Table of Content

1. Executive Summary
   1.1. Global Natural Language Understanding (NLU) Snapshot, 2024 and 2031
   1.2. Market Opportunity Assessment, 2024 - 2031, US$ Bn
   1.3. Key Market Trends
   1.4. Future Market Projections
   1.5. Premium Market Insights
   1.6. Industry Developments and Key Market Events
   1.7. PMR Analysis and Recommendations
2. Market Overview
   2.1. Market Scope and Definition
   2.2. Market Dynamics
       2.2.1. Drivers
       2.2.2. Restraints
       2.2.3. Opportunity
       2.2.4. Challenges
       2.2.5. Key Trends
   2.3. Macro-Economic Factors
       2.3.1. Global Sectorial Outlook
       2.3.2. Global GDP Growth Outlook
       2.3.3. Other Macro-economic Factors
   2.4. COVID-19 Impact Analysis
   2.5. Forecast Factors - Relevance and Impact
   2.6. Regulatory Landscape
   2.7. Supply Chain Analysis
   2.8. PESTLE Analysis
   2.9. Porter’s Five Force Analysis
3. Price Trend Analysis, 2019 - 2031
   3.1. Key Highlights
   3.2. Key Factors Impacting Product Prices
   3.3. Pricing Analysis, By Offering
   3.4. Regional Prices and Historical and Future Growth Trends
4. Global Natural Language Understanding (NLU) Outlook: Historical (2019 - 2023) and Forecast (2024 - 2031)
   4.1. Key Highlights
   4.2. Market Size (US$ Bn) Analysis and Forecast
       4.2.1. Historical Market Size (US$ Bn) Analysis, 2019-2023
       4.2.2. Current Market Size (US$ Bn) Analysis and Forecast, 2024-2031
   4.3. Global Natural Language Understanding (NLU) Outlook: Offering
       4.3.1. Introduction / Key Findings
       4.3.2. Historical Market Size (US$ Bn) Analysis, By Offering, 2019-2023
       4.3.3. Current Market Size (US$ Bn) Analysis and Forecast, By Offering, 2024 - 2031
           4.3.3.1. Solutions
           4.3.3.2. Services
   4.4. Market Attractiveness Analysis: Offering
   4.5. Global Natural Language Understanding (NLU) Outlook: Type
       4.5.1. Introduction / Key Findings
       4.5.2. Historical Market Size (US$ Bn) Analysis, By Type, 2019-2023
       4.5.3. Current Market Size (US$ Bn) Analysis and Forecast, By Type, 2024 - 2031
           4.5.3.1. Rule-Based
           4.5.3.2. Statistical
           4.5.3.3. Hybrid
   4.6. Market Attractiveness Analysis: Type
   4.7. Global Natural Language Understanding (NLU) Outlook: Application
       4.7.1. Introduction / Key Findings
       4.7.2. Historical Market Size (US$ Bn) Analysis, By Application, 2019-2023
       4.7.3. Current Market Size (US$ Bn) Analysis and Forecast, By Application, 2024 - 2031
           4.7.3.1. Chatbots & Virtual Assistants
           4.7.3.2. Sentiment Analysis
           4.7.3.3. Text Analysis
           4.7.3.4. Customer Experience Management (CXM)
           4.7.3.5. Data Capture
           4.7.3.6. Others
   4.8. Market Attractiveness Analysis: Application
   4.9. Global Natural Language Understanding (NLU) Outlook: End-use
       4.9.1. Introduction / Key Findings
       4.9.2. Historical Market Size (US$ Bn) Analysis, By End-use, 2019-2023
       4.9.3. Current Market Size (US$ Bn) Analysis and Forecast, By End-use, 2024 - 2031
           4.9.3.1. Retail & E-commerce
           4.9.3.2. Healthcare & Life Sciences
           4.9.3.3. BFSI
           4.9.3.4. IT & Telecommunications
           4.9.3.5. Media & Entertainment
           4.9.3.6. Others
   4.10. Market Attractiveness Analysis: End-use
