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全球自然語言理解 (NLU) 市場的市場規模、佔有率和成長分析：按產品、按類型、按應用 - 產業預測（截至 2029 年）
市場調查報告書
商品編碼
1516914

全球自然語言理解 (NLU) 市場的市場規模、佔有率和成長分析：按產品、按類型、按應用 - 產業預測（截至 2029 年）

Natural Language Understanding (NLU) Market Size, Share, Growth Analysis, By Offering (Solutions, Services), Type, Application (Machine Translation, Chatbots & Virtual Assistants, Sentiment Analysis, Data Capture) - Global Industry Forecast to 2029
出版日期: | 出版商: MarketsandMarkets | 英文 334 Pages | 訂單完成後即時交付

價格

全球自然語言理解（NLU）市場規模預計到 2024 年為 192 億美元，到 2029 年將達到 629 億美元，預測期內複合年成長率為 26.8%。消費者對個人化和複雜互動的期望不斷變化，正在顯著影響自然語言理解 (NLU) 工具的市場需求。大約 20% 的 Google搜尋是透過語音進行的，這一事實證明了這種轉變，突顯了人們對直覺和對話式介面的日益偏好。無法將 NLU 工具整合到業務中的公司可能會面臨其所能提供的客戶體驗水準受到限制的風險。 NLU 使組織能夠理解和回應個人客戶輸入的細微差別，包括語音命令、基於文字的查詢和社交媒體互動。

調查範圍
調查年份 2019-2029
基準年 2023年
預測期 2024-2029
單元 10億美元
部分 產品、解決方案（按部署方法）、服務、類型、應用程式、產業
目標區域 北美、歐洲、亞太地區、中東/非洲、拉丁美洲

“通過提供，解決方案領域預計將在預測期內保持最大的市場規模。”

解決方案部門由平台、軟體工具和框架組成，提供全面的產品和多功能性。 NLU 平台提供端到端解決方案，包括資料預處理、模型訓練、部署和分析。這使得它非常適合尋求整合和可擴展 NLU 功能的企業。這些平台通常附帶預先建置的模型和 API，以加快開發速度並促進 NLU 應用程式跨不同領域的快速部署。另一方面，軟體工具框架使開發人員能夠靈活地創建可滿足特定用例和要求的客製化 NLU 解決方案。它們提供廣泛的功能，例如自然語言處理 (NLP) 庫、情緒分析工具和語音辨識功能，使開發人員能夠開發創新的 NLU 應用程式。

“按類型分類，混合市場預計在預測期內將以最高複合年成長率成長。”

混合NLU 結合了統計方法和基於規則的方法，由於能夠結合兩種方法的優勢，因此在 NLU 市場中迅速成長。基於規則的 NLU 依靠預先定義的規則和模型來解釋語言，雖然它具有很高的準確性，但它對新資料和上下文的適應性有限。相較之下，統計 NLU 利用機器學習演算法從資料中學習模式和關係，提供靈活性，但需要大量標記資料進行訓練。混合NLU 利用基於規則的邏輯來解釋結構化資料，並使用統計模型來處理非結構化和細緻的語言輸入。這種組合方法提高了準確性、擴充性和適應性，使其適合複雜的用例，例如虛擬助理、情感分析和對話式人工智慧。

“預計亞太地區在預測期內的複合年成長率最高。”

亞太地區目前正在迅速擴張，並已成為自然語言理解 (NLU) 領域成長最快的市場。這種成長是由多種因素推動的，包括醫療保健、金融、零售和客戶服務等行業擴大使用人工智慧和機器學習技術。中國、印度、日本和韓國等國家正大力投資 NLU 研發，從而產生針對地區語言和方言量身定做的高階語言處理能力。此外，對個人化客戶體驗、有效溝通平台和業務自動化日益成長的需求正在推動 NLU 解決方案在亞太地區的採用。

本報告研究和分析了全球自然語言理解 (NLU) 市場，提供了關鍵促進因素和限制因素、競爭格局和未來趨勢的資訊。

目錄

第1章簡介

第2章調查方法

第3章執行摘要

第 4 章重要考察

  • 自然語言理解 (NLU) 市場對公司有吸引力的機會
  • 自然語言理解 (NLU) 市場：以三大產業分類
  • 北美自然語言理解 (NLU) 市場：按產品分類，三大產業
  • 自然語言理解 (NLU) 市場：按地區

第5章市場概況及產業趨勢

  • 介紹
  • 市場動態
    • 促進因素
    • 抑制因素
    • 機會
    • 任務
  • 影響客戶業務的趨勢/干擾
  • 價格分析
    • 主要企業平均售價趨勢：依用途
    • 自然語言理解 (NLU) 解決方案的參考價格分析：透過提供
  • 供應鏈分析
  • 生態系統
    • 平台提供者
    • 服務供應商
    • 軟體工具和框架提供者
    • 監管機構
  • 技術分析
    • 主要技術
    • 互補技術
    • 鄰近技術
  • 專利分析
  • 重大會議和活動（2024-2025）
  • 監管環境
  • 波特五力分析
  • 主要相關利益者和採購標準
  • 自然語言理解 (NLU) 市場：演化
  • 自然語言理解 (NLU) 市場技術藍圖
  • 自然語言理解 (NLU) 的各個階段
  • 投資金籌措場景
  • 案例研究分析

第6章 自然語言理解 (NLU) 市場：透過提供

  • 介紹
  • 解決方案
  • 解決方案：按部署方法
  • 服務

第 7 章 自然語言理解 (NLU) 市場：依類型

  • 介紹
  • 規則庫
  • 統計
  • 混合

第 8 章 自然語言理解 (NLU) 市場：依應用分類

  • 介紹
  • 聊天機器人/虛擬助理
  • 客戶經驗管理
  • 文字分析
  • 情緒分析
  • IVR/訊息路由
  • 資料採集
  • 機器翻譯
  • 其他用途

第 9 章 自然語言理解 (NLU) 市場：依行業分類

  • 介紹
  • BFSI
  • 醫學/生命科學
  • 零售/電子商務
  • IT,ITES
  • 運輸/物流
  • 政府/公共部門
  • 媒體娛樂
  • 製造業
  • 通訊
  • 其他行業

第 10 章 自然語言理解 (NLU) 市場：按地區

  • 介紹
  • 北美洲
    • 市場促進因素
    • 景氣衰退的影響
    • 美國
    • 加拿大
  • 歐洲
    • 市場促進因素
    • 景氣衰退的影響
    • 英國
    • 德國
    • 法國
    • 西班牙
    • 義大利
    • 歐洲其他地區
  • 亞太地區
    • 市場促進因素
    • 景氣衰退的影響
    • 中國
    • 日本
    • 印度
    • 韓國
    • ASEAN
    • 其他亞太地區
  • 中東/非洲
    • 市場促進因素
    • 景氣衰退的影響
    • 中東
    • 非洲
  • 拉丁美洲
    • 市場促進因素
    • 景氣衰退的影響
    • 巴西
    • 墨西哥
    • 阿根廷
    • 其他拉丁美洲

第11章競爭格局

  • 概述
  • 主要企業策略
  • 收益分析
  • 市場佔有率分析
  • 品牌/產品比較分析
  • 企業評價矩陣：主要企業（2023年）
  • 公司評估矩陣：Start-Ups/中小企業（2023）
  • 競爭格局及趨勢
  • 主要供應商的企業估值和財務指標

第12章 公司簡介

  • 介紹
  • 主要企業
    • MICROSOFT
    • GOOGLE
    • IBM
    • AWS
    • ORACLE
    • SALESFORCE
    • SAS INSTITUTE
    • OPENAI
    • META
    • SOUNDHOUND AI
  • 主要企業
    • IQVIA
    • LIVEPERSON
    • HAPTIK
    • KAPICHE
    • RASA
    • MINDMELD
    • HUGGING FACE
    • CONVERSICA
    • EXPERT.AI
    • VERBIO TECHNOLOGIES
    • WOLFRAM
    • CORTICAL.IO
    • OMILIA
    • COGNIGY
    • PLASTICITY
  • Start-Ups/小型企業
    • AFFORAI
    • TUNE AI
    • VERBIT.AI
    • SYNTHESYS
    • PICOVOICE
    • SYMBL.AI
    • TISANE LABS
    • PROSA.AI
    • ABACUS.AI
    • FORETHOUGHT

第13章 鄰近及相關市場

  • 介紹
  • 自然語言處理市場 - 世界預測（~2028）
    • 市場定義
    • 市場概況
  • 互動式人工智慧市場 - 全球預測（~2030 年）
    • 市場定義
    • 市場概況

第14章附錄

Product Code: TC 9061

The global natural language understanding (NLU) market is valued at USD 19.2 billion in 2024 and is estimated to reach USD 62.9 billion in 2029, registering a CAGR of 26.8% during the forecast period. The evolution of consumer expectations towards personalized and sophisticated interactions has significantly shaped the market demand for Natural Language Understanding (NLU) tools. This shift is evident in the fact that approximately 20% of Google searches are conducted via voice, highlighting the growing preference for intuitive and conversational interfaces. Businesses that fail to integrate NLU tools into their operations risk constraining the level of customer experience they can offer. NLU empowers organizations to understand and respond to the nuances of individual customer inputs, whether through voice commands, text-based queries, or social media interactions.

