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自然言語理解の世界市場

Natural Language Understanding


出版日
ページ情報
英文 222 Pages
納期
即日から翌営業日
適宜更新あり
価格
価格表記: USDを日本円(税抜)に換算
本日の銀行送金レート: 1USD=147.69円
自然言語理解の世界市場
出版日: 2025年08月08日
発行: Global Industry Analysts, Inc.
ページ情報: 英文 222 Pages
納期: 即日から翌営業日
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  • 目次
概要

自然言語理解の世界市場は2030年までに727億米ドルに達する見込み

2024年に238億米ドルと推定される自然言語理解の世界市場は、2024年から2030年にかけてCAGR 20.5%で成長し、2030年には727億米ドルに達すると予測されます。本レポートで分析したセグメントの1つである自然言語理解ソリューションは、CAGR 18.6%を記録し、分析期間終了時には434億米ドルに達すると予測されます。自然言語理解サービス分野の成長率は、分析期間でCAGR 23.5%と推定されます。

米国市場は63億米ドル、中国はCAGR19.4%で成長すると予測

米国の自然言語理解市場は、2024年に63億米ドルと推定されます。世界第2位の経済大国である中国は、2030年までに112億米ドルの市場規模に達すると予測され、分析期間2024-2030年のCAGRは19.4%です。その他の注目すべき地域別市場としては、日本とカナダがあり、分析期間中のCAGRはそれぞれ18.6%と17.9%と予測されています。欧州では、ドイツがCAGR約15.2%で成長すると予測されています。

世界の自然言語理解市場- 主要動向と促進要因のまとめ

自然言語理解はAIとヒューマンコンピュータインタラクションをどう変革するか?

自然言語処理(NLP)の重要なサブフィールドである自然言語理解(NLU)は、人工知能(AI)システムが人間の言語を解釈、分析、応答する方法に革命をもたらしました。キーワード検出に頼る基本的なテキスト処理とは異なり、NLUは機械が文脈、意味、感情、意図を理解することを可能にし、人間とコンピュータの対話をより直感的でインテリジェントなものにします。会話型AI、音声アシスタント、チャットボットの台頭は、カスタマーサービス、ヘルスケア、金融、eコマースなどの業界全体でNLU技術の採用を大きく後押ししています。ディープラーニング、変換モデル、文脈埋め込みなどの進歩により、AIを搭載したシステムはより正確に言語を処理できるようになり、より自然でパーソナライズされたインタラクションが可能になりました。さらに、企業はNLU主導のアナリティクスを活用することで、顧客の感情をより深く洞察し、ワークフローを自動化し、意思決定を強化しています。このような進歩にもかかわらず、多言語理解、ドメイン固有の適応性、言語モデルのバイアスに関連する倫理的懸念などの課題は、NLU技術の開発を形成し続けています。研究者や企業は、言語精度を向上させ、バイアスを減らし、より広範なアプリケーションのための文脈理解を拡大するために、アルゴリズムの改良に積極的に取り組んでいます。

ディープラーニングと大規模言語モデルはNLUの進歩にどのような役割を果たすのか?

NLUの進化は、ディープラーニング、特にOpenAIのGPT、GoogleのBERT、MetaのLLaMAのような大規模言語モデル(LLM)の開発におけるブレークスルーの影響を大きく受けています。これらの変換器ベースのアーキテクチャは、膨大なデータセットを活用して言語パターンを理解し、より洗練された言語理解と文脈推論を可能にします。膨大なコーパスで事前に訓練されたモデルを特定のタスク用に微調整できる手法である転移学習は、ドメイン間のNLUの適応性をさらに高めています。さらに、ゼロショット学習や少数ショット学習機能により、最新のNLUモデルは最小限のラベル付きデータでタスクを実行できるようになり、企業アプリケーションでより効率的に使用できるようになりました。しかし、LLMはNLUをより強力にした一方で、計算資源の集約、倫理的リスク、不正確な出力や偏った出力を生成しやすいといった課題ももたらしています。これらの問題に対処するため、研究者はAIにおける説明可能性に着目し、NLUモデルが解釈可能で透明な意思決定プロセスを提供できるようにしています。さらに、テキストと音声および画像認識を組み合わせたマルチモーダルAIの統合は、テキストベースのインタラクションを超えてNLUの範囲を拡大し、より包括的な人間とコンピュータのコミュニケーションフレームワークにつながっています。

なぜ多様な業界でNLUの導入が加速しているのか?

NLUの広範な採用は、複雑な言語主導のタスクを自動化し、運用コストを削減し、複数の業界にわたって顧客体験を向上させる能力によって推進されています。カスタマーサービスでは、企業がAIを搭載したバーチャルアシスタントやチャットボットを導入し、問い合わせ対応やクレーム解決、リアルタイムサポートを提供することで、人的介入の必要性を減らしています。ヘルスケア分野では、医療文書の自動化、患者の感情分析、AIによる診断にNLUを活用し、管理ワークフローの合理化と患者ケアの向上を図っています。金融分野では、NLUを活用したシステムが不正検知、リスク評価、規制遵守に利用され、より迅速で正確な意思決定を可能にしています。eコマース・プラットフォームは、パーソナライズされたレコメンデーション、自動化されたレビュー、消費者行動をよりよく理解するためのセンチメント分析にNLUを活用しています。さらに、政府機関は言語翻訳、自動文書処理、サイバーセキュリティ・アプリケーションにNLUを活用し、公共サービスの効率を高めています。NLUの用途は拡大しているもの、ドメイン固有の精度を確保し、言語的なニュアンスを克服することは依然として課題であり、組織はカスタマイズされた学習データセットと強化学習技術によって対処しなければならないです。リアルタイムの言語処理能力と低遅延のAI応答に対するニーズは、エッジコンピューティングと連携学習における進歩にさらに拍車をかけ、規模に応じたNLU展開を最適化しています。

NLU市場の将来を形作る主な成長促進要因とは?

