offering by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa for Years 2014, 2025 & 2030
  • TABLE 11: World Recent Past, Current & Future Analysis for Video Data by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
  • TABLE 12: World Historic Review for Video Data by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 13: World 16-Year Perspective for Video Data by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa for Years 2014, 2025 & 2030
  • TABLE 14: World Recent Past, Current & Future Analysis for Audio Data by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
  • TABLE 15: World Historic Review for Audio Data by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 16: World 16-Year Perspective for Audio Data by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa for Years 2014, 2025 & 2030
  • TABLE 17: World Recent Past, Current & Future Analysis for Text Data by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
  • TABLE 18: World Historic Review for Text Data by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 19: World 16-Year Perspective for Text Data by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa for Years 2014, 2025 & 2030
  • TABLE 20: World Recent Past, Current & Future Analysis for Speech & Voice Data by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
  • TABLE 21: World Historic Review for Speech & Voice Data by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 22: World 16-Year Perspective for Speech & Voice Data by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa for Years 2014, 2025 & 2030
  • TABLE 23: World Recent Past, Current & Future Analysis for Image Data by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
  • TABLE 24: World Historic Review for Image Data by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 25: World 16-Year Perspective for Image Data by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa for Years 2014, 2025 & 2030
  • TABLE 26: World Recent Past, Current & Future Analysis for Machine Learning Technology by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
  • TABLE 27: World Historic Review for Machine Learning Technology by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 28: World 16-Year Perspective for Machine Learning Technology by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa for Years 2014, 2025 & 2030
  • TABLE 29: World Recent Past, Current & Future Analysis for Natural Language Processing Technology by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
  • TABLE 30: World Historic Review for Natural Language Processing Technology by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 31: World 16-Year Perspective for Natural Language Processing Technology by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa for Years 2014, 2025 & 2030
  • TABLE 32: World Recent Past, Current & Future Analysis for Computer Vision Technology by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
  • TABLE 33: World Historic Review for Computer Vision Technology by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 34: World 16-Year Perspective for Computer Vision Technology by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa for Years 2014, 2025 & 2030
  • TABLE 35: World Recent Past, Current & Future Analysis for Context Awareness Technology by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
  • TABLE 36: World Historic Review for Context Awareness Technology by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 37: World 16-Year Perspective for Context Awareness Technology by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa for Years 2014, 2025 & 2030
  • TABLE 38: World Recent Past, Current & Future Analysis for Internet of Things Technology by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
  • TABLE 39: World Historic Review for Internet of Things Technology by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 40: World 16-Year Perspective for Internet of Things Technology by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa for Years 2014, 2025 & 2030
  • TABLE 41: World Recent Past, Current & Future Analysis for Generative Multi-Modal AI by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
  • TABLE 42: World Historic Review for Generative Multi-Modal AI by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 43: World 16-Year Perspective for Generative Multi-Modal AI by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa for Years 2014, 2025 & 2030
  • TABLE 44: World Recent Past, Current & Future Analysis for Translative Multi-Modal AI by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
  • TABLE 45: World Historic Review for Translative Multi-Modal AI by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 46: World 16-Year Perspective for Translative Multi-Modal AI by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa for Years 2014, 2025 & 2030
  • TABLE 47: World Recent Past, Current & Future Analysis for Explanatory Multi-Modal AI by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
  • TABLE 48: World Historic Review for Explanatory Multi-Modal AI by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 49: World 16-Year Perspective for Explanatory Multi-Modal AI by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa for Years 2014, 2025 & 2030
  • TABLE 50: World Recent Past, Current & Future Analysis for Interactive Multi-Modal AI by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
  • TABLE 51: World Historic Review for Interactive Multi-Modal AI by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 52: World 16-Year Perspective for Interactive Multi-Modal AI by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific, Latin America, Middle East and Africa for Years 2014, 2025 & 2030

III. MARKET ANALYSIS

• UNITED STATES
  • Multi-Modal Generation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United States for 2025 (E)
  • TABLE 53: USA Recent Past, Current & Future Analysis for Multi-Modal Generation by Offering - Solutions Offering and Services Offering - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 54: USA Historic Review for Multi-Modal Generation by Offering - Solutions Offering and Services Offering Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 55: USA 16-Year Perspective for Multi-Modal Generation by Offering - Percentage Breakdown of Value Sales for Solutions Offering and Services Offering for the Years 2014, 2025 & 2030
  • TABLE 56: USA Recent Past, Current & Future Analysis for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 57: USA Historic Review for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 58: USA 16-Year Perspective for Multi-Modal Generation by Data Modality - Percentage Breakdown of Value Sales for Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data for the Years 2014, 2025 & 2030
  • TABLE 59: USA Recent Past, Current & Future Analysis for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 60: USA Historic Review for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 61: USA 16-Year Perspective for Multi-Modal Generation by Technology - Percentage Breakdown of Value Sales for Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology for the Years 2014, 2025 & 2030
  • TABLE 62: USA Recent Past, Current & Future Analysis for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 63: USA Historic Review for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 64: USA 16-Year Perspective for Multi-Modal Generation by Type - Percentage Breakdown of Value Sales for Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI for the Years 2014, 2025 & 2030
• CANADA