Scope of the Report
Years Considered for the Study2019-2029
Base Year2023
Forecast Period2024-2029
Units ConsideredUSD (Billion)
SegmentsOffering, Solutions by Deployment Mode and Services, Type, Application and Verticals
Regions coveredNorth America, Europe, Asia Pacific, Middle East & Africa, Latin America

"By offering, the solution segment is projected to hold the largest market size during the forecast period."

The solution segment, comprising platforms and software tools & frameworks, offers comprehensive offerings and versatility. NLU platforms offer end-to-end solutions that encompass data preprocessing, model training, deployment, and analytics. This makes them highly suitable for businesses seeking integrated and scalable NLU capabilities. These platforms often come equipped with pre-built models and APIs, which expedite development and facilitate the rapid deployment of NLU applications across various domains. On the other hand, software tools & frameworks offer developers the flexibility to create customized NLU solutions that cater to specific use cases and requirements. They provide a wide range of features, including natural language processing (NLP) libraries, sentiment analysis tools, and speech recognition capabilities, empowering developers to develop innovative NLU applications.

"By type, hybrid segment is registered to grow at the highest CAGR during the forecast period."

Hybrid NLU, which combines statistical and rule-based approaches, is growing rapidly in the NLU market due to its ability to combine the strengths of both approaches. Rule-based NLU relies on predefined rules and models to interpret language, providing accuracy but limited adaptability to new data and contexts. In contrast, statistical NLU utilizes machine learning algorithms to learn patterns and relationships from data, providing flexibility but requiring significant quantities of labeled data for training. Hybrid NLU utilizes rule-based logic to interpret structured data with statistical models to handle unstructured and nuanced language input. This combination approach improves accuracy, scalability, and adaptability, making it suitable for complex use cases such as virtual assistants, sentiment analysis, and conversational AI.

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

The Asia Pacific region is currently undergoing rapid expansion and is emerging as the most rapidly growing market in the natural language understanding (NLU) sector. This growth is being fueled by various factors, such as the increasing utilization of AI and machine learning technologies in industries like healthcare, finance, retail, and customer service. Countries like China, India, Japan, and South Korea are observing substantial investments in NLU research and development, resulting in the creation of sophisticated language processing capabilities customized for regional languages and dialects. Furthermore, the growing need for personalized customer experiences, effective communication platforms, and automation in businesses is propelling the adoption of NLU solutions in the Asia Pacific region.

Breakdown of primaries

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

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

Major vendors offering NLU solutions and services across the globe are Microsoft (US), Google (US), IBM (US), AWS (US), Meta (US), SAS Institute, Oracle (US), Salesforce (US), OpenAI (US), SoundHound AI (US), IQVIA (US), LivePerson (US), Haptik (India), Kapiche (Australia), Rasa (US), MindMeld (US), Hugging Face (US), Conversica (US), Expert.ai (Italy), Verbio Technologies (Spain), Wolfram (US), Cortical.io (Austria), Omilia (Cyprus), Cognigy (Germany), Plasticity (US), Afforai (US), Tune AI (US), Vebrit.ai (US), Synthesys (UK), Picovoice (Canada), Symbl.ai (US), Tisane Labs (Singapore), Prosa.ai (Indonesia), Abacus.AI (US), Forethought (US).

Research Coverage

The market study covers natural language understanding (NLU) across segments. It aims at estimating the market size and the growth potential across different segments, such as offering (solutions [platform and software tools & frameowrks], solutions by deployment mode, and services), type, application, vertical and region. It includes an in-depth competitive analysis of the key players in the market, along with their company profiles, key observations related to product and business offerings, recent developments, and key market strategies.

Key Benefits of Buying the Report

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

The report provides insights on the following pointers:

  • Analysis of key drivers (Growing consumer demand for personalized & intuitive interactions, increased productivity & reduced call duration in contact centers, ising demand for brand messaging and exponential growth of unstructured text data), restraints (High costs restrict NLU adoption to larger, well-funded organizations, data sensitivity hampers NLU market growth, necessitating robust security measures), opportunities (Advancements in NLU enable cognitive understanding for enhanced AI capabilities, emotion recognition-based NLU to unlock empathetic AI for personalized user experiences, industry-specific NLU solutions offer an opportunity to revolutionize sector operations), and challenges (Lexical ambiguity challenges NLU accuracy with multiple word meanings and bias in training data can lead to discriminatory predictions in NLU) influencing the growth of the natural language understanding (NLU) market
  • Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the natural language understanding (NLU) market.
  • Market Development: Comprehensive information about lucrative markets - the report analyses the natural language understanding (NLU) market across varied regions.
  • Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in NLU market strategies; the report also helps stakeholders understand the pulse of the natural language understanding (NLU) market and provides them with information on key market drivers, restraints, challenges, and opportunities.
  • Competitive Assessment: In-depth assessment of market shares, growth strategies and service offerings of leading players such as Microsoft (US), Google (US), IBM (US), AWS (US) and Oracle (US) among others in the natural language understanding (NLU) market.

TABLE OF CONTENTS

1 INTRODUCTION

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

2 RESEARCH METHODOLOGY

  • 2.1 RESEARCH DATA
    • 2.1.1 SECONDARY DATA
    • 2.1.2 PRIMARY DATA
      • 2.1.2.1 Breakup of primary profiles
      • 2.1.2.2 Key industry insights
  • 2.2 MARKET BREAKUP AND DATA TRIANGULATION
  • 2.3 MARKET SIZE ESTIMATION
    • 2.3.1 TOP-DOWN APPROACH
    • 2.3.2 BOTTOM-UP APPROACH
  • 2.4 MARKET FORECAST
  • 2.5 RESEARCH ASSUMPTIONS
  • 2.6 RESEARCH LIMITATIONS
  • 2.7 IMPLICATION OF RECESSION ON GLOBAL NATURAL LANGUAGE UNDERSTANDING MARKET

3 EXECUTIVE SUMMARY

4 PREMIUM INSIGHTS

  • 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN NATURAL LANGUAGE UNDERSTANDING MARKET
  • 4.2 NATURAL LANGUAGE UNDERSTANDING MARKET, BY TOP 3 VERTICALS
  • 4.3 NATURAL LANGUAGE UNDERSTANDING MARKET IN NORTH AMERICA, BY OFFERING AND TOP 3 VERTICALS
  • 4.4 NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION

5 MARKET OVERVIEW AND INDUSTRY TRENDS

  • 5.1 INTRODUCTION
  • 5.2 MARKET DYNAMICS
    • 5.2.1 DRIVERS
      • 5.2.1.1 Growing demand for personalized and intuitive interactions
      • 5.2.1.2 Focus on customer-centric approaches and operational efficiency
      • 5.2.1.3 Rising demand for brand messaging driving adoption of robust NLU solutions
      • 5.2.1.4 Exponential growth of unstructured text data fueling demand for NLU
    • 5.2.2 RESTRAINTS
      • 5.2.2.1 High implementation costs and lack of skilled professionals
      • 5.2.2.2 Data sensitivity hampering market growth and necessitating robust security measures
    • 5.2.3 OPPORTUNITIES
      • 5.2.3.1 Advancements in NLU enabling cognitive understanding for enhanced AI capabilities
      • 5.2.3.2 Emotion recognition-based NLU unlocking empathetic AI for personalized user experiences
      • 5.2.3.3 Industry-specific NLU solutions offering opportunity to revolutionize sector operations
    • 5.2.4 CHALLENGES
      • 5.2.4.1 Lexical ambiguity challenging accuracy of NLU with multiple word meanings
      • 5.2.4.2 Societal biases by language models in training data leading to discriminatory predictions in NLU
  • 5.3 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS' BUSINESSES
  • 5.4 PRICING ANALYSIS
    • 5.4.1 AVERAGE SELLING PRICE TRENDS OF KEY PLAYERS, BY APPLICATION
    • 5.4.2 INDICATIVE PRICING ANALYSIS OF NATURAL LANGUAGE UNDERSTANDING SOLUTIONS, BY OFFERING
  • 5.5 SUPPLY CHAIN ANALYSIS
  • 5.6 ECOSYSTEM
    • 5.6.1 PLATFORM PROVIDERS
    • 5.6.2 SERVICE PROVIDERS
    • 5.6.3 SOFTWARE TOOL AND FRAMEWORK PROVIDERS
    • 5.6.4 REGULATORY BODIES
  • 5.7 TECHNOLOGY ANALYSIS
    • 5.7.1 KEY TECHNOLOGIES
      • 5.7.1.1 Natural Language Processing (NLP)
      • 5.7.1.2 Machine Learning (ML)
      • 5.7.1.3 Deep learning
      • 5.7.1.4 Speech recognition
    • 5.7.2 COMPLEMENTARY TECHNOLOGIES
      • 5.7.2.1 Big data analytics
      • 5.7.2.2 Cloud computing
      • 5.7.2.3 IoT
    • 5.7.3 ADJACENT TECHNOLOGIES
      • 5.7.3.1 Blockchain
      • 5.7.3.2 Cybersecurity
  • 5.8 PATENT ANALYSIS
    • 5.8.1 METHODOLOGY
      • 5.8.1.1 Patents type
      • 5.8.1.2 Innovation and patent applications
        • 5.8.1.2.1 Top 10 applicants in natural language understanding market
  • 5.9 KEY CONFERENCES AND EVENTS, 2024-2025
  • 5.10 REGULATORY LANDSCAPE
    • 5.10.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
      • 5.10.1.1 North America
        • 5.10.1.1.1 US
        • 5.10.1.1.2 Canada
      • 5.10.1.2 Europe
      • 5.10.1.3 Asia Pacific
        • 5.10.1.3.1 China
        • 5.10.1.3.2 India
        • 5.10.1.3.3 Japan
        • 5.10.1.3.4 South Korea
      • 5.10.1.4 Middle East & Africa
        • 5.10.1.4.1 UAE
        • 5.10.1.4.2 KSA
      • 5.10.1.5 Latin America
        • 5.10.1.5.1 Brazil
        • 5.10.1.5.2 Mexico
  • 5.11 PORTER'S FIVE FORCES ANALYSIS
    • 5.11.1 THREAT OF NEW ENTRANTS
    • 5.11.2 THREAT OF SUBSTITUTES
    • 5.11.3 BARGAINING POWER OF SUPPLIERS
    • 5.11.4 BARGAINING POWER OF BUYERS
    • 5.11.5 INTENSITY OF COMPETITION RIVALRY
  • 5.12 KEY STAKEHOLDERS AND BUYING CRITERIA
    • 5.12.1 KEY STAKEHOLDERS IN BUYING PROCESS
    • 5.12.2 BUYING CRITERIA
  • 5.13 NATURAL LANGUAGE UNDERSTANDING MARKET: EVOLUTION
  • 5.14 TECHNOLOGY ROADMAP OF NATURAL LANGUAGE UNDERSTANDING MARKET
  • 5.15 PHASES OF NATURAL LANGUAGE UNDERSTANDING
    • 5.15.1 LEXICAL ANALYSIS
    • 5.15.2 SYNTACTIC ANALYSIS (PARSING)
    • 5.15.3 SEMANTIC ANALYSIS
    • 5.15.4 DISCOURSE INTEGRATION
    • 5.15.5 PRAGMATIC ANALYSIS
  • 5.16 INVESTMENT AND FUNDING SCENARIO
  • 5.17 CASE STUDY ANALYSIS
    • 5.17.1 CLEARSCOPE LEVERAGED IBM WATSON FOR AUTOMATED SEO AND ACHIEVED SIGNIFICANT TRAFFIC GROWTH
    • 5.17.2 VERBIO'S CALL AUTOMATION SOLUTION REVOLUTIONIZED MAJOR SPANISH BANKS' CUSTOMER SERVICE
    • 5.17.3 CORTICAL.IO'S SEMANTICPRO EXTRACT & ANALYZE SOLUTION STREAMLINED RFP PROCESSING AND BOOSTED RESPONSE TIMES AND INSIGHTS
    • 5.17.4 OMILIA'S NLU TECHNOLOGY REVOLUTIONIZED VODAFONE GREECE'S CUSTOMER SERVICE EXPERIENCE
    • 5.17.5 EXPERT.AI AND ASSOCIATED PRESS ELEVATED NEWS DISCOVERY WITH ADVANCED NATURAL LANGUAGE UNDERSTANDING SOLUTIONS

6 NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING

  • 6.1 INTRODUCTION
    • 6.1.1 OFFERING: NATURAL LANGUAGE UNDERSTANDING MARKET DRIVERS
  • 6.2 SOLUTIONS
    • 6.2.1 DIVERSE NLU OFFERINGS DRIVE INNOVATION IN LANGUAGE UNDERSTANDING TECHNOLOGIES GLOBALLY
    • 6.2.2 PLATFORMS
    • 6.2.3 SOFTWARE TOOLS & FRAMEWORKS
  • 6.3 SOLUTION, BY DEPLOYMENT MODE
    • 6.3.1 NLU MARKET SOLUTIONS ADAPT TO CLOUD AND ON-PREMISES DEPLOYMENT DEMANDS
    • 6.3.2 CLOUD
    • 6.3.3 ON-PREMISES
  • 6.4 SERVICES
    • 6.4.1 NLU MARKET SERVICES OPTIMIZE ADOPTION WITH PROFESSIONAL AND MANAGED EXPERTISE
    • 6.4.2 PROFESSIONAL SERVICES
      • 6.4.2.1 Training & consulting
      • 6.4.2.2 System integration & implementation
      • 6.4.2.3 Support & maintenance
    • 6.4.3 MANAGED SERVICES

7 NATURAL LANGUAGE UNDERSTANDING MARKET, BY TYPE

  • 7.1 INTRODUCTION
    • 7.1.1 TYPE: NATURAL LANGUAGE UNDERSTANDING MARKET DRIVERS
  • 7.2 RULE-BASED
    • 7.2.1 RULE-BASED NLU SYSTEMS DRIVE PRECISION AND COMPLIANCE IN STRUCTURED DATA ENVIRONMENTS
  • 7.3 STATISTICAL
    • 7.3.1 STATISTICAL NLU MODELS ADVANCE WITH MACHINE LEARNING FOR NUANCED LANGUAGE UNDERSTANDING
  • 7.4 HYBRID
    • 7.4.1 HYBRID NLU MODELS INTEGRATE RULES AND MACHINE LEARNING FOR VERSATILE APPLICATIONS

8 NATURAL LANGUAGE UNDERSTANDING MARKET, BY APPLICATION

  • 8.1 INTRODUCTION
    • 8.1.1 APPLICATION: NATURAL LANGUAGE UNDERSTANDING MARKET DRIVERS
  • 8.2 CHATBOTS & VIRTUAL ASSISTANTS
    • 8.2.1 NLU-POWERED CHATBOTS AND VIRTUAL ASSISTANTS TO STREAMLINE CUSTOMER INTERACTIONS AND TASKS
  • 8.3 CUSTOMER EXPERIENCE MANAGEMENT
    • 8.3.1 RISING DEMAND FOR PERSONALIZED CUSTOMER INTERACTIONS TO DRIVE NLU SOLUTIONS
  • 8.4 TEXT ANALYSIS
    • 8.4.1 GROWING DEMAND FOR ACTIONABLE INSIGHTS FROM UNSTRUCTURED TEXT TO DRIVE NLU ADOPTION
  • 8.5 SENTIMENT ANALYSIS
    • 8.5.1 REAL-TIME SENTIMENT INSIGHTS DRIVE STRATEGIC DECISIONS AND ENHANCE CUSTOMER ENGAGEMENT
  • 8.6 IVR & MESSAGE ROUTING
    • 8.6.1 EFFICIENT CALL ROUTING AND 24/7 SERVICE DRIVE ADOPTION OF NLU-ENHANCED IVR SYSTEMS
  • 8.7 DATA CAPTURE
    • 8.7.1 EFFICIENT DATA ENTRY AUTOMATION DRIVES ADOPTION OF NLU-POWERED DATA CAPTURE
  • 8.8 MACHINE TRANSLATION
    • 8.8.1 IMPROVED GLOBAL COMMUNICATION THROUGH ACCURATE, CONTEXT-AWARE MACHINE TRANSLATIONS
  • 8.9 OTHER APPLICATIONS