5. Global Natural Language Understanding (NLU) Outlook: Region
   5.1. Key Highlights
   5.2. Historical Market Size (US$ Bn) Analysis, By Region, 2019-2023
   5.3. Current Market Size (US$ Bn) Analysis and Forecast, By Region, 2024 - 2031
       5.3.1. North America
       5.3.2. Europe
       5.3.3. East Asia
       5.3.4. South Asia and Oceania
       5.3.5. Latin America
       5.3.6. Middle East & Africa
   5.4. Market Attractiveness Analysis: Region
6. North America Natural Language Understanding (NLU) Outlook: Historical (2019 - 2023) and Forecast (2024 - 2031)
   6.1. Key Highlights
   6.2. Pricing Analysis
   6.3. Historical Market Size (US$ Bn) Analysis, By Market, 2019-2023
       6.3.1. By Country
       6.3.2. By Offering
       6.3.3. By Type
       6.3.4. By Application
       6.3.5. By End-use
   6.4. Current Market Size (US$ Bn) Analysis and Forecast, By Country, 2024 - 2031
       6.4.1. U.S.
       6.4.2. Canada
   6.5. Current Market Size (US$ Bn) Analysis and Forecast, By Offering, 2024 - 2031
       6.5.1. Solutions
       6.5.2. Services
   6.6. Current Market Size (US$ Bn) Analysis and Forecast, By Type, 2024 - 2031
       6.6.1. Rule-Based
       6.6.2. Statistical
       6.6.3. Hybrid
   6.7. Current Market Size (US$ Bn) Analysis and Forecast, By Application, 2024 - 2031
       6.7.1. Chatbots & Virtual Assistants
       6.7.2. Sentiment Analysis
       6.7.3. Text Analysis
       6.7.4. Customer Experience Management (CXM)
       6.7.5. Data Capture
       6.7.6. Others
   6.8. Current Market Size (US$ Bn) Analysis and Forecast, By End-use, 2024 - 2031
       6.8.1. Retail & E-commerce
       6.8.2. Healthcare & Life Sciences
       6.8.3. BFSI
       6.8.4. IT & Telecommunications
       6.8.5. Media & Entertainment
       6.8.6. Others
   6.9. Market Attractiveness Analysis
7. Europe Natural Language Understanding (NLU) Outlook: Historical (2019 - 2023) and Forecast (2024 - 2031)
   7.1. Key Highlights
   7.2. Pricing Analysis
   7.3. Historical Market Size (US$ Bn) Analysis, By Market, 2019-2023
       7.3.1. By Country
       7.3.2. By Offering
       7.3.3. By Type
       7.3.4. By Application
       7.3.5. By End-use
   7.4. Current Market Size (US$ Bn) Analysis and Forecast, By Country, 2024 - 2031
       7.4.1. Germany
       7.4.2. France
       7.4.3. U.K.
       7.4.4. Italy
       7.4.5. Spain
       7.4.6. Russia
       7.4.7. Türkiye
       7.4.8. Rest of Europe
   7.5. Current Market Size (US$ Bn) Analysis and Forecast, By Offering, 2024 - 2031
       7.5.1. Solutions
       7.5.2. Services
   7.6. Current Market Size (US$ Bn) Analysis and Forecast, By Type, 2024 - 2031
       7.6.1. Rule-Based
       7.6.2. Statistical
       7.6.3. Hybrid
   7.7. Current Market Size (US$ Bn) Analysis and Forecast, By Application, 2024 - 2031
       7.7.1. Chatbots & Virtual Assistants
       7.7.2. Sentiment Analysis
       7.7.3. Text Analysis
       7.7.4. Customer Experience Management (CXM)
       7.7.5. Data Capture
       7.7.6. Others
   7.8. Current Market Size (US$ Bn) Analysis and Forecast, By End-use, 2024 - 2031
       7.8.1. Retail & E-commerce
       7.8.2. Healthcare & Life Sciences
       7.8.3. BFSI
       7.8.4. IT & Telecommunications
       7.8.5. Media & Entertainment
       7.8.6. Others
   7.9. Market Attractiveness Analysis
8. East Asia Natural Language Understanding (NLU) Outlook: Historical (2019 - 2023) and Forecast (2024 - 2031)