  • TABLE 65: Canada Recent Past, Current & Future Analysis for Multi-Modal Generation by Offering - Solutions Offering and Services Offering - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 66: Canada Historic Review for Multi-Modal Generation by Offering - Solutions Offering and Services Offering Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 67: Canada 16-Year Perspective for Multi-Modal Generation by Offering - Percentage Breakdown of Value Sales for Solutions Offering and Services Offering for the Years 2014, 2025 & 2030
  • TABLE 68: Canada Recent Past, Current & Future Analysis for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 69: Canada Historic Review for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 70: Canada 16-Year Perspective for Multi-Modal Generation by Data Modality - Percentage Breakdown of Value Sales for Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data for the Years 2014, 2025 & 2030
  • TABLE 71: Canada Recent Past, Current & Future Analysis for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 72: Canada Historic Review for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 73: Canada 16-Year Perspective for Multi-Modal Generation by Technology - Percentage Breakdown of Value Sales for Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology for the Years 2014, 2025 & 2030
  • TABLE 74: Canada Recent Past, Current & Future Analysis for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 75: Canada Historic Review for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 76: Canada 16-Year Perspective for Multi-Modal Generation by Type - Percentage Breakdown of Value Sales for Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI for the Years 2014, 2025 & 2030
• JAPAN
  • Multi-Modal Generation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Japan for 2025 (E)
  • TABLE 77: Japan Recent Past, Current & Future Analysis for Multi-Modal Generation by Offering - Solutions Offering and Services Offering - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 78: Japan Historic Review for Multi-Modal Generation by Offering - Solutions Offering and Services Offering Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 79: Japan 16-Year Perspective for Multi-Modal Generation by Offering - Percentage Breakdown of Value Sales for Solutions Offering and Services Offering for the Years 2014, 2025 & 2030
  • TABLE 80: Japan Recent Past, Current & Future Analysis for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 81: Japan Historic Review for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 82: Japan 16-Year Perspective for Multi-Modal Generation by Data Modality - Percentage Breakdown of Value Sales for Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data for the Years 2014, 2025 & 2030
  • TABLE 83: Japan Recent Past, Current & Future Analysis for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 84: Japan Historic Review for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 85: Japan 16-Year Perspective for Multi-Modal Generation by Technology - Percentage Breakdown of Value Sales for Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology for the Years 2014, 2025 & 2030
  • TABLE 86: Japan Recent Past, Current & Future Analysis for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 87: Japan Historic Review for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 88: Japan 16-Year Perspective for Multi-Modal Generation by Type - Percentage Breakdown of Value Sales for Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI for the Years 2014, 2025 & 2030
• CHINA
  • Multi-Modal Generation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in China for 2025 (E)
  • TABLE 89: China Recent Past, Current & Future Analysis for Multi-Modal Generation by Offering - Solutions Offering and Services Offering - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 90: China Historic Review for Multi-Modal Generation by Offering - Solutions Offering and Services Offering Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 91: China 16-Year Perspective for Multi-Modal Generation by Offering - Percentage Breakdown of Value Sales for Solutions Offering and Services Offering for the Years 2014, 2025 & 2030
  • TABLE 92: China Recent Past, Current & Future Analysis for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 93: China Historic Review for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 94: China 16-Year Perspective for Multi-Modal Generation by Data Modality - Percentage Breakdown of Value Sales for Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data for the Years 2014, 2025 & 2030
  • TABLE 95: China Recent Past, Current & Future Analysis for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 96: China Historic Review for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 97: China 16-Year Perspective for Multi-Modal Generation by Technology - Percentage Breakdown of Value Sales for Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology for the Years 2014, 2025 & 2030
  • TABLE 98: China Recent Past, Current & Future Analysis for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 99: China Historic Review for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 100: China 16-Year Perspective for Multi-Modal Generation by Type - Percentage Breakdown of Value Sales for Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI for the Years 2014, 2025 & 2030
• EUROPE
  • Multi-Modal Generation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Europe for 2025 (E)
  • TABLE 101: Europe Recent Past, Current & Future Analysis for Multi-Modal Generation by Geographic Region - France, Germany, Italy, UK, Spain, Russia and Rest of Europe Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
  • TABLE 102: Europe Historic Review for Multi-Modal Generation by Geographic Region - France, Germany, Italy, UK, Spain, Russia and Rest of Europe Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 103: Europe 16-Year Perspective for Multi-Modal Generation by Geographic Region - Percentage Breakdown of Value Sales for France, Germany, Italy, UK, Spain, Russia and Rest of Europe Markets for Years 2014, 2025 & 2030
  • TABLE 104: Europe Recent Past, Current & Future Analysis for Multi-Modal Generation by Offering - Solutions Offering and Services Offering - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 105: Europe Historic Review for Multi-Modal Generation by Offering - Solutions Offering and Services Offering Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 106: Europe 16-Year Perspective for Multi-Modal Generation by Offering - Percentage Breakdown of Value Sales for Solutions Offering and Services Offering for the Years 2014, 2025 & 2030
  • TABLE 107: Europe Recent Past, Current & Future Analysis for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 108: Europe Historic Review for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 109: Europe 16-Year Perspective for Multi-Modal Generation by Data Modality - Percentage Breakdown of Value Sales for Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data for the Years 2014, 2025 & 2030
  • TABLE 110: Europe Recent Past, Current & Future Analysis for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 111: Europe Historic Review for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 112: Europe 16-Year Perspective for Multi-Modal Generation by Technology - Percentage Breakdown of Value Sales for Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology for the Years 2014, 2025 & 2030
  • TABLE 113: Europe Recent Past, Current & Future Analysis for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 114: Europe Historic Review for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 115: Europe 16-Year Perspective for Multi-Modal Generation by Type - Percentage Breakdown of Value Sales for Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI for the Years 2014, 2025 & 2030
