全球多模态发电市场

预计到 2030 年全球多模态发电市场将达到 123 亿美元

全球多模态发电市场规模预计在2024年达到24亿美元，预计2024年至2030年期间的复合年增长率为31.8%，到2030年将达到123亿美元。本报告分析的细分市场之一－解决方案产品，预计复合年增长率为28.4%，到分析期结束时规模将达到68亿美元。服务产品细分市场在分析期间内的复合年增长率预计为36.9%。

美国市场规模估计为 6.423 亿美元，中国市场预计复合年增长率为 40.8%

美国多模态发电市场规模预计在2024年达到6.423亿美元。作为世界第二大经济体，中国预计到2030年市场规模将达到31亿美元，在2024-2030年的分析期间内，复合年增长率为40.8%。其他值得关注的区域市场包括日本和加拿大，预计在分析期间内，这两个市场的复合年增长率分别为26.0%和28.4%。在欧洲，预计德国市场的复合年增长率为26.8%。

全球多模态发电市场－主要趋势与驱动因素摘要

为什么多模态生成正在成为人工智慧发展的关键能力？

多模态生成是指能够在单一统一框架内处理和产生多种资料类型（包括文字、图像、音讯和影片）内容的人工智慧系统。与一次处理一种输入类型的单一模式模型不同，多模态系统能够实现更自然、更整合、更情境感知的输出。这使得产生复杂的输出成为可能，例如从图像生成描述性文字、从文字生成合成视讯以及为视觉场景提供音讯字幕。内容创作、虚拟助理、游戏、教育和医疗保健等领域对此类系统的需求日益增长。

由于现实世界中需要同时解读视觉、语音和文字输入的互动场景越来越多，使用案例正在迅速扩展。例如，能够接收语音命令、透过摄影机辨识场景并即时提供文字摘要的系统展现了协作多模态处理的价值。其目标是复製人类感知和回应多感官讯息的方式，从而实现使用者与智慧型系统之间的顺畅互动。

哪些技术发展使得先进的多模态系统成为可能？

基础人工智慧模型（尤其是基于 Transformer 的架构）的进步为多模态生成奠定了基础。预先训练的视觉语言模型、语音转文字模型和视讯语言模型如今已融合在一起，形成能够统一跨模态理解和输出的多模态基础模型。微调技术、大型多模态资料集和联合嵌入空间正在提升模型的一致性和情境感知能力。

对齐模态的努力运用了对比学习和交叉注意力层等技术，使模型能够将视觉元素与相应的文字描述和音讯提示关联起来。云端基础的训练基础设施和可扩展的运算资源使多模态模型能够在海量多样化的资料集上进行训练。这些系统正变得更加互动，允许跨不同管道进行即时输入和输出。新模型可根据文字提示产生视觉场景，根据情绪线索模拟语音，并以自然语言摘要影片剪辑。

哪些产业正在积极采用多模态生成工具？

媒体、娱乐和行销产业是最早采用多模态生成工具的产业之一。这些行业将其用于自动化影片製作、视觉广告文案撰写和合成画外音创作。教育平台使用系统将讲座转换为图文并茂的摘要，创建多模态字幕，并创建互动式学习内容。在医疗保健领域，其应用包括根据医学扫描创建临床报告、根据患者数据创建视觉辅助工具，以及为残障人士提供视听交流支援。

在零售和电子商务领域，多模态感知用于根据图像创建产品描述、模拟虚拟试穿以及为人工智慧主导的购物助理提供支援。自动驾驶汽车和机器人也依赖多模态感知和生成来解读其环境并与使用者沟通。在国防和安全领域，这些系统用于即时情境察觉、影像转文字监控解译以及现场多语言语音转文字转录。

多模态发电市场的成长受到多种因素的推动…

多模态生成市场的成长由多种因素所驱动。人工智慧系统对类人互动的需求日益增长，这推动了对能够解释和产生多种资料类型的工具的投资。视讯、音讯和影像等资料来源的快速扩展，推动了对更整合的人工智慧解决方案的需求。转换模型和多模态资料集的进步支持更好的模型训练和部署。媒体、教育、医疗保健和零售等使用案例正在推动商业应用。可扩展运算基础架构和 API 的可用性正在加速与现有平台的整合。此外，对可访问性、个人化和自动化的日益关注，正在推动企业和消费者领域对多模态人工智慧系统的采用。

部分

产品（解决方案提供、服务提供）、类型（生成型多模态人工智慧、平移型多模态人工智慧、解释多模态人工智慧、互动式多模态人工智慧）、资料模态（文字资料、语音/音讯资料、影像资料、影片资料、音讯资料）、技术（机器学习技术、自然语言处理技术、电脑视觉技术、情境辨识技术、物联网技术）

受访公司范例

• 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

人工智慧集成

全球产业分析师利用可操作的专家内容和人工智慧工具改变市场和竞争情报。

Global Industry Analysts 没有遵循典型的 LLM 或特定于行业的 SLM查询，而是建立了一个从世界各地的专家收集的内容库，其中包括视频录像、博客、搜寻引擎研究以及大量的公司、产品/服务和市场数据。

关税影响係数

全球产业分析师根据公司总部所在国家、製造地和进出口（成品和原始设备製造商）情况预测其竞争地位的变化。这种复杂而多面的市场动态预计将以多种方式影响竞争对手，包括销货成本(COGS) 上升、盈利下降、供应链重组以及其他微观和宏观市场动态。

目录

第一章调查方法

第二章执行摘要

• 市场概览
• 主要企业
• 市场趋势和驱动因素
• 全球市场展望

第三章市场分析

• 美国
• 加拿大
• 日本
• 中国
• 欧洲
• 法国
• 德国
• 义大利
• 英国
• 西班牙
• 俄罗斯
• 其他欧洲国家
• 亚太地区
• 澳洲
• 印度
• 韩国
• 其他亚太地区
• 拉丁美洲
• 阿根廷
• 巴西
• 墨西哥
• 其他拉丁美洲
• 中东
• 伊朗
• 以色列
• 沙乌地阿拉伯
• 阿拉伯聯合大公国
• 其他中东地区
• 非洲

第四章 竞赛

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