自然言語理解市場の成長は、ディープラーニングの進歩、AI主導の自動化に対する需要の増加、企業ソリューションにおけるアプリケーションの拡大など、いくつかの要因によってもたらされます。AIを活用した顧客エンゲージメントツールの台頭により、複雑な会話を高い文脈精度で処理できる高度なNLUシステムのニーズが高まっています。さらに、音声対応デバイス、スマートアシスタント、多言語AIソリューションの普及により、消費者向けと企業向けアプリケーションの両方でNLUの範囲が拡大しています。ビジネスの急速なデジタル化は、リアルタイムのデータ洞察の必要性と相まって、AI主導の言語処理技術への投資をさらに加速させています。ヘルスケア、法律、金融などの業界向けにカスタマイズされたドメイン固有のNLUモデルが登場し、より正確でコンテキストを意識した対話が実現されていることも、もう1つの重要な推進力となっています。AIの倫理、データプライバシー、責任あるAIの導入を取り巻く規制開発もNLUの進化を形成しており、企業は言語処理モデルにおいて公平性、透明性、セキュリティを優先させる必要に迫られています。生成的AIとNLUの統合により、よりダイナミックな会話AIシステムが構築され、高度にパーソナライズされたコンテキストを認識した対話が可能になると期待されています。企業がAIを活用した自動化への投資を続ける中、NLU市場は大きく拡大し、人間とコンピュータの相互作用に革命をもたらし、世界規模で産業を変革する態勢が整っています。

セグメント

提供タイプ(自然言語理解ソリューション、自然言語理解サービス)、製品タイプ(ルールベースシステム、統計システム、ハイブリッドシステム)、用途(チャットボット・バーチャルアシスタント用途、センチメント分析用途、テキスト分析用途、カスタマーエクスペリエンス管理用途、データキャプチャ用途、その他用途)、最終用途(小売・eコマース最終用途、ヘルスケア・ライフサイエンス最終用途、BFSI最終用途、IT・通信最終用途、メディア・エンターテイメント最終用途、その他最終用途)

調査対象企業の例

  • AI21 Labs
  • Alibaba Group
  • Amazon Web Services(AWS)
  • Anthropic
  • Apple
  • Baidu
  • Cohere
  • DeepSeek
  • Google
  • IBM
  • Meta(formerly Facebook)
  • Microsoft
  • NVIDIA
  • OpenAI
  • Oracle
  • Salesforce
  • SAP
  • SoundHound AI
  • Tencent
  • Yandex

AIインテグレーション

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

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

関税影響係数

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

目次

第1章 調査手法

第2章 エグゼクティブサマリー

  • 市場概要
  • 主要企業
  • 市場動向と促進要因
  • 世界市場の見通し

第3章 市場分析

  • 米国
  • カナダ
  • 日本
  • 中国
  • 欧州
  • フランス
  • ドイツ
  • イタリア
  • 英国
  • その他欧州
  • アジア太平洋
  • その他の地域

第4章 競合

目次
Product Code: MCP32299

Global Natural Language Understanding Market to Reach US$72.7 Billion by 2030

The global market for Natural Language Understanding estimated at US$23.8 Billion in the year 2024, is expected to reach US$72.7 Billion by 2030, growing at a CAGR of 20.5% over the analysis period 2024-2030. Natural Language Understanding Solutions, one of the segments analyzed in the report, is expected to record a 18.6% CAGR and reach US$43.4 Billion by the end of the analysis period. Growth in the Natural Language Understanding Services segment is estimated at 23.5% CAGR over the analysis period.

The U.S. Market is Estimated at US$6.3 Billion While China is Forecast to Grow at 19.4% CAGR

The Natural Language Understanding market in the U.S. is estimated at US$6.3 Billion in the year 2024. China, the world's second largest economy, is forecast to reach a projected market size of US$11.2 Billion by the year 2030 trailing a CAGR of 19.4% over the analysis period 2024-2030. Among the other noteworthy geographic markets are Japan and Canada, each forecast to grow at a CAGR of 18.6% and 17.9% respectively over the analysis period. Within Europe, Germany is forecast to grow at approximately 15.2% CAGR.

Global Natural Language Understanding Market - Key Trends & Drivers Summarized

How Is Natural Language Understanding Transforming AI and Human-Computer Interaction?

Natural Language Understanding (NLU), a crucial subfield of Natural Language Processing (NLP), has revolutionized the way artificial intelligence (AI) systems interpret, analyze, and respond to human language. Unlike basic text processing, which relies on keyword detection, NLU enables machines to comprehend context, semantics, sentiment, and intent, making human-computer interactions more intuitive and intelligent. The rise of conversational AI, voice assistants, and chatbots has significantly driven the adoption of NLU technologies across industries such as customer service, healthcare, finance, and e-commerce. With advancements in deep learning, transformer models, and contextual embeddings, AI-powered systems can now process language more accurately, allowing for more natural and personalized interactions. Moreover, businesses are leveraging NLU-driven analytics to gain deeper insights into customer sentiments, automate workflows, and enhance decision-making. Despite these advancements, challenges such as multilingual understanding, domain-specific adaptability, and ethical concerns related to bias in language models continue to shape the development of NLU technologies. Researchers and enterprises are actively working on refining algorithms to improve linguistic accuracy, reduce biases, and expand contextual comprehension for a broader range of applications.

What Role Do Deep Learning and Large Language Models Play in NLU Advancements?