9 NATURAL LANGUAGE UNDERSTANDING MARKET, BY VERTICAL

  • 9.1 INTRODUCTION
    • 9.1.1 VERTICAL: NATURAL LANGUAGE UNDERSTANDING MARKET DRIVERS
  • 9.2 BFSI
    • 9.2.1 INTEGRATION OF AI-DRIVEN NLU TO ENHANCE CUSTOMER INTERACTIONS IN BFSI
    • 9.2.2 FRAUD DETECTION & PREVENTION
    • 9.2.3 ALGORITHMIC TRADING
    • 9.2.4 RISK ASSESSMENT
    • 9.2.5 COMPLIANCE & REGULATORY MONITORING
    • 9.2.6 INSURANCE CLAIMS PROCESSING
  • 9.3 HEALTHCARE & LIFE SCIENCES
    • 9.3.1 NLU TO ENHANCE HEALTHCARE DIAGNOSTICS AND RESEARCH THROUGH ADVANCED DATA ANALYSIS
    • 9.3.2 CLINICAL DOCUMENTATION
    • 9.3.3 DISEASE DETECTION & SURVEILLANCE
    • 9.3.4 CLINICAL DECISION SUPPORT
    • 9.3.5 DRUG DISCOVERY & DEVELOPMENT
    • 9.3.6 HEALTHCARE DATA MINING AND QUERY UNDERSTANDING
  • 9.4 RETAIL & ECOMMERCE
    • 9.4.1 GROWING DEMAND FOR PERSONALIZED SHOPPING EXPERIENCES TO DRIVE NLU ADOPTION
    • 9.4.2 CUSTOMER SUPPORT & ENGAGEMENT
    • 9.4.3 SENTIMENT ANALYSIS
    • 9.4.4 PERSONALIZED RECOMMENDATION
    • 9.4.5 SEARCH ENGINE OPTIMIZATION
    • 9.4.6 SUPPLY CHAIN MANAGEMENT
  • 9.5 IT & ITES
    • 9.5.1 ADVANCED NLU SOLUTIONS TO STREAMLINE IT OPERATIONS AND CUSTOMER ENGAGEMENT
    • 9.5.2 IT HELP DESK AUTOMATION
    • 9.5.3 KNOWLEDGE MANAGEMENT
    • 9.5.4 SOFTWARE DEVELOPMENT
    • 9.5.5 PROJECT MANAGEMENT
  • 9.6 TRANSPORTATION & LOGISTICS
    • 9.6.1 NLU TO TRANSFORM LOGISTICS OPERATIONS WITH REAL-TIME INTELLIGENCE AND AUTOMATION
    • 9.6.2 ROUTE OPTIMIZATION
    • 9.6.3 FLEET MANAGEMENT
    • 9.6.4 INVENTORY VISIBILITY
    • 9.6.5 CUSTOMER SUPPORT AND TRACKING
  • 9.7 GOVERNMENT & PUBLIC SECTOR
    • 9.7.1 NLU TO DRIVE EFFICIENCY AND CITIZEN ENGAGEMENT IN GOVERNMENT SERVICES
    • 9.7.2 PUBLIC SERVICES
    • 9.7.3 SECURITY & INTELLIGENCE
    • 9.7.4 COMPLIANCE & LEGAL DOCUMENT MANAGEMENT
    • 9.7.5 INTELLIGENCE ANALYSIS & THREAT DETECTION
  • 9.8 MEDIA & ENTERTAINMENT
    • 9.8.1 DEMAND FOR PERSONALIZED CONTENT EXPERIENCES TO DRIVE NLU ADOPTION
    • 9.8.2 CONTENT PERSONALIZATION
    • 9.8.3 NEWS & CONTENT ANALYSIS
    • 9.8.4 AUDIENCE SENTIMENT ANALYSIS
    • 9.8.5 AUTOMATED CONTENT TAGGING AND CLASSIFICATION
  • 9.9 MANUFACTURING
    • 9.9.1 DEMAND FOR OPERATIONAL EFFICIENCY AND PREDICTIVE MAINTENANCE DRIVES NLU ADOPTION IN MANUFACTURING
    • 9.9.2 SUPPLY CHAIN OPTIMIZATION
    • 9.9.3 PRODUCTION OPTIMIZATION
    • 9.9.4 MAINTENANCE & PREDICTIVE ANALYTICS
    • 9.9.5 QUALITY CONTROL & DEFECT DETECTION
  • 9.10 TELECOMMUNICATION
    • 9.10.1 NLU ENHANCES TELECOM EFFICIENCY BY AUTOMATING CUSTOMER SUPPORT AND NETWORK MANAGEMENT
    • 9.10.2 AUTOMATED CUSTOMER SERVICE
    • 9.10.3 NETWORK MANAGEMENT
    • 9.10.4 VIRTUAL CALL CENTERS
    • 9.10.5 VOICE COMMAND AND CONTROL
  • 9.11 OTHER VERTICALS

10 NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION

  • 10.1 INTRODUCTION
  • 10.2 NORTH AMERICA
    • 10.2.1 MARKET DRIVERS
    • 10.2.2 RECESSION IMPACT
    • 10.2.3 US
      • 10.2.3.1 Strong presence of leading tech companies to fuel market
    • 10.2.4 CANADA
      • 10.2.4.1 Government investment in AI adoption to drive technological advancement and competitiveness
  • 10.3 EUROPE
    • 10.3.1 MARKET DRIVERS
    • 10.3.2 RECESSION IMPACT
    • 10.3.3 UK
      • 10.3.3.1 UK's stringent AI regulations and supportive policies to drive NLU innovation
    • 10.3.4 GERMANY
      • 10.3.4.1 Robust R&D investments to drive market
    • 10.3.5 FRANCE
      • 10.3.5.1 Increased funding and government support to drive market
    • 10.3.6 SPAIN
      • 10.3.6.1 Collaboration between government and tech giants to drive NLU market
    • 10.3.7 ITALY
      • 10.3.7.1 Increased adoption of AI-driven solutions across Italian industries to drive market
    • 10.3.8 REST OF EUROPE
  • 10.4 ASIA PACIFIC
    • 10.4.1 MARKET DRIVERS
    • 10.4.2 RECESSION IMPACT
    • 10.4.3 CHINA
      • 10.4.3.1 Rapid development of AI-powered chatbots to drive market
    • 10.4.4 JAPAN
      • 10.4.4.1 Japan's robust AI ecosystem and advanced technological infrastructure to enhance NLU adoption
    • 10.4.5 INDIA
      • 10.4.5.1 Increased government initiatives and diverse linguistic challenges to drive market
    • 10.4.6 SOUTH KOREA
      • 10.4.6.1 Robust AI infrastructure and government support to drive NLU innovation
    • 10.4.7 ASEAN
      • 10.4.7.1 Proactive AI strategies and robust digital economies to drive regional growth
    • 10.4.8 REST OF ASIA PACIFIC
  • 10.5 MIDDLE EAST & AFRICA
    • 10.5.1 MARKET DRIVERS
    • 10.5.2 RECESSION IMPACT
    • 10.5.3 MIDDLE EAST
      • 10.5.3.1 UAE
        • 10.5.3.1.1 National AI strategy to drive NLU technology growth
      • 10.5.3.2 Saudi Arabia
        • 10.5.3.2.1 Vision 2030 and strategic AI partnerships to drive NLU growth
      • 10.5.3.3 Turkey
        • 10.5.3.3.1 Increasing awareness of shipping companies to effectively manage complex shipping operations
      • 10.5.3.4 Qatar
        • 10.5.3.4.1 National AI strategy and robust startup ecosystem to drive NLU market
      • 10.5.3.5 Rest of Middle East
    • 10.5.4 AFRICA
  • 10.6 LATIN AMERICA
    • 10.6.1 MARKET DRIVERS
    • 10.6.2 RECESSION IMPACT
    • 10.6.3 BRAZIL
      • 10.6.3.1 National AI strategy and regulatory framework to drive NLU market
    • 10.6.4 MEXICO
      • 10.6.4.1 Government initiatives toward technological advancements to boost growth
    • 10.6.5 ARGENTINA
      • 10.6.5.1 Robust tech ecosystem and governmental support to drive growth
    • 10.6.6 REST OF LATIN AMERICA

11 COMPETITIVE LANDSCAPE

  • 11.1 OVERVIEW
  • 11.2 KEY PLAYER STRATEGIES
  • 11.3 REVENUE ANALYSIS
  • 11.4 MARKET SHARE ANALYSIS
    • 11.4.1 MARKET RANKING ANALYSIS
  • 11.5 BRAND/PRODUCT COMPARATIVE ANALYSIS
  • 11.6 COMPANY EVALUATION MATRIX: KEY PLAYERS, 2023
    • 11.6.1 STARS
    • 11.6.2 EMERGING LEADERS
    • 11.6.3 PERVASIVE PLAYERS
    • 11.6.4 PARTICIPANTS
    • 11.6.5 COMPANY FOOTPRINT: KEY PLAYERS, 2023
      • 11.6.5.1 Company footprint
      • 11.6.5.2 Region footprint
      • 11.6.5.3 Offering footprint
      • 11.6.5.4 Application footprint
      • 11.6.5.5 Vertical footprint
  • 11.7 COMPANY EVALUATION MATRIX: STARTUPS/SMES, 2023
    • 11.7.1 PROGRESSIVE COMPANIES
    • 11.7.2 RESPONSIVE COMPANIES
    • 11.7.3 DYNAMIC COMPANIES
    • 11.7.4 STARTING BLOCKS
    • 11.7.5 COMPETITIVE BENCHMARKING: STARTUPS/SMES, 2023
      • 11.7.5.1 Detailed list of key startups/SMEs
      • 11.7.5.2 Competitive benchmarking of key startups/SMEs
  • 11.8 COMPETITIVE SCENARIOS AND TRENDS
    • 11.8.1 PRODUCT LAUNCHES & ENHANCEMENTS
    • 11.8.2 DEALS
  • 11.9 COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS

12 COMPANY PROFILES

  • 12.1 INTRODUCTION
  • 12.2 KEY PLAYERS
    • 12.2.1 MICROSOFT
      • 12.2.1.1 Business overview
      • 12.2.1.2 Products/Solutions/Services offered
      • 12.2.1.3 Recent developments
      • 12.2.1.4 MnM view
        • 12.2.1.4.1 Key strengths
        • 12.2.1.4.2 Strategic choices
        • 12.2.1.4.3 Weaknesses and competitive threats
    • 12.2.2 GOOGLE
      • 12.2.2.1 Business overview
      • 12.2.2.2 Products/Solutions/Services offered
      • 12.2.2.3 Recent developments
      • 12.2.2.4 MnM view
        • 12.2.2.4.1 Key strengths
        • 12.2.2.4.2 Strategic choices
        • 12.2.2.4.3 Weaknesses and competitive threats
    • 12.2.3 IBM
      • 12.2.3.1 Business overview
      • 12.2.3.2 Products/Solutions/Services offered
      • 12.2.3.3 Recent developments
      • 12.2.3.4 MnM view
        • 12.2.3.4.1 Key strengths
        • 12.2.3.4.2 Strategic choices
        • 12.2.3.4.3 Weaknesses and competitive threats
    • 12.2.4 AWS
      • 12.2.4.1 Business overview
      • 12.2.4.2 Products/Solutions/Services offered
      • 12.2.4.3 Recent developments
      • 12.2.4.4 MnM view
        • 12.2.4.4.1 Key strengths
        • 12.2.4.4.2 Strategic choices
        • 12.2.4.4.3 Weaknesses and competitive threats
    • 12.2.5 ORACLE
      • 12.2.5.1 Business overview
      • 12.2.5.2 Products/Solutions/Services offered
      • 12.2.5.3 Recent developments
      • 12.2.5.4 MnM view
        • 12.2.5.4.1 Key strengths
        • 12.2.5.4.2 Strategic choices
        • 12.2.5.4.3 Weaknesses and competitive threats
    • 12.2.6 SALESFORCE
      • 12.2.6.1 Business overview
      • 12.2.6.2 Products/Solutions/Services offered
      • 12.2.6.3 Recent developments
    • 12.2.7 SAS INSTITUTE
      • 12.2.7.1 Business overview
      • 12.2.7.2 Products/Solutions/Services offered
      • 12.2.7.3 Recent developments
    • 12.2.8 OPENAI
      • 12.2.8.1 Business overview
      • 12.2.8.2 Products/Solutions/Services offered
      • 12.2.8.3 Recent developments
    • 12.2.9 META
      • 12.2.9.1 Business overview
      • 12.2.9.2 Products/Solutions/Services offered
      • 12.2.9.3 Recent developments
    • 12.2.10 SOUNDHOUND AI
      • 12.2.10.1 Business overview
      • 12.2.10.2 Products/Solutions/Services offered
      • 12.2.10.3 Recent developments
  • 12.3 KEY PLAYERS
    • 12.3.1 IQVIA
    • 12.3.2 LIVEPERSON
    • 12.3.3 HAPTIK
    • 12.3.4 KAPICHE
    • 12.3.5 RASA
    • 12.3.6 MINDMELD
    • 12.3.7 HUGGING FACE
    • 12.3.8 CONVERSICA
    • 12.3.9 EXPERT.AI
    • 12.3.10 VERBIO TECHNOLOGIES
    • 12.3.11 WOLFRAM
    • 12.3.12 CORTICAL.IO
    • 12.3.13 OMILIA
    • 12.3.14 COGNIGY
    • 12.3.15 PLASTICITY
  • 12.4 STARTUPS/SMES
    • 12.4.1 AFFORAI
    • 12.4.2 TUNE AI
    • 12.4.3 VERBIT.AI
    • 12.4.4 SYNTHESYS
    • 12.4.5 PICOVOICE
    • 12.4.6 SYMBL.AI
    • 12.4.7 TISANE LABS
    • 12.4.8 PROSA.AI
    • 12.4.9 ABACUS.AI
    • 12.4.10 FORETHOUGHT

13 ADJACENT AND RELATED MARKETS

  • 13.1 INTRODUCTION
  • 13.2 NATURAL LANGUAGE PROCESSING MARKET-GLOBAL FORECAST TO 2028
    • 13.2.1 MARKET DEFINITION
    • 13.2.2 MARKET OVERVIEW
      • 13.2.2.1 Natural language processing market, by offering
      • 13.2.2.2 Natural language processing market, by type
      • 13.2.2.3 Natural language processing market, by application
      • 13.2.2.4 Natural language processing market, by technology
      • 13.2.2.5 Natural language processing market, by vertical
      • 13.2.2.6 Natural language processing market, by region
  • 13.3 CONVERSATIONAL AI MARKET-GLOBAL FORECAST TO 2030
    • 13.3.1 MARKET DEFINITION
    • 13.3.2 MARKET OVERVIEW
      • 13.3.2.1 Conversational AI market, by offering
      • 13.3.2.2 Conversational AI market, by business function
      • 13.3.2.3 Conversational AI market, by agent type
      • 13.3.2.4 Conversational AI market, by integration mode
      • 13.3.2.5 Conversational AI market, by vertical
      • 13.3.2.6 Conversational AI market, by region

14 APPENDIX

  • 14.1 DISCUSSION GUIDE
  • 14.2 KNOWLEDGESTORE: MARKETSANDMARKETS' SUBSCRIPTION PORTAL
  • 14.3 CUSTOMIZATION OPTIONS
  • 14.4 RELATED REPORTS
  • 14.5 AUTHOR DETAILS