• FRANCE
  • Multi-Modal Generation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in France for 2025 (E)
  • TABLE 116: France Recent Past, Current & Future Analysis for Multi-Modal Generation by Offering - Solutions Offering and Services Offering - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 117: France Historic Review for Multi-Modal Generation by Offering - Solutions Offering and Services Offering Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 118: France 16-Year Perspective for Multi-Modal Generation by Offering - Percentage Breakdown of Value Sales for Solutions Offering and Services Offering for the Years 2014, 2025 & 2030
  • TABLE 119: France Recent Past, Current & Future Analysis for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 120: France Historic Review for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 121: France 16-Year Perspective for Multi-Modal Generation by Data Modality - Percentage Breakdown of Value Sales for Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data for the Years 2014, 2025 & 2030
  • TABLE 122: France Recent Past, Current & Future Analysis for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 123: France Historic Review for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 124: France 16-Year Perspective for Multi-Modal Generation by Technology - Percentage Breakdown of Value Sales for Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology for the Years 2014, 2025 & 2030
  • TABLE 125: France Recent Past, Current & Future Analysis for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 126: France Historic Review for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 127: France 16-Year Perspective for Multi-Modal Generation by Type - Percentage Breakdown of Value Sales for Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI for the Years 2014, 2025 & 2030
• GERMANY
  • Multi-Modal Generation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Germany for 2025 (E)
  • TABLE 128: Germany Recent Past, Current & Future Analysis for Multi-Modal Generation by Offering - Solutions Offering and Services Offering - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 129: Germany Historic Review for Multi-Modal Generation by Offering - Solutions Offering and Services Offering Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 130: Germany 16-Year Perspective for Multi-Modal Generation by Offering - Percentage Breakdown of Value Sales for Solutions Offering and Services Offering for the Years 2014, 2025 & 2030
  • TABLE 131: Germany Recent Past, Current & Future Analysis for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 132: Germany Historic Review for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 133: Germany 16-Year Perspective for Multi-Modal Generation by Data Modality - Percentage Breakdown of Value Sales for Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data for the Years 2014, 2025 & 2030
  • TABLE 134: Germany Recent Past, Current & Future Analysis for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 135: Germany Historic Review for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 136: Germany 16-Year Perspective for Multi-Modal Generation by Technology - Percentage Breakdown of Value Sales for Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology for the Years 2014, 2025 & 2030
  • TABLE 137: Germany Recent Past, Current & Future Analysis for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 138: Germany Historic Review for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 139: Germany 16-Year Perspective for Multi-Modal Generation by Type - Percentage Breakdown of Value Sales for Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI for the Years 2014, 2025 & 2030
• ITALY
  • TABLE 140: Italy Recent Past, Current & Future Analysis for Multi-Modal Generation by Offering - Solutions Offering and Services Offering - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 141: Italy Historic Review for Multi-Modal Generation by Offering - Solutions Offering and Services Offering Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 142: Italy 16-Year Perspective for Multi-Modal Generation by Offering - Percentage Breakdown of Value Sales for Solutions Offering and Services Offering for the Years 2014, 2025 & 2030
  • TABLE 143: Italy Recent Past, Current & Future Analysis for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 144: Italy Historic Review for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 145: Italy 16-Year Perspective for Multi-Modal Generation by Data Modality - Percentage Breakdown of Value Sales for Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data for the Years 2014, 2025 & 2030
  • TABLE 146: Italy Recent Past, Current & Future Analysis for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 147: Italy Historic Review for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 148: Italy 16-Year Perspective for Multi-Modal Generation by Technology - Percentage Breakdown of Value Sales for Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology for the Years 2014, 2025 & 2030
  • TABLE 149: Italy Recent Past, Current & Future Analysis for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 150: Italy Historic Review for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 151: Italy 16-Year Perspective for Multi-Modal Generation by Type - Percentage Breakdown of Value Sales for Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI for the Years 2014, 2025 & 2030
• UNITED KINGDOM
  • Multi-Modal Generation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United Kingdom for 2025 (E)
  • TABLE 152: UK Recent Past, Current & Future Analysis for Multi-Modal Generation by Offering - Solutions Offering and Services Offering - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 153: UK Historic Review for Multi-Modal Generation by Offering - Solutions Offering and Services Offering Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 154: UK 16-Year Perspective for Multi-Modal Generation by Offering - Percentage Breakdown of Value Sales for Solutions Offering and Services Offering for the Years 2014, 2025 & 2030
  • TABLE 155: UK Recent Past, Current & Future Analysis for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 156: UK Historic Review for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 157: UK 16-Year Perspective for Multi-Modal Generation by Data Modality - Percentage Breakdown of Value Sales for Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data for the Years 2014, 2025 & 2030
  • TABLE 158: UK Recent Past, Current & Future Analysis for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 159: UK Historic Review for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 160: UK 16-Year Perspective for Multi-Modal Generation by Technology - Percentage Breakdown of Value Sales for Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology for the Years 2014, 2025 & 2030
  • TABLE 161: UK Recent Past, Current & Future Analysis for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 162: UK Historic Review for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 163: UK 16-Year Perspective for Multi-Modal Generation by Type - Percentage Breakdown of Value Sales for Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI for the Years 2014, 2025 & 2030
• SPAIN
  • TABLE 164: Spain Recent Past, Current & Future Analysis for Multi-Modal Generation by Offering - Solutions Offering and Services Offering - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 165: Spain Historic Review for Multi-Modal Generation by Offering - Solutions Offering and Services Offering Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 166: Spain 16-Year Perspective for Multi-Modal Generation by Offering - Percentage Breakdown of Value Sales for Solutions Offering and Services Offering for the Years 2014, 2025 & 2030