The evolution of NLU has been significantly influenced by breakthroughs in deep learning, particularly the development of large language models (LLMs) such as OpenAI’s GPT, Google’s BERT, and Meta’s LLaMA. These transformer-based architectures leverage vast datasets to understand language patterns, enabling more sophisticated language comprehension and contextual reasoning. Transfer learning, a technique where models pre-trained on massive corpora can be fine-tuned for specific tasks, has further enhanced NLU’s adaptability across domains. Additionally, zero-shot and few-shot learning capabilities allow modern NLU models to perform tasks with minimal labeled data, making them more efficient for enterprise applications. However, while LLMs have made NLU more powerful, they also introduce challenges such as computational resource intensity, ethical risks, and susceptibility to generating incorrect or biased outputs. To address these issues, researchers are focusing on explainability in AI, ensuring that NLU models provide interpretable and transparent decision-making processes. Additionally, the integration of multimodal AI, which combines text with voice and image recognition, is expanding the scope of NLU beyond text-based interactions, leading to more comprehensive human-computer communication frameworks.

Why Is the Adoption of NLU Accelerating Across Diverse Industries?

The widespread adoption of NLU is being driven by its ability to automate complex language-driven tasks, reduce operational costs, and enhance customer experience across multiple industries. In customer service, enterprises are deploying AI-powered virtual assistants and chatbots to handle inquiries, resolve complaints, and provide real-time support, reducing the need for human intervention. The healthcare sector is leveraging NLU for medical documentation automation, patient sentiment analysis, and AI-driven diagnostics, streamlining administrative workflows and improving patient care. In finance, NLU-powered systems are used for fraud detection, risk assessment, and regulatory compliance, enabling faster and more accurate decision-making. E-commerce platforms are harnessing NLU for personalized recommendations, automated reviews, and sentiment analysis to better understand consumer behavior. Moreover, government agencies are utilizing NLU for language translation, automated document processing, and cybersecurity applications, enhancing efficiency in public services. Despite its growing applications, ensuring domain-specific accuracy and overcoming linguistic nuances remain challenges that organizations must address through customized training datasets and reinforcement learning techniques. The need for real-time language processing capabilities and low-latency AI responses is further fueling advancements in edge computing and federated learning to optimize NLU deployment at scale.

What Are the Key Growth Drivers Shaping the Future of the NLU Market?

The growth in the natural language understanding market is driven by several factors, including advancements in deep learning, increasing demand for AI-driven automation, and expanding applications in enterprise solutions. The rise of AI-powered customer engagement tools has fueled the need for sophisticated NLU systems that can handle complex conversations with high contextual accuracy. Additionally, the proliferation of voice-enabled devices, smart assistants, and multilingual AI solutions has expanded the scope of NLU in both consumer and enterprise applications. The rapid digitization of businesses, coupled with the need for real-time data insights, has further accelerated investments in AI-driven language processing technologies. Another key driver is the emergence of domain-specific NLU models tailored for industries such as healthcare, legal, and finance, ensuring more accurate and context-aware interactions. Regulatory developments surrounding AI ethics, data privacy, and responsible AI deployment are also shaping the evolution of NLU, compelling companies to prioritize fairness, transparency, and security in language processing models. The integration of generative AI with NLU is expected to create more dynamic conversational AI systems, enabling highly personalized and context-aware interactions. As organizations continue to invest in AI-powered automation, the NLU market is poised for significant expansion, revolutionizing human-computer interactions and transforming industries at a global scale.

SCOPE OF STUDY:

The report analyzes the Natural Language Understanding market in terms of units by the following Segments, and Geographic Regions/Countries:

Segments:

Offering Type (Natural Language Understanding Solutions, Natural Language Understanding Services); Product Type (Rule-based Systems, Statistical Systems, Hybrid Systems); Application (Chatbots & Virtual Assistants Application, Sentiment Analysis Application, Text Analysis Application, Customer Experience Management Application, Data Capture Application, Other Applications); End-Use (Retail & E-Commerce End-Use, Healthcare & Life Sciences End-Use, BFSI End-Use, IT & Telecommunications End-Use, Media & Entertainment End-Use, Other End-Uses)

Geographic Regions/Countries:

World; United States; Canada; Japan; China; Europe (France; Germany; Italy; United Kingdom; and Rest of Europe); Asia-Pacific; Rest of World.

Select Competitors (Total 48 Featured) -

  • AI21 Labs
  • Alibaba Group
  • Amazon Web Services (AWS)
  • Anthropic
  • Apple
  • Baidu
  • Cohere
  • DeepSeek
  • Google
  • IBM
  • Meta (formerly Facebook)
  • Microsoft
  • NVIDIA
  • OpenAI
  • Oracle
  • Salesforce
  • SAP
  • SoundHound AI
  • Tencent
  • Yandex