   8.1. Key Highlights
   8.2. Pricing Analysis
   8.3. Historical Market Size (US$ Bn) Analysis, By Market, 2019-2023
       8.3.1. By Country
       8.3.2. By Offering
       8.3.3. By Type
       8.3.4. By Application
       8.3.5. By End-use
   8.4. Current Market Size (US$ Bn) Analysis and Forecast, By Country, 2024 - 2031
       8.4.1. China
       8.4.2. Japan
       8.4.3. South Korea
   8.5. Current Market Size (US$ Bn) Analysis and Forecast, By Offering, 2024 - 2031
       8.5.1. Solutions
       8.5.2. Services
   8.6. Current Market Size (US$ Bn) Analysis and Forecast, By Type, 2024 - 2031
       8.6.1. Rule-Based
       8.6.2. Statistical
       8.6.3. Hybrid
   8.7. Current Market Size (US$ Bn) Analysis and Forecast, By Application, 2024 - 2031
       8.7.1. Chatbots & Virtual Assistants
       8.7.2. Sentiment Analysis
       8.7.3. Text Analysis
       8.7.4. Customer Experience Management (CXM)
       8.7.5. Data Capture
       8.7.6. Others
   8.8. Current Market Size (US$ Bn) Analysis and Forecast, By End-use, 2024 - 2031
       8.8.1. Retail & E-commerce
       8.8.2. Healthcare & Life Sciences
       8.8.3. BFSI
       8.8.4. IT & Telecommunications
       8.8.5. Media & Entertainment
       8.8.6. Others
   8.9. Market Attractiveness Analysis
9. South Asia & Oceania Natural Language Understanding (NLU) Outlook: Historical (2019 - 2023) and Forecast (2024 - 2031)
   9.1. Key Highlights
   9.2. Pricing Analysis
   9.3. Historical Market Size (US$ Bn) Analysis, By Market, 2019-2023
       9.3.1. By Country
       9.3.2. By Offering
       9.3.3. By Type
       9.3.4. By Application
       9.3.5. By End-use
   9.4. Current Market Size (US$ Bn) Analysis and Forecast, By Country, 2024 - 2031
       9.4.1. India
       9.4.2. Southeast Asia
       9.4.3. ANZ
       9.4.4. Rest of South Asia & Oceania
   9.5. Current Market Size (US$ Bn) Analysis and Forecast, By Offering, 2024 - 2031
       9.5.1. Solutions
       9.5.2. Services
   9.6. Current Market Size (US$ Bn) Analysis and Forecast, By Type, 2024 - 2031
       9.6.1. Rule-Based
       9.6.2. Statistical
       9.6.3. Hybrid
   9.7. Current Market Size (US$ Bn) Analysis and Forecast, By Application, 2024 - 2031
       9.7.1. Chatbots & Virtual Assistants
       9.7.2. Sentiment Analysis
       9.7.3. Text Analysis
       9.7.4. Customer Experience Management (CXM)
       9.7.5. Data Capture
       9.7.6. Others
   9.8. Current Market Size (US$ Bn) Analysis and Forecast, By End-use, 2024 - 2031
       9.8.1. Retail & E-commerce
       9.8.2. Healthcare & Life Sciences
       9.8.3. BFSI
       9.8.4. IT & Telecommunications
       9.8.5. Media & Entertainment
       9.8.6. Others
   9.9. Market Attractiveness Analysis
10. Latin America Natural Language Understanding (NLU) Outlook: Historical (2019 - 2023) and Forecast (2024 - 2031)
   10.1. Key Highlights
   10.2. Pricing Analysis
   10.3. Historical Market Size (US$ Bn) Analysis, By Market, 2019-2023
       10.3.1. By Country
       10.3.2. By Offering
       10.3.3. By Type
       10.3.4. By Application
       10.3.5. By End-use
   10.4. Current Market Size (US$ Bn) Analysis and Forecast, By Country, 2024 - 2031
       10.4.1. Brazil
       10.4.2. Mexico
       10.4.3. Rest of Latin America
   10.5. Current Market Size (US$ Bn) Analysis and Forecast, By Offering, 2024 - 2031