  • TABLE 167: Spain Recent Past, Current & Future Analysis for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 168: Spain Historic Review for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 169: Spain 16-Year Perspective for Multi-Modal Generation by Data Modality - Percentage Breakdown of Value Sales for Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data for the Years 2014, 2025 & 2030
  • TABLE 170: Spain Recent Past, Current & Future Analysis for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 171: Spain Historic Review for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 172: Spain 16-Year Perspective for Multi-Modal Generation by Technology - Percentage Breakdown of Value Sales for Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology for the Years 2014, 2025 & 2030
  • TABLE 173: Spain Recent Past, Current & Future Analysis for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 174: Spain Historic Review for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 175: Spain 16-Year Perspective for Multi-Modal Generation by Type - Percentage Breakdown of Value Sales for Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI for the Years 2014, 2025 & 2030
• RUSSIA
  • TABLE 176: Russia Recent Past, Current & Future Analysis for Multi-Modal Generation by Offering - Solutions Offering and Services Offering - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 177: Russia Historic Review for Multi-Modal Generation by Offering - Solutions Offering and Services Offering Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 178: Russia 16-Year Perspective for Multi-Modal Generation by Offering - Percentage Breakdown of Value Sales for Solutions Offering and Services Offering for the Years 2014, 2025 & 2030
  • TABLE 179: Russia Recent Past, Current & Future Analysis for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 180: Russia Historic Review for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 181: Russia 16-Year Perspective for Multi-Modal Generation by Data Modality - Percentage Breakdown of Value Sales for Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data for the Years 2014, 2025 & 2030
  • TABLE 182: Russia Recent Past, Current & Future Analysis for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 183: Russia Historic Review for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 184: Russia 16-Year Perspective for Multi-Modal Generation by Technology - Percentage Breakdown of Value Sales for Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology for the Years 2014, 2025 & 2030
  • TABLE 185: Russia Recent Past, Current & Future Analysis for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 186: Russia Historic Review for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 187: Russia 16-Year Perspective for Multi-Modal Generation by Type - Percentage Breakdown of Value Sales for Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI for the Years 2014, 2025 & 2030
• REST OF EUROPE
  • TABLE 188: Rest of Europe Recent Past, Current & Future Analysis for Multi-Modal Generation by Offering - Solutions Offering and Services Offering - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 189: Rest of Europe Historic Review for Multi-Modal Generation by Offering - Solutions Offering and Services Offering Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 190: Rest of Europe 16-Year Perspective for Multi-Modal Generation by Offering - Percentage Breakdown of Value Sales for Solutions Offering and Services Offering for the Years 2014, 2025 & 2030
  • TABLE 191: Rest of Europe Recent Past, Current & Future Analysis for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 192: Rest of Europe Historic Review for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 193: Rest of Europe 16-Year Perspective for Multi-Modal Generation by Data Modality - Percentage Breakdown of Value Sales for Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data for the Years 2014, 2025 & 2030
  • TABLE 194: Rest of Europe Recent Past, Current & Future Analysis for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 195: Rest of Europe Historic Review for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 196: Rest of Europe 16-Year Perspective for Multi-Modal Generation by Technology - Percentage Breakdown of Value Sales for Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology for the Years 2014, 2025 & 2030
  • TABLE 197: Rest of Europe Recent Past, Current & Future Analysis for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 198: Rest of Europe Historic Review for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 199: Rest of Europe 16-Year Perspective for Multi-Modal Generation by Type - Percentage Breakdown of Value Sales for Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI for the Years 2014, 2025 & 2030
• ASIA-PACIFIC
  • Multi-Modal Generation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Asia-Pacific for 2025 (E)
  • TABLE 200: Asia-Pacific Recent Past, Current & Future Analysis for Multi-Modal Generation by Geographic Region - Australia, India, South Korea and Rest of Asia-Pacific Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
  • TABLE 201: Asia-Pacific Historic Review for Multi-Modal Generation by Geographic Region - Australia, India, South Korea and Rest of Asia-Pacific Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 202: Asia-Pacific 16-Year Perspective for Multi-Modal Generation by Geographic Region - Percentage Breakdown of Value Sales for Australia, India, South Korea and Rest of Asia-Pacific Markets for Years 2014, 2025 & 2030
  • TABLE 203: Asia-Pacific Recent Past, Current & Future Analysis for Multi-Modal Generation by Offering - Solutions Offering and Services Offering - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 204: Asia-Pacific Historic Review for Multi-Modal Generation by Offering - Solutions Offering and Services Offering Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 205: Asia-Pacific 16-Year Perspective for Multi-Modal Generation by Offering - Percentage Breakdown of Value Sales for Solutions Offering and Services Offering for the Years 2014, 2025 & 2030
  • TABLE 206: Asia-Pacific Recent Past, Current & Future Analysis for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 207: Asia-Pacific Historic Review for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 208: Asia-Pacific 16-Year Perspective for Multi-Modal Generation by Data Modality - Percentage Breakdown of Value Sales for Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data for the Years 2014, 2025 & 2030
  • TABLE 209: Asia-Pacific Recent Past, Current & Future Analysis for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 210: Asia-Pacific Historic Review for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 211: Asia-Pacific 16-Year Perspective for Multi-Modal Generation by Technology - Percentage Breakdown of Value Sales for Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology for the Years 2014, 2025 & 2030
  • TABLE 212: Asia-Pacific Recent Past, Current & Future Analysis for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 213: Asia-Pacific Historic Review for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 214: Asia-Pacific 16-Year Perspective for Multi-Modal Generation by Type - Percentage Breakdown of Value Sales for Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI for the Years 2014, 2025 & 2030
• AUSTRALIA
  • Multi-Modal Generation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Australia for 2025 (E)