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
    • Tariff Impact on Global Supply Chain Patterns
    • Natural Language Understanding - 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
    • Rising Adoption of Conversational AI and Virtual Assistants Drives Demand for Natural Language Understanding
    • Expansion of Customer Experience Automation Strengthens Business Case for Context-Aware NLU Engines
    • Use of Multilingual and Regional Dialect Models Throws the Spotlight on Inclusive and Localized NLU Capabilities
    • Growth in Voice Commerce and Voice Search Accelerates NLU Integration Across E-Commerce Platforms
    • Technological Advancements in Deep Learning Architectures Propel Accuracy and Comprehension in NLU Models
    • Surge in Enterprise Chatbot Deployments Expands Market for Intent Recognition and Sentiment Analysis
    • Integration of NLU in Robotic Process Automation Fuels Adoption in Knowledge Workflows
    • Demand for Real-Time Language Processing in Financial Services Supports Investment in High-Speed NLU Tools
    • Healthcare Applications of NLU in EHR Summarization and Clinical Coding Drive Cross-Sector Expansion
    • Open-Source Language Models and Community-Led Innovation Enhance Competitive Market Landscape
    • Rise in Data Privacy Regulations and Ethical AI Standards Influences NLU Model Training and Governance
    • Personalized Content Delivery and Recommendation Systems Boost Demand for Deep Contextual Understanding
    • Partnerships Between Cloud Providers and AI Firms Strengthen Deployment Capabilities at Scale
    • Use of NLU in Mental Health and Wellbeing Applications Supports Human-AI Empathy Interactions
    • Growth in Multimodal AI Solutions Encourages Integration of NLU with Vision and Audio Inputs
    • Widespread Deployment in Automotive Voice Interfaces and Smart Devices Expands Consumer Use Cases
    • Demand for Emotion and Tone Detection in Customer Service Applications Enhances Model Complexity
    • Synthetic Training Data and Zero-Shot Learning Techniques Accelerate Model Efficiency in Low-Resource Languages
    • Continuous Model Fine-Tuning and Feedback Loops Sustain Long-Term Accuracy in Dynamic Environments
    • Cross-Industry Adoption in Law, Education, and Journalism Expands Commercial Opportunities for NLU Platforms
  • 4. GLOBAL MARKET PERSPECTIVE
    • TABLE 1: World Natural Language Understanding Market Analysis of Annual Sales in US$ Million for Years 2015 through 2030
    • TABLE 2: World Recent Past, Current & Future Analysis for Natural Language Understanding by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 3: World 6-Year Perspective for Natural Language Understanding by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets for Years 2025 & 2030
    • TABLE 4: World Recent Past, Current & Future Analysis for Natural Language Understanding Solutions by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 5: World 6-Year Perspective for Natural Language Understanding Solutions by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 6: World Recent Past, Current & Future Analysis for Natural Language Understanding Services by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 7: World 6-Year Perspective for Natural Language Understanding Services by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 8: World Recent Past, Current & Future Analysis for Data Capture Application by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 9: World 6-Year Perspective for Data Capture Application by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 10: World Recent Past, Current & Future Analysis for Other Applications by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 11: World 6-Year Perspective for Other Applications by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 12: World Recent Past, Current & Future Analysis for Chatbots & Virtual Assistants Application by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 13: World 6-Year Perspective for Chatbots & Virtual Assistants Application by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 14: World Recent Past, Current & Future Analysis for Sentiment Analysis Application by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 15: World 6-Year Perspective for Sentiment Analysis Application by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 16: World Recent Past, Current & Future Analysis for Text Analysis Application by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 17: World 6-Year Perspective for Text Analysis Application by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 18: World Recent Past, Current & Future Analysis for Customer Experience Management Application by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 19: World 6-Year Perspective for Customer Experience Management Application by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 20: World Recent Past, Current & Future Analysis for Retail & E-Commerce End-Use by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 21: World 6-Year Perspective for Retail & E-Commerce End-Use by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 22: World Recent Past, Current & Future Analysis for Healthcare & Life Sciences End-Use by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 23: World 6-Year Perspective for Healthcare & Life Sciences End-Use by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 24: World Recent Past, Current & Future Analysis for BFSI End-Use by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 25: World 6-Year Perspective for BFSI End-Use by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 26: World Recent Past, Current & Future Analysis for IT & Telecommunications End-Use by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 27: World 6-Year Perspective for IT & Telecommunications End-Use by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 28: World Recent Past, Current & Future Analysis for Media & Entertainment End-Use by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 29: World 6-Year Perspective for Media & Entertainment End-Use by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 30: World Recent Past, Current & Future Analysis for Other End-Uses by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 31: World 6-Year Perspective for Other End-Uses by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 32: World Recent Past, Current & Future Analysis for Rule-based Systems by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 33: World 6-Year Perspective for Rule-based Systems by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 34: World Recent Past, Current & Future Analysis for Statistical Systems by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 35: World 6-Year Perspective for Statistical Systems by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 36: World Recent Past, Current & Future Analysis for Hybrid Systems by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 37: World 6-Year Perspective for Hybrid Systems by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030