List of Tables

  • TABLE 1 USD EXCHANGE RATE, 2019-2023
  • TABLE 2 PRIMARY INTERVIEWS
  • TABLE 3 FACTOR ANALYSIS
  • TABLE 4 RECESSION IMPACT ON NATURAL LANGUAGE UNDERSTANDING MARKET
  • TABLE 5 NATURAL LANGUAGE UNDERSTANDING MARKET SIZE AND GROWTH RATE, 2019-2023 (USD MILLION, Y-O-Y)
  • TABLE 6 NATURAL LANGUAGE UNDERSTANDING MARKET SIZE AND GROWTH RATE, 2024-2029 (USD MILLION, Y-O-Y)
  • TABLE 7 AVERAGE SELLING PRICE TREND OF KEY PLAYERS FOR TOP THREE APPLICATIONS
  • TABLE 8 INDICATIVE PRICING LEVELS OF NATURAL LANGUAGE UNDERSTANDING SOLUTIONS, BY OFFERING
  • TABLE 9 NATURAL LANGUAGE UNDERSTANDING MARKET: ECOSYSTEM
  • TABLE 10 NATURAL LANGUAGE UNDERSTANDING MARKET: GLOBAL PATENTS, 2014-2024
  • TABLE 11 TOP TWENTY PATENT OWNERS IN LAST TEN YEARS, 2014-2024
  • TABLE 12 LIST OF PATENTS IN NATURAL LANGUAGE UNDERSTANDING MARKET, 2022-2024
  • TABLE 13 NATURAL LANGUAGE UNDERSTANDING MARKET: DETAILED LIST OF CONFERENCES & EVENTS, 2024-2025
  • TABLE 14 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 15 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 16 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 17 MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 18 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • TABLE 19 PORTER'S FIVE FORCES IMPACT ON NATURAL LANGUAGE UNDERSTANDING MARKET
  • TABLE 20 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS (%)
  • TABLE 21 KEY BUYING CRITERIA FOR TOP THREE VERTICALS
  • TABLE 22 SHORT-TERM ROADMAP (FOR NEXT FIVE YEARS)
  • TABLE 23 LONG-TERM ROADMAP (BEYOND NEXT FIVE YEARS)
  • TABLE 24 NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 25 NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 26 NATURAL LANGUAGE UNDERSTANDING MARKET, BY SOLUTION, 2019-2023 (USD MILLION)
  • TABLE 27 NATURAL LANGUAGE UNDERSTANDING MARKET, BY SOLUTION, 2024-2029 (USD MILLION)
  • TABLE 28 SOLUTIONS: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 29 SOLUTIONS: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 30 PLATFORMS: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 31 PLATFORMS: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 32 SOFTWARE TOOLS & FRAMEWORKS: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 33 SOFTWARE TOOLS & FRAMEWORKS: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 34 NATURAL LANGUAGE UNDERSTANDING SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2019-2023 (USD MILLION)
  • TABLE 35 NATURAL LANGUAGE UNDERSTANDING SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2024-2029 (USD MILLION)
  • TABLE 36 CLOUD: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 37 CLOUD: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 38 ON-PREMISES: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 39 ON-PREMISES: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 40 NATURAL LANGUAGE UNDERSTANDING MARKET, BY SERVICE, 2019-2023 (USD MILLION)
  • TABLE 41 NATURAL LANGUAGE UNDERSTANDING MARKET, BY SERVICE, 2024-2029 (USD MILLION)
  • TABLE 42 SERVICES: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 43 SERVICES: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 44 NATURAL LANGUAGE UNDERSTANDING MARKET, BY PROFESSIONAL SERVICE, 2019-2023 (USD MILLION)
  • TABLE 45 NATURAL LANGUAGE UNDERSTANDING MARKET, BY PROFESSIONAL SERVICE, 2024-2029 (USD MILLION)
  • TABLE 46 PROFESSIONAL SERVICES: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 47 PROFESSIONAL SERVICES: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 48 TRAINING & CONSULTING: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 49 TRAINING & CONSULTING: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 50 SYSTEM INTEGRATION & IMPLEMENTATION: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 51 SYSTEM INTEGRATION & IMPLEMENTATION: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 52 SUPPORT & MAINTENANCE: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 53 SUPPORT & MAINTENANCE: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 54 MANAGED SERVICES: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 55 MANAGED SERVICES: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 56 NATURAL LANGUAGE UNDERSTANDING MARKET, BY TYPE, 2019-2023 (USD MILLION)
  • TABLE 57 NATURAL LANGUAGE UNDERSTANDING MARKET, BY TYPE, 2024-2029 (USD MILLION)
  • TABLE 58 RULE-BASED: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 59 RULE-BASED: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 60 STATISTICAL: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 61 STATISTICAL: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 62 HYBRID: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 63 HYBRID: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 64 NATURAL LANGUAGE UNDERSTANDING MARKET, BY APPLICATION, 2019-2023 (USD MILLION)
  • TABLE 65 NATURAL LANGUAGE UNDERSTANDING MARKET, BY APPLICATION, 2024-2029 (USD MILLION)
  • TABLE 66 CHATBOTS & VIRTUAL ASSISTANTS: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 67 CHATBOTS & VIRTUAL ASSISTANTS: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 68 CUSTOMER EXPERIENCE MANAGEMENT: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 69 CUSTOMER EXPERIENCE MANAGEMENT: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 70 TEXT ANALYSIS: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 71 TEXT ANALYSIS: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 72 SENTIMENT ANALYSIS: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 73 SENTIMENT ANALYSIS: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 74 IVR & MESSAGE ROUTING: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 75 IVR & MESSAGE ROUTING: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 76 DATA CAPTURE: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 77 DATA CAPTURE: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 78 MACHINE TRANSLATION: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 79 MACHINE TRANSLATION: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 80 OTHER APPLICATIONS: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 81 OTHER APPLICATIONS: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 82 NATURAL LANGUAGE UNDERSTANDING MARKET, BY VERTICAL, 2019-2023 (USD MILLION)
  • TABLE 83 NATURAL LANGUAGE UNDERSTANDING MARKET, BY VERTICAL, 2024-2029 (USD MILLION)
  • TABLE 84 BFSI: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 85 BFSI: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 86 HEALTHCARE & LIFE SCIENCES: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 87 HEALTHCARE & LIFE SCIENCES: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 88 RETAIL & ECOMMERCE: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 89 RETAIL & ECOMMERCE: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 90 IT & ITES: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 91 IT & ITES: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 92 TRANSPORTATION & LOGISTICS: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 93 TRANSPORTATION & LOGISTICS: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 94 GOVERNMENT & PUBLIC SECTOR: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 95 GOVERNMENT & PUBLIC SECTOR: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 96 MEDIA & ENTERTAINMENT: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 97 MEDIA & ENTERTAINMENT: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 98 MANUFACTURING: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 99 MANUFACTURING: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 100 TELECOMMUNICATION: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 101 TELECOMMUNICATION: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 102 OTHER VERTICALS: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 103 OTHER VERTICALS: NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 104 NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 105 NATURAL LANGUAGE UNDERSTANDING MARKET, BY REGION, 2024-2029 (USD MILLION)
  • TABLE 106 NORTH AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY COUNTRY, 2019-2023 (USD MILLION)
  • TABLE 107 NORTH AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY COUNTRY, 2024-2029 (USD MILLION)
  • TABLE 108 NORTH AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 109 NORTH AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 110 NORTH AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY SOLUTION, 2019-2023 (USD MILLION)
  • TABLE 111 NORTH AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY SOLUTION, 2024-2029 (USD MILLION)
  • TABLE 112 NORTH AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY DEPLOYMENT MODE, 2019-2023 (USD MILLION)
  • TABLE 113 NORTH AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY DEPLOYMENT MODE, 2024-2029 (USD MILLION)
  • TABLE 114 NORTH AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY SERVICE, 2019-2023 (USD MILLION)
  • TABLE 115 NORTH AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY SERVICE, 2024-2029 (USD MILLION)
  • TABLE 116 NORTH AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY PROFESSIONAL SERVICE, 2019-2023 (USD MILLION)
  • TABLE 117 NORTH AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY PROFESSIONAL SERVICE, 2024-2029 (USD MILLION)
  • TABLE 118 NORTH AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY TYPE, 2019-2023 (USD MILLION)
  • TABLE 119 NORTH AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY TYPE, 2024-2029 (USD MILLION)
  • TABLE 120 NORTH AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY APPLICATION, 2019-2023 (USD MILLION)
  • TABLE 121 NORTH AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY APPLICATION, 2024-2029 (USD MILLION)
  • TABLE 122 NORTH AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY VERTICAL, 2019-2023 (USD MILLION)
  • TABLE 123 NORTH AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY VERTICAL, 2024-2029 (USD MILLION)
  • TABLE 124 US: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 125 US: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 126 CANADA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 127 CANADA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 128 EUROPE: NATURAL LANGUAGE UNDERSTANDING MARKET, BY COUNTRY, 2019-2023 (USD MILLION)
  • TABLE 129 EUROPE: NATURAL LANGUAGE UNDERSTANDING MARKET, BY COUNTRY, 2024-2029 (USD MILLION)
  • TABLE 130 EUROPE: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 131 EUROPE: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 132 EUROPE: NATURAL LANGUAGE UNDERSTANDING MARKET, BY SOLUTION, 2019-2023 (USD MILLION)
  • TABLE 133 EUROPE: NATURAL LANGUAGE UNDERSTANDING MARKET, BY SOLUTION, 2024-2029 (USD MILLION)
  • TABLE 134 EUROPE: NATURAL LANGUAGE UNDERSTANDING MARKET, BY DEPLOYMENT MODE, 2019-2023 (USD MILLION)
  • TABLE 135 EUROPE: NATURAL LANGUAGE UNDERSTANDING MARKET, BY DEPLOYMENT MODE, 2024-2029 (USD MILLION)
  • TABLE 136 EUROPE: NATURAL LANGUAGE UNDERSTANDING MARKET, BY SERVICE, 2019-2023 (USD MILLION)
  • TABLE 137 EUROPE: NATURAL LANGUAGE UNDERSTANDING MARKET, BY SERVICE, 2024-2029 (USD MILLION)
  • TABLE 138 EUROPE: NATURAL LANGUAGE UNDERSTANDING MARKET, BY PROFESSIONAL SERVICE, 2019-2023 (USD MILLION)
  • TABLE 139 EUROPE: NATURAL LANGUAGE UNDERSTANDING MARKET, BY PROFESSIONAL SERVICE, 2024-2029 (USD MILLION)
  • TABLE 140 EUROPE: NATURAL LANGUAGE UNDERSTANDING MARKET, BY TYPE, 2019-2023 (USD MILLION)
  • TABLE 141 EUROPE: NATURAL LANGUAGE UNDERSTANDING MARKET, BY TYPE, 2024-2029 (USD MILLION)
  • TABLE 142 EUROPE: NATURAL LANGUAGE UNDERSTANDING MARKET, BY APPLICATION, 2019-2023 (USD MILLION)
  • TABLE 143 EUROPE: NATURAL LANGUAGE UNDERSTANDING MARKET, BY APPLICATION, 2024-2029 (USD MILLION)
  • TABLE 144 EUROPE: NATURAL LANGUAGE UNDERSTANDING MARKET, BY VERTICAL, 2019-2023 (USD MILLION)
  • TABLE 145 EUROPE: NATURAL LANGUAGE UNDERSTANDING MARKET, BY VERTICAL, 2024-2029 (USD MILLION)
  • TABLE 146 UK: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 147 UK: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 148 GERMANY: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 149 GERMANY: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 150 FRANCE: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 151 FRANCE: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 152 SPAIN: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 153 SPAIN: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 154 ITALY: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 155 ITALY: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 156 REST OF EUROPE: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 157 REST OF EUROPE: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 158 ASIA PACIFIC: NATURAL LANGUAGE UNDERSTANDING MARKET, BY COUNTRY, 2019-2023 (USD MILLION)
  • TABLE 159 ASIA PACIFIC: NATURAL LANGUAGE UNDERSTANDING MARKET, BY COUNTRY, 2024-2029 (USD MILLION)
  • TABLE 160 ASIA PACIFIC: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 161 ASIA PACIFIC: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 162 ASIA PACIFIC: NATURAL LANGUAGE UNDERSTANDING MARKET, BY SOLUTION, 2019-2023 (USD MILLION)