  • TABLE 215: Australia Recent Past, Current & Future Analysis for Multi-Modal Generation by Offering - Solutions Offering and Services Offering - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 216: Australia Historic Review for Multi-Modal Generation by Offering - Solutions Offering and Services Offering Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 217: Australia 16-Year Perspective for Multi-Modal Generation by Offering - Percentage Breakdown of Value Sales for Solutions Offering and Services Offering for the Years 2014, 2025 & 2030
  • TABLE 218: Australia Recent Past, Current & Future Analysis for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 219: Australia Historic Review for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 220: Australia 16-Year Perspective for Multi-Modal Generation by Data Modality - Percentage Breakdown of Value Sales for Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data for the Years 2014, 2025 & 2030
  • TABLE 221: Australia Recent Past, Current & Future Analysis for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 222: Australia Historic Review for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 223: Australia 16-Year Perspective for Multi-Modal Generation by Technology - Percentage Breakdown of Value Sales for Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology for the Years 2014, 2025 & 2030
  • TABLE 224: Australia Recent Past, Current & Future Analysis for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 225: Australia Historic Review for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 226: Australia 16-Year Perspective for Multi-Modal Generation by Type - Percentage Breakdown of Value Sales for Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI for the Years 2014, 2025 & 2030
• INDIA
  • Multi-Modal Generation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in India for 2025 (E)
  • TABLE 227: India Recent Past, Current & Future Analysis for Multi-Modal Generation by Offering - Solutions Offering and Services Offering - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 228: India Historic Review for Multi-Modal Generation by Offering - Solutions Offering and Services Offering Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 229: India 16-Year Perspective for Multi-Modal Generation by Offering - Percentage Breakdown of Value Sales for Solutions Offering and Services Offering for the Years 2014, 2025 & 2030
  • TABLE 230: India Recent Past, Current & Future Analysis for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 231: India Historic Review for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 232: India 16-Year Perspective for Multi-Modal Generation by Data Modality - Percentage Breakdown of Value Sales for Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data for the Years 2014, 2025 & 2030
  • TABLE 233: India Recent Past, Current & Future Analysis for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 234: India Historic Review for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 235: India 16-Year Perspective for Multi-Modal Generation by Technology - Percentage Breakdown of Value Sales for Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology for the Years 2014, 2025 & 2030
  • TABLE 236: India Recent Past, Current & Future Analysis for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 237: India Historic Review for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 238: India 16-Year Perspective for Multi-Modal Generation by Type - Percentage Breakdown of Value Sales for Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI for the Years 2014, 2025 & 2030
• SOUTH KOREA
  • TABLE 239: South Korea Recent Past, Current & Future Analysis for Multi-Modal Generation by Offering - Solutions Offering and Services Offering - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 240: South Korea Historic Review for Multi-Modal Generation by Offering - Solutions Offering and Services Offering Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 241: South Korea 16-Year Perspective for Multi-Modal Generation by Offering - Percentage Breakdown of Value Sales for Solutions Offering and Services Offering for the Years 2014, 2025 & 2030
  • TABLE 242: South Korea Recent Past, Current & Future Analysis for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 243: South Korea Historic Review for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 244: South Korea 16-Year Perspective for Multi-Modal Generation by Data Modality - Percentage Breakdown of Value Sales for Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data for the Years 2014, 2025 & 2030
  • TABLE 245: South Korea Recent Past, Current & Future Analysis for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 246: South Korea Historic Review for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 247: South Korea 16-Year Perspective for Multi-Modal Generation by Technology - Percentage Breakdown of Value Sales for Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology for the Years 2014, 2025 & 2030
  • TABLE 248: South Korea Recent Past, Current & Future Analysis for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 249: South Korea Historic Review for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 250: South Korea 16-Year Perspective for Multi-Modal Generation by Type - Percentage Breakdown of Value Sales for Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI for the Years 2014, 2025 & 2030
• REST OF ASIA-PACIFIC
  • TABLE 251: Rest of Asia-Pacific Recent Past, Current & Future Analysis for Multi-Modal Generation by Offering - Solutions Offering and Services Offering - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 252: Rest of Asia-Pacific Historic Review for Multi-Modal Generation by Offering - Solutions Offering and Services Offering Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 253: Rest of Asia-Pacific 16-Year Perspective for Multi-Modal Generation by Offering - Percentage Breakdown of Value Sales for Solutions Offering and Services Offering for the Years 2014, 2025 & 2030
  • TABLE 254: Rest of Asia-Pacific Recent Past, Current & Future Analysis for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 255: Rest of Asia-Pacific Historic Review for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 256: Rest of Asia-Pacific 16-Year Perspective for Multi-Modal Generation by Data Modality - Percentage Breakdown of Value Sales for Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data for the Years 2014, 2025 & 2030
  • TABLE 257: Rest of Asia-Pacific Recent Past, Current & Future Analysis for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 258: Rest of Asia-Pacific Historic Review for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 259: Rest of Asia-Pacific 16-Year Perspective for Multi-Modal Generation by Technology - Percentage Breakdown of Value Sales for Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology for the Years 2014, 2025 & 2030
  • TABLE 260: Rest of Asia-Pacific Recent Past, Current & Future Analysis for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 261: Rest of Asia-Pacific Historic Review for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 262: Rest of Asia-Pacific 16-Year Perspective for Multi-Modal Generation by Type - Percentage Breakdown of Value Sales for Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI for the Years 2014, 2025 & 2030
• LATIN AMERICA
  • Multi-Modal Generation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Latin America for 2025 (E)
  • TABLE 263: Latin America Recent Past, Current & Future Analysis for Multi-Modal Generation by Geographic Region - Argentina, Brazil, Mexico and Rest of Latin America Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