III. MARKET ANALYSIS

  • UNITED STATES
    • Natural Language Understanding Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United States for 2025 (E)
    • TABLE 38: USA Recent Past, Current & Future Analysis for Natural Language Understanding by Offering Type - Natural Language Understanding Solutions and Natural Language Understanding Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 39: USA 6-Year Perspective for Natural Language Understanding by Offering Type - Percentage Breakdown of Value Sales for Natural Language Understanding Solutions and Natural Language Understanding Services for the Years 2025 & 2030
    • TABLE 40: USA Recent Past, Current & Future Analysis for Natural Language Understanding by Application - Data Capture Application, Other Applications, Chatbots & Virtual Assistants Application, Sentiment Analysis Application, Text Analysis Application and Customer Experience Management Application - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 41: USA 6-Year Perspective for Natural Language Understanding by Application - Percentage Breakdown of Value Sales for Data Capture Application, Other Applications, Chatbots & Virtual Assistants Application, Sentiment Analysis Application, Text Analysis Application and Customer Experience Management Application for the Years 2025 & 2030
    • TABLE 42: USA Recent Past, Current & Future Analysis for Natural Language Understanding by End-Use - Retail & E-Commerce End-Use, Healthcare & Life Sciences End-Use, BFSI End-Use, IT & Telecommunications End-Use, Media & Entertainment End-Use and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 43: USA 6-Year Perspective for Natural Language Understanding by End-Use - Percentage Breakdown of Value Sales for Retail & E-Commerce End-Use, Healthcare & Life Sciences End-Use, BFSI End-Use, IT & Telecommunications End-Use, Media & Entertainment End-Use and Other End-Uses for the Years 2025 & 2030
    • TABLE 44: USA Recent Past, Current & Future Analysis for Natural Language Understanding by Product Type - Rule-based Systems, Statistical Systems and Hybrid Systems - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 45: USA 6-Year Perspective for Natural Language Understanding by Product Type - Percentage Breakdown of Value Sales for Rule-based Systems, Statistical Systems and Hybrid Systems for the Years 2025 & 2030
  • CANADA
    • TABLE 46: Canada Recent Past, Current & Future Analysis for Natural Language Understanding by Offering Type - Natural Language Understanding Solutions and Natural Language Understanding Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 47: Canada 6-Year Perspective for Natural Language Understanding by Offering Type - Percentage Breakdown of Value Sales for Natural Language Understanding Solutions and Natural Language Understanding Services for the Years 2025 & 2030
    • TABLE 48: Canada Recent Past, Current & Future Analysis for Natural Language Understanding by Application - Data Capture Application, Other Applications, Chatbots & Virtual Assistants Application, Sentiment Analysis Application, Text Analysis Application and Customer Experience Management Application - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 49: Canada 6-Year Perspective for Natural Language Understanding by Application - Percentage Breakdown of Value Sales for Data Capture Application, Other Applications, Chatbots & Virtual Assistants Application, Sentiment Analysis Application, Text Analysis Application and Customer Experience Management Application for the Years 2025 & 2030
    • TABLE 50: Canada Recent Past, Current & Future Analysis for Natural Language Understanding by End-Use - Retail & E-Commerce End-Use, Healthcare & Life Sciences End-Use, BFSI End-Use, IT & Telecommunications End-Use, Media & Entertainment End-Use and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 51: Canada 6-Year Perspective for Natural Language Understanding by End-Use - Percentage Breakdown of Value Sales for Retail & E-Commerce End-Use, Healthcare & Life Sciences End-Use, BFSI End-Use, IT & Telecommunications End-Use, Media & Entertainment End-Use and Other End-Uses for the Years 2025 & 2030
    • TABLE 52: Canada Recent Past, Current & Future Analysis for Natural Language Understanding by Product Type - Rule-based Systems, Statistical Systems and Hybrid Systems - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 53: Canada 6-Year Perspective for Natural Language Understanding by Product Type - Percentage Breakdown of Value Sales for Rule-based Systems, Statistical Systems and Hybrid Systems for the Years 2025 & 2030
  • JAPAN
    • Natural Language Understanding Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Japan for 2025 (E)
    • TABLE 54: Japan Recent Past, Current & Future Analysis for Natural Language Understanding by Offering Type - Natural Language Understanding Solutions and Natural Language Understanding Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 55: Japan 6-Year Perspective for Natural Language Understanding by Offering Type - Percentage Breakdown of Value Sales for Natural Language Understanding Solutions and Natural Language Understanding Services for the Years 2025 & 2030
    • TABLE 56: Japan Recent Past, Current & Future Analysis for Natural Language Understanding by Application - Data Capture Application, Other Applications, Chatbots & Virtual Assistants Application, Sentiment Analysis Application, Text Analysis Application and Customer Experience Management Application - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 57: Japan 6-Year Perspective for Natural Language Understanding by Application - Percentage Breakdown of Value Sales for Data Capture Application, Other Applications, Chatbots & Virtual Assistants Application, Sentiment Analysis Application, Text Analysis Application and Customer Experience Management Application for the Years 2025 & 2030
    • TABLE 58: Japan Recent Past, Current & Future Analysis for Natural Language Understanding by End-Use - Retail & E-Commerce End-Use, Healthcare & Life Sciences End-Use, BFSI End-Use, IT & Telecommunications End-Use, Media & Entertainment End-Use and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 59: Japan 6-Year Perspective for Natural Language Understanding by End-Use - Percentage Breakdown of Value Sales for Retail & E-Commerce End-Use, Healthcare & Life Sciences End-Use, BFSI End-Use, IT & Telecommunications End-Use, Media & Entertainment End-Use and Other End-Uses for the Years 2025 & 2030
    • TABLE 60: Japan Recent Past, Current & Future Analysis for Natural Language Understanding by Product Type - Rule-based Systems, Statistical Systems and Hybrid Systems - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 61: Japan 6-Year Perspective for Natural Language Understanding by Product Type - Percentage Breakdown of Value Sales for Rule-based Systems, Statistical Systems and Hybrid Systems for the Years 2025 & 2030
  • CHINA
    • Natural Language Understanding Market Presence - Strong/Active/Niche/Trivial - Key Competitors in China for 2025 (E)