       10.5.1. Solutions
       10.5.2. Services
   10.6. Current Market Size (US$ Bn) Analysis and Forecast, By Type, 2024 - 2031
       10.6.1. Rule-Based
       10.6.2. Statistical
       10.6.3. Hybrid
   10.7. Current Market Size (US$ Bn) Analysis and Forecast, By Application, 2024 - 2031
       10.7.1. Chatbots & Virtual Assistants
       10.7.2. Sentiment Analysis
       10.7.3. Text Analysis
       10.7.4. Customer Experience Management (CXM)
       10.7.5. Data Capture
       10.7.6. Others
   10.8. Current Market Size (US$ Bn) Analysis and Forecast, By End-use, 2024 - 2031
       10.8.1. Retail & E-commerce
       10.8.2. Healthcare & Life Sciences
       10.8.3. BFSI
       10.8.4. IT & Telecommunications
       10.8.5. Media & Entertainment
       10.8.6. Others
   10.9. Market Attractiveness Analysis
11. Middle East & Africa Natural Language Understanding (NLU) Outlook: Historical (2019 - 2023) and Forecast (2024 - 2031)
   11.1. Key Highlights
   11.2. Pricing Analysis
   11.3. Historical Market Size (US$ Bn) Analysis, By Market, 2019-2023
       11.3.1. By Country
       11.3.2. By Offering
       11.3.3. By Type
       11.3.4. By Application
       11.3.5. By End-use
   11.4. Current Market Size (US$ Bn) Analysis and Forecast, By Country, 2024 - 2031
       11.4.1. GCC Countries
       11.4.2. Egypt
       11.4.3. South Africa
       11.4.4. Northern Africa
       11.4.5. Rest of Middle East & Africa
   11.5. Current Market Size (US$ Bn) Analysis and Forecast, By Offering, 2024 - 2031
       11.5.1. Solutions
       11.5.2. Services
   11.6. Current Market Size (US$ Bn) Analysis and Forecast, By Type, 2024 - 2031
       11.6.1. Rule-Based
       11.6.2. Statistical
       11.6.3. Hybrid
   11.7. Current Market Size (US$ Bn) Analysis and Forecast, By Application, 2024 - 2031
       11.7.1. Chatbots & Virtual Assistants
       11.7.2. Sentiment Analysis
       11.7.3. Text Analysis
       11.7.4. Customer Experience Management (CXM)
       11.7.5. Data Capture
       11.7.6. Others
   11.8. Current Market Size (US$ Bn) Analysis and Forecast, By End-use, 2024 - 2031
       11.8.1. Retail & E-commerce
       11.8.2. Healthcare & Life Sciences
       11.8.3. BFSI
       11.8.4. IT & Telecommunications
       11.8.5. Media & Entertainment
       11.8.6. Others
   11.9. Market Attractiveness Analysis
12. Competition Landscape
   12.1. Market Share Analysis, 2023
   12.2. Market Structure
       12.2.1. Competition Intensity Mapping By Market
       12.2.2. Competition Dashboard
   12.3. Company Profiles (Details - Overview, Financials, Strategy, Recent Developments)
       12.3.1. Google LLC
           12.3.1.1. Overview
           12.3.1.2. Segments and Products
           12.3.1.3. Key Financials
           12.3.1.4. Market Developments
           12.3.1.5. Market Strategy
       12.3.2. Microsoft Corporation
       12.3.3. International Business Machines Corporation
       12.3.4. Amazon.com, Inc.
       12.3.5. Salesforce, Inc.
       12.3.6. NVIDIA Corporation
       12.3.7. OpenAI
       12.3.8. SAP SE
       12.3.9. Nuance Communications
       12.3.10. Hugging Face, Inc.
       12.3.11. Oracle Corporation
       12.3.12. IQVIA
       12.3.13. Haptik
       12.3.14. LivePerson
       12.3.15. Expert.ai
13. Appendix
   13.1. Research Methodology
   13.2. Research Assumptions
   13.3. Acronyms and Abbreviations