  • TABLE 264: Latin America Historic Review for Multi-Modal Generation by Geographic Region - Argentina, Brazil, Mexico and Rest of Latin America Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 265: Latin America 16-Year Perspective for Multi-Modal Generation by Geographic Region - Percentage Breakdown of Value Sales for Argentina, Brazil, Mexico and Rest of Latin America Markets for Years 2014, 2025 & 2030
  • TABLE 266: Latin America Recent Past, Current & Future Analysis for Multi-Modal Generation by Offering - Solutions Offering and Services Offering - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 267: Latin America Historic Review for Multi-Modal Generation by Offering - Solutions Offering and Services Offering Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 268: Latin America 16-Year Perspective for Multi-Modal Generation by Offering - Percentage Breakdown of Value Sales for Solutions Offering and Services Offering for the Years 2014, 2025 & 2030
  • TABLE 269: Latin America Recent Past, Current & Future Analysis for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 270: Latin America Historic Review for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 271: Latin America 16-Year Perspective for Multi-Modal Generation by Data Modality - Percentage Breakdown of Value Sales for Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data for the Years 2014, 2025 & 2030
  • TABLE 272: Latin America Recent Past, Current & Future Analysis for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 273: Latin America Historic Review for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 274: Latin America 16-Year Perspective for Multi-Modal Generation by Technology - Percentage Breakdown of Value Sales for Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology for the Years 2014, 2025 & 2030
  • TABLE 275: Latin America Recent Past, Current & Future Analysis for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 276: Latin America Historic Review for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 277: Latin America 16-Year Perspective for Multi-Modal Generation by Type - Percentage Breakdown of Value Sales for Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI for the Years 2014, 2025 & 2030
• ARGENTINA
  • TABLE 278: Argentina Recent Past, Current & Future Analysis for Multi-Modal Generation by Offering - Solutions Offering and Services Offering - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 279: Argentina Historic Review for Multi-Modal Generation by Offering - Solutions Offering and Services Offering Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 280: Argentina 16-Year Perspective for Multi-Modal Generation by Offering - Percentage Breakdown of Value Sales for Solutions Offering and Services Offering for the Years 2014, 2025 & 2030
  • TABLE 281: Argentina Recent Past, Current & Future Analysis for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 282: Argentina Historic Review for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 283: Argentina 16-Year Perspective for Multi-Modal Generation by Data Modality - Percentage Breakdown of Value Sales for Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data for the Years 2014, 2025 & 2030
  • TABLE 284: Argentina Recent Past, Current & Future Analysis for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 285: Argentina Historic Review for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 286: Argentina 16-Year Perspective for Multi-Modal Generation by Technology - Percentage Breakdown of Value Sales for Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology for the Years 2014, 2025 & 2030
  • TABLE 287: Argentina Recent Past, Current & Future Analysis for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 288: Argentina Historic Review for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 289: Argentina 16-Year Perspective for Multi-Modal Generation by Type - Percentage Breakdown of Value Sales for Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI for the Years 2014, 2025 & 2030
• BRAZIL
  • TABLE 290: Brazil Recent Past, Current & Future Analysis for Multi-Modal Generation by Offering - Solutions Offering and Services Offering - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 291: Brazil Historic Review for Multi-Modal Generation by Offering - Solutions Offering and Services Offering Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 292: Brazil 16-Year Perspective for Multi-Modal Generation by Offering - Percentage Breakdown of Value Sales for Solutions Offering and Services Offering for the Years 2014, 2025 & 2030
  • TABLE 293: Brazil Recent Past, Current & Future Analysis for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 294: Brazil Historic Review for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 295: Brazil 16-Year Perspective for Multi-Modal Generation by Data Modality - Percentage Breakdown of Value Sales for Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data for the Years 2014, 2025 & 2030
  • TABLE 296: Brazil Recent Past, Current & Future Analysis for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 297: Brazil Historic Review for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 298: Brazil 16-Year Perspective for Multi-Modal Generation by Technology - Percentage Breakdown of Value Sales for Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology for the Years 2014, 2025 & 2030
  • TABLE 299: Brazil Recent Past, Current & Future Analysis for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 300: Brazil Historic Review for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 301: Brazil 16-Year Perspective for Multi-Modal Generation by Type - Percentage Breakdown of Value Sales for Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI for the Years 2014, 2025 & 2030
• MEXICO
  • TABLE 302: Mexico Recent Past, Current & Future Analysis for Multi-Modal Generation by Offering - Solutions Offering and Services Offering - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 303: Mexico Historic Review for Multi-Modal Generation by Offering - Solutions Offering and Services Offering Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 304: Mexico 16-Year Perspective for Multi-Modal Generation by Offering - Percentage Breakdown of Value Sales for Solutions Offering and Services Offering for the Years 2014, 2025 & 2030
  • TABLE 305: Mexico Recent Past, Current & Future Analysis for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 306: Mexico Historic Review for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 307: Mexico 16-Year Perspective for Multi-Modal Generation by Data Modality - Percentage Breakdown of Value Sales for Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data for the Years 2014, 2025 & 2030
  • TABLE 308: Mexico Recent Past, Current & Future Analysis for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 309: Mexico Historic Review for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 310: Mexico 16-Year Perspective for Multi-Modal Generation by Technology - Percentage Breakdown of Value Sales for Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology for the Years 2014, 2025 & 2030
  • TABLE 311: Mexico Recent Past, Current & Future Analysis for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 312: Mexico Historic Review for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 313: Mexico 16-Year Perspective for Multi-Modal Generation by Type - Percentage Breakdown of Value Sales for Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI for the Years 2014, 2025 & 2030
• REST OF LATIN AMERICA