    • TABLE 62: China Recent Past, Current & Future Analysis for Natural Language Understanding by Offering Type - Natural Language Understanding Solutions and Natural Language Understanding Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 63: China 6-Year Perspective for Natural Language Understanding by Offering Type - Percentage Breakdown of Value Sales for Natural Language Understanding Solutions and Natural Language Understanding Services for the Years 2025 & 2030
    • TABLE 64: China Recent Past, Current & Future Analysis for Natural Language Understanding by Application - Data Capture Application, Other Applications, Chatbots & Virtual Assistants Application, Sentiment Analysis Application, Text Analysis Application and Customer Experience Management Application - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 65: China 6-Year Perspective for Natural Language Understanding by Application - Percentage Breakdown of Value Sales for Data Capture Application, Other Applications, Chatbots & Virtual Assistants Application, Sentiment Analysis Application, Text Analysis Application and Customer Experience Management Application for the Years 2025 & 2030
    • TABLE 66: China Recent Past, Current & Future Analysis for Natural Language Understanding by End-Use - Retail & E-Commerce End-Use, Healthcare & Life Sciences End-Use, BFSI End-Use, IT & Telecommunications End-Use, Media & Entertainment End-Use and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 67: China 6-Year Perspective for Natural Language Understanding by End-Use - Percentage Breakdown of Value Sales for Retail & E-Commerce End-Use, Healthcare & Life Sciences End-Use, BFSI End-Use, IT & Telecommunications End-Use, Media & Entertainment End-Use and Other End-Uses for the Years 2025 & 2030
    • TABLE 68: China Recent Past, Current & Future Analysis for Natural Language Understanding by Product Type - Rule-based Systems, Statistical Systems and Hybrid Systems - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 69: China 6-Year Perspective for Natural Language Understanding by Product Type - Percentage Breakdown of Value Sales for Rule-based Systems, Statistical Systems and Hybrid Systems for the Years 2025 & 2030
  • EUROPE
    • Natural Language Understanding Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Europe for 2025 (E)
    • TABLE 70: Europe Recent Past, Current & Future Analysis for Natural Language Understanding by Geographic Region - France, Germany, Italy, UK and Rest of Europe Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 71: Europe 6-Year Perspective for Natural Language Understanding by Geographic Region - Percentage Breakdown of Value Sales for France, Germany, Italy, UK and Rest of Europe Markets for Years 2025 & 2030
    • TABLE 72: Europe Recent Past, Current & Future Analysis for Natural Language Understanding by Offering Type - Natural Language Understanding Solutions and Natural Language Understanding Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 73: Europe 6-Year Perspective for Natural Language Understanding by Offering Type - Percentage Breakdown of Value Sales for Natural Language Understanding Solutions and Natural Language Understanding Services for the Years 2025 & 2030
    • TABLE 74: Europe Recent Past, Current & Future Analysis for Natural Language Understanding by Application - Data Capture Application, Other Applications, Chatbots & Virtual Assistants Application, Sentiment Analysis Application, Text Analysis Application and Customer Experience Management Application - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 75: Europe 6-Year Perspective for Natural Language Understanding by Application - Percentage Breakdown of Value Sales for Data Capture Application, Other Applications, Chatbots & Virtual Assistants Application, Sentiment Analysis Application, Text Analysis Application and Customer Experience Management Application for the Years 2025 & 2030
    • TABLE 76: Europe Recent Past, Current & Future Analysis for Natural Language Understanding by End-Use - Retail & E-Commerce End-Use, Healthcare & Life Sciences End-Use, BFSI End-Use, IT & Telecommunications End-Use, Media & Entertainment End-Use and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 77: Europe 6-Year Perspective for Natural Language Understanding by End-Use - Percentage Breakdown of Value Sales for Retail & E-Commerce End-Use, Healthcare & Life Sciences End-Use, BFSI End-Use, IT & Telecommunications End-Use, Media & Entertainment End-Use and Other End-Uses for the Years 2025 & 2030
    • TABLE 78: Europe Recent Past, Current & Future Analysis for Natural Language Understanding by Product Type - Rule-based Systems, Statistical Systems and Hybrid Systems - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 79: Europe 6-Year Perspective for Natural Language Understanding by Product Type - Percentage Breakdown of Value Sales for Rule-based Systems, Statistical Systems and Hybrid Systems for the Years 2025 & 2030
  • FRANCE
    • Natural Language Understanding Market Presence - Strong/Active/Niche/Trivial - Key Competitors in France for 2025 (E)
    • TABLE 80: France Recent Past, Current & Future Analysis for Natural Language Understanding by Offering Type - Natural Language Understanding Solutions and Natural Language Understanding Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 81: France 6-Year Perspective for Natural Language Understanding by Offering Type - Percentage Breakdown of Value Sales for Natural Language Understanding Solutions and Natural Language Understanding Services for the Years 2025 & 2030
    • TABLE 82: France Recent Past, Current & Future Analysis for Natural Language Understanding by Application - Data Capture Application, Other Applications, Chatbots & Virtual Assistants Application, Sentiment Analysis Application, Text Analysis Application and Customer Experience Management Application - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 83: France 6-Year Perspective for Natural Language Understanding by Application - Percentage Breakdown of Value Sales for Data Capture Application, Other Applications, Chatbots & Virtual Assistants Application, Sentiment Analysis Application, Text Analysis Application and Customer Experience Management Application for the Years 2025 & 2030
    • TABLE 84: France Recent Past, Current & Future Analysis for Natural Language Understanding by End-Use - Retail & E-Commerce End-Use, Healthcare & Life Sciences End-Use, BFSI End-Use, IT & Telecommunications End-Use, Media & Entertainment End-Use and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 85: France 6-Year Perspective for Natural Language Understanding by End-Use - Percentage Breakdown of Value Sales for Retail & E-Commerce End-Use, Healthcare & Life Sciences End-Use, BFSI End-Use, IT & Telecommunications End-Use, Media & Entertainment End-Use and Other End-Uses for the Years 2025 & 2030
    • TABLE 86: France Recent Past, Current & Future Analysis for Natural Language Understanding by Product Type - Rule-based Systems, Statistical Systems and Hybrid Systems - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 87: France 6-Year Perspective for Natural Language Understanding by Product Type - Percentage Breakdown of Value Sales for Rule-based Systems, Statistical Systems and Hybrid Systems for the Years 2025 & 2030