  • TABLE 163 ASIA PACIFIC: NATURAL LANGUAGE UNDERSTANDING MARKET, BY SOLUTION, 2024-2029 (USD MILLION)
  • TABLE 164 ASIA PACIFIC: NATURAL LANGUAGE UNDERSTANDING SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2019-2023 (USD MILLION)
  • TABLE 165 ASIA PACIFIC: NATURAL LANGUAGE UNDERSTANDING SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2024-2029 (USD MILLION)
  • TABLE 166 ASIA PACIFIC: NATURAL LANGUAGE UNDERSTANDING MARKET, BY SERVICE, 2019-2023 (USD MILLION)
  • TABLE 167 ASIA PACIFIC: NATURAL LANGUAGE UNDERSTANDING MARKET, BY SERVICE, 2024-2029 (USD MILLION)
  • TABLE 168 ASIA PACIFIC: NATURAL LANGUAGE UNDERSTANDING MARKET, BY PROFESSIONAL SERVICE, 2019-2023 (USD MILLION)
  • TABLE 169 ASIA PACIFIC: NATURAL LANGUAGE UNDERSTANDING MARKET, BY PROFESSIONAL SERVICE, 2024-2029 (USD MILLION)
  • TABLE 170 ASIA PACIFIC: NATURAL LANGUAGE UNDERSTANDING MARKET, BY TYPE, 2019-2023 (USD MILLION)
  • TABLE 171 ASIA PACIFIC: NATURAL LANGUAGE UNDERSTANDING MARKET, BY TYPE, 2024-2029 (USD MILLION)
  • TABLE 172 ASIA PACIFIC: NATURAL LANGUAGE UNDERSTANDING MARKET, BY APPLICATION, 2019-2023 (USD MILLION)
  • TABLE 173 ASIA PACIFIC: NATURAL LANGUAGE UNDERSTANDING MARKET, BY APPLICATION, 2024-2029 (USD MILLION)
  • TABLE 174 ASIA PACIFIC: NATURAL LANGUAGE UNDERSTANDING MARKET, BY VERTICAL, 2019-2023 (USD MILLION)
  • TABLE 175 ASIA PACIFIC: NATURAL LANGUAGE UNDERSTANDING MARKET, BY VERTICAL, 2024-2029 (USD MILLION)
  • TABLE 176 CHINA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 177 CHINA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 178 JAPAN: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 179 JAPAN: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 180 INDIA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 181 INDIA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 182 SOUTH KOREA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 183 SOUTH KOREA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 184 ASEAN: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 185 ASEAN: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 186 REST OF ASIA PACIFIC: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 187 REST OF ASIA PACIFIC: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 188 MIDDLE EAST & AFRICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY SUB-REGION, 2019-2023 (USD MILLION)
  • TABLE 189 MIDDLE EAST & AFRICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY SUB-REGION, 2024-2029 (USD MILLION)
  • TABLE 190 MIDDLE EAST & AFRICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY COUNTRY, 2019-2023 (USD MILLION)
  • TABLE 191 MIDDLE EAST & AFRICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY COUNTRY, 2024-2029 (USD MILLION)
  • TABLE 192 MIDDLE EAST & AFRICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 193 MIDDLE EAST & AFRICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 194 MIDDLE EAST & AFRICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY SOLUTION, 2019-2023 (USD MILLION)
  • TABLE 195 MIDDLE EAST & AFRICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY SOLUTION, 2024-2029 (USD MILLION)
  • TABLE 196 MIDDLE EAST & AFRICA: NATURAL LANGUAGE UNDERSTANDING SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2019-2023 (USD MILLION)
  • TABLE 197 MIDDLE EAST & AFRICA: NATURAL LANGUAGE UNDERSTANDING SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2024-2029 (USD MILLION)
  • TABLE 198 MIDDLE EAST & AFRICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY SERVICE, 2019-2023 (USD MILLION)
  • TABLE 199 MIDDLE EAST & AFRICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY SERVICE, 2024-2029 (USD MILLION)
  • TABLE 200 MIDDLE EAST & AFRICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY PROFESSIONAL SERVICE, 2019-2023 (USD MILLION)
  • TABLE 201 MIDDLE EAST & AFRICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY PROFESSIONAL SERVICE, 2024-2029 (USD MILLION)
  • TABLE 202 MIDDLE EAST & AFRICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY TYPE, 2019-2023 (USD MILLION)
  • TABLE 203 MIDDLE EAST & AFRICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY TYPE, 2024-2029 (USD MILLION)
  • TABLE 204 MIDDLE EAST & AFRICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY APPLICATION, 2019-2023 (USD MILLION)
  • TABLE 205 MIDDLE EAST & AFRICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY APPLICATION, 2024-2029 (USD MILLION)
  • TABLE 206 MIDDLE EAST & AFRICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY VERTICAL, 2019-2023 (USD MILLION)
  • TABLE 207 MIDDLE EAST & AFRICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY VERTICAL, 2024-2029 (USD MILLION)
  • TABLE 208 UAE: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 209 UAE: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 210 SAUDI ARABIA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 211 SAUDI ARABIA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 212 TURKEY: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 213 TURKEY: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 214 QATAR: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 215 QATAR: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 216 REST OF MIDDLE EAST: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 217 REST OF MIDDLE EAST: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 218 LATIN AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY COUNTRY, 2019-2023 (USD MILLION)
  • TABLE 219 LATIN AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY COUNTRY, 2024-2029 (USD MILLION)
  • TABLE 220 LATIN AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 221 LATIN AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 222 LATIN AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY SOLUTION, 2019-2023 (USD MILLION)
  • TABLE 223 LATIN AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY SOLUTION, 2024-2029 (USD MILLION)
  • TABLE 224 LATIN AMERICA: NATURAL LANGUAGE UNDERSTANDING SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2019-2023 (USD MILLION)
  • TABLE 225 LATIN AMERICA: NATURAL LANGUAGE UNDERSTANDING SOLUTIONS MARKET, BY DEPLOYMENT MODE, 2024-2029 (USD MILLION)
  • TABLE 226 LATIN AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY SERVICE, 2019-2023 (USD MILLION)
  • TABLE 227 LATIN AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY SERVICE, 2024-2029 (USD MILLION)
  • TABLE 228 LATIN AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY PROFESSIONAL SERVICE, 2019-2023 (USD MILLION)
  • TABLE 229 LATIN AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY PROFESSIONAL SERVICE, 2024-2029 (USD MILLION)
  • TABLE 230 LATIN AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY TYPE, 2019-2023 (USD MILLION)
  • TABLE 231 LATIN AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY TYPE, 2024-2029 (USD MILLION)
  • TABLE 232 LATIN AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY APPLICATION, 2019-2023 (USD MILLION)
  • TABLE 233 LATIN AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY APPLICATION, 2024-2029 (USD MILLION)
  • TABLE 234 LATIN AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY VERTICAL, 2019-2023 (USD MILLION)
  • TABLE 235 LATIN AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY VERTICAL, 2024-2029 (USD MILLION)
  • TABLE 236 BRAZIL: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 237 BRAZIL: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 238 MEXICO: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 239 MEXICO: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 240 ARGENTINA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 241 ARGENTINA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 242 REST OF LATIN AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 243 REST OF LATIN AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET, BY OFFERING, 2024-2029 (USD MILLION)
  • TABLE 244 OVERVIEW OF STRATEGIES ADOPTED BY KEY NATURAL LANGUAGE UNDERSTANDING VENDORS
  • TABLE 245 NATURAL LANGUAGE UNDERSTANDING MARKET: DEGREE OF COMPETITION
  • TABLE 246 NATURAL LANGUAGE UNDERSTANDING MARKET: REGION FOOTPRINT
  • TABLE 247 NATURAL LANGUAGE UNDERSTANDING MARKET: OFFERING FOOTPRINT
  • TABLE 248 NATURAL LANGUAGE UNDERSTANDING MARKET: APPLICATION FOOTPRINT
  • TABLE 249 NATURAL LANGUAGE UNDERSTANDING MARKET: VERTICAL FOOTPRINT
  • TABLE 250 NATURAL LANGUAGE UNDERSTANDING MARKET: DETAILED LIST OF KEY STARTUPS/SMES
  • TABLE 251 NATURAL LANGUAGE UNDERSTANDING MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES
  • TABLE 252 NATURAL LANGUAGE UNDERSTANDING MARKET: PRODUCT LAUNCHES & ENHANCEMENTS, JANUARY 2021-JUNE 2024
  • TABLE 253 NATURAL LANGUAGE UNDERSTANDING MARKET: DEALS, JANUARY 2021-JUNE 2024
  • TABLE 254 MICROSOFT: COMPANY OVERVIEW
  • TABLE 255 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 256 MICROSOFT: PRODUCT LAUNCHES & ENHANCEMENTS
  • TABLE 257 MICROSOFT: DEALS
  • TABLE 258 GOOGLE: COMPANY OVERVIEW
  • TABLE 259 GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 260 GOOGLE: PRODUCT LAUNCHES & ENHANCEMENTS
  • TABLE 261 GOOGLE: DEALS
  • TABLE 262 IBM: COMPANY OVERVIEW
  • TABLE 263 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 264 IBM: PRODUCT LAUNCHES & ENHANCEMENTS
  • TABLE 265 IBM: DEALS
  • TABLE 266 AWS: COMPANY OVERVIEW
  • TABLE 267 AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 268 AWS: PRODUCT LAUNCHES & ENHANCEMENTS
  • TABLE 269 AWS: DEALS
  • TABLE 270 ORACLE: COMPANY OVERVIEW
  • TABLE 271 ORACLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 272 ORACLE: PRODUCT LAUNCHES & ENHANCEMENTS
  • TABLE 273 ORACLE: DEALS
  • TABLE 274 SALESFORCE: COMPANY OVERVIEW
  • TABLE 275 SALESFORCE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 276 SALESFORCE: PRODUCT LAUNCHES & ENHANCEMENTS
  • TABLE 277 SALESFORCE: DEALS
  • TABLE 278 SAS INSTITUTE: COMPANY OVERVIEW
  • TABLE 279 SAS INSTITUTE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 280 SAS INSTITUTE: PRODUCT LAUNCHES & ENHANCEMENTS
  • TABLE 281 SAS INSTITUTE: DEALS
  • TABLE 282 OPENAI: COMPANY OVERVIEW
  • TABLE 283 OPENAI: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 284 OPENAI: PRODUCT LAUNCHES & ENHANCEMENTS
  • TABLE 285 OPENAI: DEALS
  • TABLE 286 META: COMPANY OVERVIEW
  • TABLE 287 META: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 288 META: PRODUCT LAUNCHES & ENHANCEMENTS
  • TABLE 289 META: DEALS
  • TABLE 290 SOUNDHOUND AI: COMPANY OVERVIEW
  • TABLE 291 SOUNDHOUND AI: PRODUCTS/SOLUTIONS/SERVICES OFFERED
  • TABLE 292 SOUNDHOUND AI: PRODUCT LAUNCHES & ENHANCEMENTS
  • TABLE 293 SOUNDHOUND AI: DEALS
  • TABLE 294 NATURAL LANGUAGE PROCESSING MARKET SIZE AND GROWTH RATE, 2017-2022 (USD MILLION, Y-O-Y)
  • TABLE 295 NATURAL LANGUAGE PROCESSING MARKET SIZE AND GROWTH RATE, 2023-2028 (USD MILLION, Y-O-Y)
  • TABLE 296 NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017-2022 (USD MILLION)
  • TABLE 297 NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023-2028 (USD MILLION)
  • TABLE 298 NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2017-2022 (USD MILLION)
  • TABLE 299 NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2023-2028 (USD MILLION)
  • TABLE 300 NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2017-2022 (USD MILLION)
  • TABLE 301 NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2023-2028 (USD MILLION)
  • TABLE 302 NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION)
  • TABLE 303 NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION)
  • TABLE 304 NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2017-2022 (USD MILLION)
  • TABLE 305 NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2023-2028 (USD MILLION)
  • TABLE 306 NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017-2022 (USD MILLION)
  • TABLE 307 NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023-2028 (USD MILLION)
  • TABLE 308 GLOBAL CONVERSATIONAL AI MARKET SIZE AND GROWTH RATE, 2019-2023 (USD MILLION, Y-O-Y)
  • TABLE 309 GLOBAL CONVERSATIONAL AI MARKET SIZE AND GROWTH RATE, 2024-2030 (USD MILLION, Y-O-Y)
  • TABLE 310 CONVERSATIONAL AI MARKET, BY OFFERING, 2019-2023 (USD MILLION)
  • TABLE 311 CONVERSATIONAL AI MARKET, BY OFFERING, 2024-2030 (USD MILLION)
  • TABLE 312 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2019-2023 (USD MILLION)
  • TABLE 313 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2024-2030 (USD MILLION)
  • TABLE 314 CONVERSATIONAL AI MARKET, BY CONVERSATIONAL AGENT TYPE, 2019-2023 (USD MILLION)
  • TABLE 315 CONVERSATIONAL AI MARKET, BY CONVERSATIONAL AGENT TYPE, 2024-2030 (USD MILLION)
  • TABLE 316 CONVERSATIONAL AI MARKET, BY INTEGRATION MODE, 2019-2023 (USD MILLION)
  • TABLE 317 CONVERSATIONAL AI MARKET, BY INTEGRATION MODE, 2024-2030 (USD MILLION)
  • TABLE 318 CONVERSATIONAL AI MARKET, BY VERTICAL, 2019-2023 (USD MILLION)
  • TABLE 319 CONVERSATIONAL AI MARKET, BY VERTICAL, 2024-2030 (USD MILLION)
  • TABLE 320 CONVERSATIONAL AI MARKET, BY REGION, 2019-2023 (USD MILLION)
  • TABLE 321 CONVERSATIONAL AI MARKET, BY REGION, 2024-2030 (USD MILLION)