  • TABLE 314: Rest of Latin America Recent Past, Current & Future Analysis for Multi-Modal Generation by Offering - Solutions Offering and Services Offering - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 315: Rest of Latin America Historic Review for Multi-Modal Generation by Offering - Solutions Offering and Services Offering Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 316: Rest of Latin America 16-Year Perspective for Multi-Modal Generation by Offering - Percentage Breakdown of Value Sales for Solutions Offering and Services Offering for the Years 2014, 2025 & 2030
  • TABLE 317: Rest of Latin America Recent Past, Current & Future Analysis for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 318: Rest of Latin America Historic Review for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 319: Rest of Latin America 16-Year Perspective for Multi-Modal Generation by Data Modality - Percentage Breakdown of Value Sales for Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data for the Years 2014, 2025 & 2030
  • TABLE 320: Rest of Latin America Recent Past, Current & Future Analysis for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 321: Rest of Latin America Historic Review for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 322: Rest of Latin America 16-Year Perspective for Multi-Modal Generation by Technology - Percentage Breakdown of Value Sales for Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology for the Years 2014, 2025 & 2030
  • TABLE 323: Rest of Latin America Recent Past, Current & Future Analysis for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 324: Rest of Latin America Historic Review for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 325: Rest of Latin America 16-Year Perspective for Multi-Modal Generation by Type - Percentage Breakdown of Value Sales for Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI for the Years 2014, 2025 & 2030
• MIDDLE EAST
  • Multi-Modal Generation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Middle East for 2025 (E)
  • TABLE 326: Middle East Recent Past, Current & Future Analysis for Multi-Modal Generation by Geographic Region - Iran, Israel, Saudi Arabia, UAE and Rest of Middle East Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
  • TABLE 327: Middle East Historic Review for Multi-Modal Generation by Geographic Region - Iran, Israel, Saudi Arabia, UAE and Rest of Middle East Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 328: Middle East 16-Year Perspective for Multi-Modal Generation by Geographic Region - Percentage Breakdown of Value Sales for Iran, Israel, Saudi Arabia, UAE and Rest of Middle East Markets for Years 2014, 2025 & 2030
  • TABLE 329: Middle East Recent Past, Current & Future Analysis for Multi-Modal Generation by Offering - Solutions Offering and Services Offering - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 330: Middle East Historic Review for Multi-Modal Generation by Offering - Solutions Offering and Services Offering Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 331: Middle East 16-Year Perspective for Multi-Modal Generation by Offering - Percentage Breakdown of Value Sales for Solutions Offering and Services Offering for the Years 2014, 2025 & 2030
  • TABLE 332: Middle East Recent Past, Current & Future Analysis for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 333: Middle East Historic Review for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 334: Middle East 16-Year Perspective for Multi-Modal Generation by Data Modality - Percentage Breakdown of Value Sales for Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data for the Years 2014, 2025 & 2030
  • TABLE 335: Middle East Recent Past, Current & Future Analysis for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 336: Middle East Historic Review for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 337: Middle East 16-Year Perspective for Multi-Modal Generation by Technology - Percentage Breakdown of Value Sales for Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology for the Years 2014, 2025 & 2030
  • TABLE 338: Middle East Recent Past, Current & Future Analysis for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 339: Middle East Historic Review for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 340: Middle East 16-Year Perspective for Multi-Modal Generation by Type - Percentage Breakdown of Value Sales for Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI for the Years 2014, 2025 & 2030
• IRAN
  • TABLE 341: Iran Recent Past, Current & Future Analysis for Multi-Modal Generation by Offering - Solutions Offering and Services Offering - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 342: Iran Historic Review for Multi-Modal Generation by Offering - Solutions Offering and Services Offering Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 343: Iran 16-Year Perspective for Multi-Modal Generation by Offering - Percentage Breakdown of Value Sales for Solutions Offering and Services Offering for the Years 2014, 2025 & 2030
  • TABLE 344: Iran Recent Past, Current & Future Analysis for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 345: Iran Historic Review for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 346: Iran 16-Year Perspective for Multi-Modal Generation by Data Modality - Percentage Breakdown of Value Sales for Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data for the Years 2014, 2025 & 2030
  • TABLE 347: Iran Recent Past, Current & Future Analysis for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 348: Iran Historic Review for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 349: Iran 16-Year Perspective for Multi-Modal Generation by Technology - Percentage Breakdown of Value Sales for Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology for the Years 2014, 2025 & 2030
  • TABLE 350: Iran Recent Past, Current & Future Analysis for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 351: Iran Historic Review for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 352: Iran 16-Year Perspective for Multi-Modal Generation by Type - Percentage Breakdown of Value Sales for Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI for the Years 2014, 2025 & 2030
• ISRAEL
  • TABLE 353: Israel Recent Past, Current & Future Analysis for Multi-Modal Generation by Offering - Solutions Offering and Services Offering - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 354: Israel Historic Review for Multi-Modal Generation by Offering - Solutions Offering and Services Offering Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 355: Israel 16-Year Perspective for Multi-Modal Generation by Offering - Percentage Breakdown of Value Sales for Solutions Offering and Services Offering for the Years 2014, 2025 & 2030
  • TABLE 356: Israel Recent Past, Current & Future Analysis for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 357: Israel Historic Review for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 358: Israel 16-Year Perspective for Multi-Modal Generation by Data Modality - Percentage Breakdown of Value Sales for Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data for the Years 2014, 2025 & 2030
  • TABLE 359: Israel Recent Past, Current & Future Analysis for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 360: Israel Historic Review for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 361: Israel 16-Year Perspective for Multi-Modal Generation by Technology - Percentage Breakdown of Value Sales for Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology for the Years 2014, 2025 & 2030
  • TABLE 362: Israel Recent Past, Current & Future Analysis for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 363: Israel Historic Review for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 364: Israel 16-Year Perspective for Multi-Modal Generation by Type - Percentage Breakdown of Value Sales for Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI for the Years 2014, 2025 & 2030
• SAUDI ARABIA