  • GERMANY
    • Natural Language Understanding Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Germany for 2025 (E)
    • TABLE 88: Germany Recent Past, Current & Future Analysis for Natural Language Understanding by Offering Type - Natural Language Understanding Solutions and Natural Language Understanding Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 89: Germany 6-Year Perspective for Natural Language Understanding by Offering Type - Percentage Breakdown of Value Sales for Natural Language Understanding Solutions and Natural Language Understanding Services for the Years 2025 & 2030
    • TABLE 90: Germany Recent Past, Current & Future Analysis for Natural Language Understanding by Application - Data Capture Application, Other Applications, Chatbots & Virtual Assistants Application, Sentiment Analysis Application, Text Analysis Application and Customer Experience Management Application - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 91: Germany 6-Year Perspective for Natural Language Understanding by Application - Percentage Breakdown of Value Sales for Data Capture Application, Other Applications, Chatbots & Virtual Assistants Application, Sentiment Analysis Application, Text Analysis Application and Customer Experience Management Application for the Years 2025 & 2030
    • TABLE 92: Germany Recent Past, Current & Future Analysis for Natural Language Understanding by End-Use - Retail & E-Commerce End-Use, Healthcare & Life Sciences End-Use, BFSI End-Use, IT & Telecommunications End-Use, Media & Entertainment End-Use and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 93: Germany 6-Year Perspective for Natural Language Understanding by End-Use - Percentage Breakdown of Value Sales for Retail & E-Commerce End-Use, Healthcare & Life Sciences End-Use, BFSI End-Use, IT & Telecommunications End-Use, Media & Entertainment End-Use and Other End-Uses for the Years 2025 & 2030
    • TABLE 94: Germany Recent Past, Current & Future Analysis for Natural Language Understanding by Product Type - Rule-based Systems, Statistical Systems and Hybrid Systems - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 95: Germany 6-Year Perspective for Natural Language Understanding by Product Type - Percentage Breakdown of Value Sales for Rule-based Systems, Statistical Systems and Hybrid Systems for the Years 2025 & 2030
  • ITALY
    • TABLE 96: Italy Recent Past, Current & Future Analysis for Natural Language Understanding by Offering Type - Natural Language Understanding Solutions and Natural Language Understanding Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 97: Italy 6-Year Perspective for Natural Language Understanding by Offering Type - Percentage Breakdown of Value Sales for Natural Language Understanding Solutions and Natural Language Understanding Services for the Years 2025 & 2030
    • TABLE 98: Italy Recent Past, Current & Future Analysis for Natural Language Understanding by Application - Data Capture Application, Other Applications, Chatbots & Virtual Assistants Application, Sentiment Analysis Application, Text Analysis Application and Customer Experience Management Application - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 99: Italy 6-Year Perspective for Natural Language Understanding by Application - Percentage Breakdown of Value Sales for Data Capture Application, Other Applications, Chatbots & Virtual Assistants Application, Sentiment Analysis Application, Text Analysis Application and Customer Experience Management Application for the Years 2025 & 2030
    • TABLE 100: Italy Recent Past, Current & Future Analysis for Natural Language Understanding by End-Use - Retail & E-Commerce End-Use, Healthcare & Life Sciences End-Use, BFSI End-Use, IT & Telecommunications End-Use, Media & Entertainment End-Use and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 101: Italy 6-Year Perspective for Natural Language Understanding by End-Use - Percentage Breakdown of Value Sales for Retail & E-Commerce End-Use, Healthcare & Life Sciences End-Use, BFSI End-Use, IT & Telecommunications End-Use, Media & Entertainment End-Use and Other End-Uses for the Years 2025 & 2030
    • TABLE 102: Italy Recent Past, Current & Future Analysis for Natural Language Understanding by Product Type - Rule-based Systems, Statistical Systems and Hybrid Systems - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 103: Italy 6-Year Perspective for Natural Language Understanding by Product Type - Percentage Breakdown of Value Sales for Rule-based Systems, Statistical Systems and Hybrid Systems for the Years 2025 & 2030
  • UNITED KINGDOM
    • Natural Language Understanding Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United Kingdom for 2025 (E)
    • TABLE 104: UK Recent Past, Current & Future Analysis for Natural Language Understanding by Offering Type - Natural Language Understanding Solutions and Natural Language Understanding Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 105: UK 6-Year Perspective for Natural Language Understanding by Offering Type - Percentage Breakdown of Value Sales for Natural Language Understanding Solutions and Natural Language Understanding Services for the Years 2025 & 2030
    • TABLE 106: UK Recent Past, Current & Future Analysis for Natural Language Understanding by Application - Data Capture Application, Other Applications, Chatbots & Virtual Assistants Application, Sentiment Analysis Application, Text Analysis Application and Customer Experience Management Application - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 107: UK 6-Year Perspective for Natural Language Understanding by Application - Percentage Breakdown of Value Sales for Data Capture Application, Other Applications, Chatbots & Virtual Assistants Application, Sentiment Analysis Application, Text Analysis Application and Customer Experience Management Application for the Years 2025 & 2030
    • TABLE 108: UK Recent Past, Current & Future Analysis for Natural Language Understanding by End-Use - Retail & E-Commerce End-Use, Healthcare & Life Sciences End-Use, BFSI End-Use, IT & Telecommunications End-Use, Media & Entertainment End-Use and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 109: UK 6-Year Perspective for Natural Language Understanding by End-Use - Percentage Breakdown of Value Sales for Retail & E-Commerce End-Use, Healthcare & Life Sciences End-Use, BFSI End-Use, IT & Telecommunications End-Use, Media & Entertainment End-Use and Other End-Uses for the Years 2025 & 2030
    • TABLE 110: UK Recent Past, Current & Future Analysis for Natural Language Understanding by Product Type - Rule-based Systems, Statistical Systems and Hybrid Systems - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 111: UK 6-Year Perspective for Natural Language Understanding by Product Type - Percentage Breakdown of Value Sales for Rule-based Systems, Statistical Systems and Hybrid Systems for the Years 2025 & 2030