List of Figures

  • FIGURE 1 NATURAL LANGUAGE UNDERSTANDING MARKET: RESEARCH DESIGN
  • FIGURE 2 NATURAL LANGUAGE UNDERSTANDING (NLU) MARKET: DATA TRIANGULATION
  • FIGURE 3 TOP-DOWN AND BOTTOM-UP APPROACHES
  • FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1 (SUPPLY-SIDE): REVENUE OF NLU MARKET SOLUTIONS/SERVICES
  • FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 2, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE OF ALL NLU MARKET SOLUTIONS/ SERVICES
  • FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL NLU MARKET SOLUTIONS/SERVICES
  • FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 4, BOTTOM-UP (DEMAND-SIDE): SHARE OF NLU MARKET THROUGH OVERALL NLU MARKET SPENDING
  • FIGURE 8 SOLUTIONS SEGMENT TO HOLD LARGER MARKET SHARE THAN SERVICES SEGMENT IN 2024
  • FIGURE 9 SOFTWARE TOOLS & FRAMEWORKS SEGMENT TO LEAD MARKET IN 2024
  • FIGURE 10 CLOUD SEGMENT TO HOLD LARGER MARKET SHARE THAN ON-PREMISES SEGMENT IN 2024
  • FIGURE 11 PROFESSIONAL SERVICES SEGMENT TO HOLD LARGER MARKET SHARE THAN MANAGED SERVICES SEGMENT IN 2024
  • FIGURE 12 SYSTEM INTEGRATION & IMPLEMENTATION SEGMENT TO LEAD MARKET IN 2024
  • FIGURE 13 STATISTICAL SEGMENT TO LEAD MARKET IN 2024
  • FIGURE 14 TEXT ANALYSIS SEGMENT TO ACCOUNT FOR LARGEST MARKET SIZE IN 2024
  • FIGURE 15 HEALTHCARE & LIFESCIENCES SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
  • FIGURE 16 ASIA PACIFIC TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
  • FIGURE 17 RISING DEMAND FOR PERSONALIZED INTERACTIONS TO DRIVE MARKET
  • FIGURE 18 HEALTHCARE & LIFE SCIENCES SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
  • FIGURE 19 SOLUTIONS AND BFSI SEGMENTS TO ACCOUNT FOR LARGEST MARKET SHARES IN 2024
  • FIGURE 20 NORTH AMERICA TO ACCOUNT FOR LARGEST MARKET SHARE IN 2024
  • FIGURE 21 NATURAL LANGUAGE UNDERSTANDING MARKET: MARKET DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES
  • FIGURE 22 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS' BUSINESSES
  • FIGURE 23 AVERAGE SELLING PRICE TREND OF KEY PLAYERS FOR TOP THREE APPLICATIONS
  • FIGURE 24 NATURAL LANGUAGE UNDERSTANDING MARKET: SUPPLY CHAIN ANALYSIS
  • FIGURE 25 KEY PLAYERS IN NATURAL LANGUAGE UNDERSTANDING MARKET ECOSYSTEM
  • FIGURE 26 ANNUAL NUMBER OF PATENTS GRANTED OVER LAST 10 YEARS, 2014-2024
  • FIGURE 27 TOP TEN COMPANIES WITH HIGHEST PERCENTAGE OF PATENT APPLICATIONS FOR NATURAL LANGUAGE UNDERSTANDING MARKET, 2014-2024
  • FIGURE 28 REGIONAL ANALYSIS OF PATENTS GRANTED FOR NATURAL LANGUAGE UNDERSTANDING MARKET, 2014-2024
  • FIGURE 29 PORTER'S FIVE FORCES ANALYSIS: NATURAL LANGUAGE UNDERSTANDING MARKET
  • FIGURE 30 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS
  • FIGURE 31 KEY BUYING CRITERIA FOR TOP THREE VERTICALS
  • FIGURE 32 EVOLUTION OF NATURAL LANGUAGE UNDERSTANDING MARKET
  • FIGURE 33 NATURAL LANGUAGE UNDERSTANDING MARKET: INVESTMENT LANDSCAPE
  • FIGURE 34 SERVICES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
  • FIGURE 35 SOFTWARE TOOLS & FRAMEWORKS TO HOLD LARGER MARKET SIZE OF NLU SOLUTIONS
  • FIGURE 36 ON-PREMISES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
  • FIGURE 37 MANAGED SERVICES TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
  • FIGURE 38 TRAINING & CONSULTING SERVICES SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
  • FIGURE 39 HYBRID SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
  • FIGURE 40 SENTIMENT ANALYSIS SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
  • FIGURE 41 HEALTHCARE & LIFESCIENCES SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
  • FIGURE 42 INDIA TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD
  • FIGURE 43 ASIA PACIFIC TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
  • FIGURE 44 NORTH AMERICA: NATURAL LANGUAGE UNDERSTANDING MARKET SNAPSHOT
  • FIGURE 45 ASIA PACIFIC: NATURAL LANGUAGE UNDERSTANDING MARKET SNAPSHOT
  • FIGURE 46 REVENUE ANALYSIS FOR KEY COMPANIES IN PAST 5 YEARS
  • FIGURE 47 NATURAL LANGUAGE UNDERSTANDING MARKET: MARKET SHARE ANALYSIS
  • FIGURE 48 BRAND/PRODUCT COMPARATIVE ANALYSIS
  • FIGURE 49 NATURAL LANGUAGE UNDERSTANDING MARKET: COMPANY EVALUATION MATRIX (KEY PLAYERS), 2023
  • FIGURE 50 NATURAL LANGUAGE UNDERSTANDING MARKET: COMPANY FOOTPRINT
  • FIGURE 51 NATURAL LANGUAGE UNDERSTANDING MARKET: COMPANY EVALUATION MATRIX (STARTUPS/SMES), 2023
  • FIGURE 52 COMPANY VALUATION AND FINANCIAL METRICS OF KEY VENDORS
  • FIGURE 53 YEAR-TO-DATE (YTD) PRICE TOTAL RETURN AND 5-YEAR STOCK BETA OF KEY VENDORS
  • FIGURE 54 MICROSOFT: COMPANY SNAPSHOT
  • FIGURE 55 GOOGLE: COMPANY SNAPSHOT
  • FIGURE 56 IBM: COMPANY SNAPSHOT
  • FIGURE 57 AWS: COMPANY SNAPSHOT
  • FIGURE 58 ORACLE: COMPANY SNAPSHOT
  • FIGURE 59 SALESFORCE: COMPANY SNAPSHOT
  • FIGURE 60 META: COMPANY SNAPSHOT
  • FIGURE 61 SOUNDHOUND AI: COMPANY SNAPSHOT