  • TABLE 365: Saudi Arabia Recent Past, Current & Future Analysis for Multi-Modal Generation by Offering - Solutions Offering and Services Offering - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 366: Saudi Arabia Historic Review for Multi-Modal Generation by Offering - Solutions Offering and Services Offering Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 367: Saudi Arabia 16-Year Perspective for Multi-Modal Generation by Offering - Percentage Breakdown of Value Sales for Solutions Offering and Services Offering for the Years 2014, 2025 & 2030
  • TABLE 368: Saudi Arabia Recent Past, Current & Future Analysis for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 369: Saudi Arabia Historic Review for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 370: Saudi Arabia 16-Year Perspective for Multi-Modal Generation by Data Modality - Percentage Breakdown of Value Sales for Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data for the Years 2014, 2025 & 2030
  • TABLE 371: Saudi Arabia Recent Past, Current & Future Analysis for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 372: Saudi Arabia Historic Review for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 373: Saudi Arabia 16-Year Perspective for Multi-Modal Generation by Technology - Percentage Breakdown of Value Sales for Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology for the Years 2014, 2025 & 2030
  • TABLE 374: Saudi Arabia Recent Past, Current & Future Analysis for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 375: Saudi Arabia Historic Review for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 376: Saudi Arabia 16-Year Perspective for Multi-Modal Generation by Type - Percentage Breakdown of Value Sales for Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI for the Years 2014, 2025 & 2030
• UNITED ARAB EMIRATES
  • TABLE 377: UAE Recent Past, Current & Future Analysis for Multi-Modal Generation by Offering - Solutions Offering and Services Offering - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 378: UAE Historic Review for Multi-Modal Generation by Offering - Solutions Offering and Services Offering Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 379: UAE 16-Year Perspective for Multi-Modal Generation by Offering - Percentage Breakdown of Value Sales for Solutions Offering and Services Offering for the Years 2014, 2025 & 2030
  • TABLE 380: UAE Recent Past, Current & Future Analysis for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 381: UAE Historic Review for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 382: UAE 16-Year Perspective for Multi-Modal Generation by Data Modality - Percentage Breakdown of Value Sales for Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data for the Years 2014, 2025 & 2030
  • TABLE 383: UAE Recent Past, Current & Future Analysis for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 384: UAE Historic Review for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 385: UAE 16-Year Perspective for Multi-Modal Generation by Technology - Percentage Breakdown of Value Sales for Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology for the Years 2014, 2025 & 2030
  • TABLE 386: UAE Recent Past, Current & Future Analysis for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 387: UAE Historic Review for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 388: UAE 16-Year Perspective for Multi-Modal Generation by Type - Percentage Breakdown of Value Sales for Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI for the Years 2014, 2025 & 2030
• REST OF MIDDLE EAST
  • TABLE 389: Rest of Middle East Recent Past, Current & Future Analysis for Multi-Modal Generation by Offering - Solutions Offering and Services Offering - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 390: Rest of Middle East Historic Review for Multi-Modal Generation by Offering - Solutions Offering and Services Offering Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 391: Rest of Middle East 16-Year Perspective for Multi-Modal Generation by Offering - Percentage Breakdown of Value Sales for Solutions Offering and Services Offering for the Years 2014, 2025 & 2030
  • TABLE 392: Rest of Middle East Recent Past, Current & Future Analysis for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 393: Rest of Middle East Historic Review for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 394: Rest of Middle East 16-Year Perspective for Multi-Modal Generation by Data Modality - Percentage Breakdown of Value Sales for Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data for the Years 2014, 2025 & 2030
  • TABLE 395: Rest of Middle East Recent Past, Current & Future Analysis for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 396: Rest of Middle East Historic Review for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 397: Rest of Middle East 16-Year Perspective for Multi-Modal Generation by Technology - Percentage Breakdown of Value Sales for Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology for the Years 2014, 2025 & 2030
  • TABLE 398: Rest of Middle East Recent Past, Current & Future Analysis for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 399: Rest of Middle East Historic Review for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 400: Rest of Middle East 16-Year Perspective for Multi-Modal Generation by Type - Percentage Breakdown of Value Sales for Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI for the Years 2014, 2025 & 2030
• AFRICA
  • Multi-Modal Generation Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Africa for 2025 (E)
  • TABLE 401: Africa Recent Past, Current & Future Analysis for Multi-Modal Generation by Offering - Solutions Offering and Services Offering - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 402: Africa Historic Review for Multi-Modal Generation by Offering - Solutions Offering and Services Offering Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 403: Africa 16-Year Perspective for Multi-Modal Generation by Offering - Percentage Breakdown of Value Sales for Solutions Offering and Services Offering for the Years 2014, 2025 & 2030
  • TABLE 404: Africa Recent Past, Current & Future Analysis for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 405: Africa Historic Review for Multi-Modal Generation by Data Modality - Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 406: Africa 16-Year Perspective for Multi-Modal Generation by Data Modality - Percentage Breakdown of Value Sales for Video Data, Audio Data, Text Data, Speech & Voice Data and Image Data for the Years 2014, 2025 & 2030
  • TABLE 407: Africa Recent Past, Current & Future Analysis for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 408: Africa Historic Review for Multi-Modal Generation by Technology - Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 409: Africa 16-Year Perspective for Multi-Modal Generation by Technology - Percentage Breakdown of Value Sales for Machine Learning Technology, Natural Language Processing Technology, Computer Vision Technology, Context Awareness Technology and Internet of Things Technology for the Years 2014, 2025 & 2030
  • TABLE 410: Africa Recent Past, Current & Future Analysis for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
  • TABLE 411: Africa Historic Review for Multi-Modal Generation by Type - Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI Markets - Independent Analysis of Annual Sales in US$ Million for Years 2014 through 2023 and % CAGR
  • TABLE 412: Africa 16-Year Perspective for Multi-Modal Generation by Type - Percentage Breakdown of Value Sales for Generative Multi-Modal AI, Translative Multi-Modal AI, Explanatory Multi-Modal AI and Interactive Multi-Modal AI for the Years 2014, 2025 & 2030

IV. COMPETITION