  • REST OF EUROPE
    • TABLE 112: Rest of Europe Recent Past, Current & Future Analysis for Natural Language Understanding by Offering Type - Natural Language Understanding Solutions and Natural Language Understanding Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 113: Rest of Europe 6-Year Perspective for Natural Language Understanding by Offering Type - Percentage Breakdown of Value Sales for Natural Language Understanding Solutions and Natural Language Understanding Services for the Years 2025 & 2030
    • TABLE 114: Rest of Europe Recent Past, Current & Future Analysis for Natural Language Understanding by Application - Data Capture Application, Other Applications, Chatbots & Virtual Assistants Application, Sentiment Analysis Application, Text Analysis Application and Customer Experience Management Application - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 115: Rest of Europe 6-Year Perspective for Natural Language Understanding by Application - Percentage Breakdown of Value Sales for Data Capture Application, Other Applications, Chatbots & Virtual Assistants Application, Sentiment Analysis Application, Text Analysis Application and Customer Experience Management Application for the Years 2025 & 2030
    • TABLE 116: Rest of Europe Recent Past, Current & Future Analysis for Natural Language Understanding by End-Use - Retail & E-Commerce End-Use, Healthcare & Life Sciences End-Use, BFSI End-Use, IT & Telecommunications End-Use, Media & Entertainment End-Use and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 117: Rest of Europe 6-Year Perspective for Natural Language Understanding by End-Use - Percentage Breakdown of Value Sales for Retail & E-Commerce End-Use, Healthcare & Life Sciences End-Use, BFSI End-Use, IT & Telecommunications End-Use, Media & Entertainment End-Use and Other End-Uses for the Years 2025 & 2030
    • TABLE 118: Rest of Europe Recent Past, Current & Future Analysis for Natural Language Understanding by Product Type - Rule-based Systems, Statistical Systems and Hybrid Systems - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 119: Rest of Europe 6-Year Perspective for Natural Language Understanding by Product Type - Percentage Breakdown of Value Sales for Rule-based Systems, Statistical Systems and Hybrid Systems for the Years 2025 & 2030
  • ASIA-PACIFIC
    • Natural Language Understanding Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Asia-Pacific for 2025 (E)
    • TABLE 120: Asia-Pacific Recent Past, Current & Future Analysis for Natural Language Understanding by Offering Type - Natural Language Understanding Solutions and Natural Language Understanding Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 121: Asia-Pacific 6-Year Perspective for Natural Language Understanding by Offering Type - Percentage Breakdown of Value Sales for Natural Language Understanding Solutions and Natural Language Understanding Services for the Years 2025 & 2030
    • TABLE 122: Asia-Pacific Recent Past, Current & Future Analysis for Natural Language Understanding by Application - Data Capture Application, Other Applications, Chatbots & Virtual Assistants Application, Sentiment Analysis Application, Text Analysis Application and Customer Experience Management Application - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 123: Asia-Pacific 6-Year Perspective for Natural Language Understanding by Application - Percentage Breakdown of Value Sales for Data Capture Application, Other Applications, Chatbots & Virtual Assistants Application, Sentiment Analysis Application, Text Analysis Application and Customer Experience Management Application for the Years 2025 & 2030
    • TABLE 124: Asia-Pacific Recent Past, Current & Future Analysis for Natural Language Understanding by End-Use - Retail & E-Commerce End-Use, Healthcare & Life Sciences End-Use, BFSI End-Use, IT & Telecommunications End-Use, Media & Entertainment End-Use and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 125: Asia-Pacific 6-Year Perspective for Natural Language Understanding by End-Use - Percentage Breakdown of Value Sales for Retail & E-Commerce End-Use, Healthcare & Life Sciences End-Use, BFSI End-Use, IT & Telecommunications End-Use, Media & Entertainment End-Use and Other End-Uses for the Years 2025 & 2030
    • TABLE 126: Asia-Pacific Recent Past, Current & Future Analysis for Natural Language Understanding by Product Type - Rule-based Systems, Statistical Systems and Hybrid Systems - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 127: Asia-Pacific 6-Year Perspective for Natural Language Understanding by Product Type - Percentage Breakdown of Value Sales for Rule-based Systems, Statistical Systems and Hybrid Systems for the Years 2025 & 2030
  • REST OF WORLD
    • TABLE 128: Rest of World Recent Past, Current & Future Analysis for Natural Language Understanding by Offering Type - Natural Language Understanding Solutions and Natural Language Understanding Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 129: Rest of World 6-Year Perspective for Natural Language Understanding by Offering Type - Percentage Breakdown of Value Sales for Natural Language Understanding Solutions and Natural Language Understanding Services for the Years 2025 & 2030
    • TABLE 130: Rest of World Recent Past, Current & Future Analysis for Natural Language Understanding by Application - Data Capture Application, Other Applications, Chatbots & Virtual Assistants Application, Sentiment Analysis Application, Text Analysis Application and Customer Experience Management Application - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 131: Rest of World 6-Year Perspective for Natural Language Understanding by Application - Percentage Breakdown of Value Sales for Data Capture Application, Other Applications, Chatbots & Virtual Assistants Application, Sentiment Analysis Application, Text Analysis Application and Customer Experience Management Application for the Years 2025 & 2030
    • TABLE 132: Rest of World Recent Past, Current & Future Analysis for Natural Language Understanding by End-Use - Retail & E-Commerce End-Use, Healthcare & Life Sciences End-Use, BFSI End-Use, IT & Telecommunications End-Use, Media & Entertainment End-Use and Other End-Uses - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 133: Rest of World 6-Year Perspective for Natural Language Understanding by End-Use - Percentage Breakdown of Value Sales for Retail & E-Commerce End-Use, Healthcare & Life Sciences End-Use, BFSI End-Use, IT & Telecommunications End-Use, Media & Entertainment End-Use and Other End-Uses for the Years 2025 & 2030
    • TABLE 134: Rest of World Recent Past, Current & Future Analysis for Natural Language Understanding by Product Type - Rule-based Systems, Statistical Systems and Hybrid Systems - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 135: Rest of World 6-Year Perspective for Natural Language Understanding by Product Type - Percentage Breakdown of Value Sales for Rule-based Systems, Statistical Systems and Hybrid Systems for the Years 2025 & 2030

IV. COMPETITION