1 Study Coverage 1.1 Natural Language Understanding (NLU) Software Revenue in Natural Language Understanding (NLU) Software Business (2017-2022) & (US$ Million) Introduction 1.2 Global Natural Language Understanding (NLU) Software Outlook 2017 VS 2022 VS 2028 1.2.1 Global Natural Language Understanding (NLU) Software Market Size for the Year 2017-2028 1.2.2 Global Natural Language Understanding (NLU) Software Market Size for the Year 2017-2028 1.3 Natural Language Understanding (NLU) Software Market Size, United States VS Global, 2017 VS 2022 VS 2028 1.3.1 The Market Share of United States Natural Language Understanding (NLU) Software in Global, 2017 VS 2022 VS 2028 1.3.2 The Growth Rate of Natural Language Understanding (NLU) Software Market Size, United States VS Global, 2017 VS 2022 VS 2028 1.4 Natural Language Understanding (NLU) Software Market Dynamics 1.4.1 Natural Language Understanding (NLU) Software Industry Trends 1.4.2 Natural Language Understanding (NLU) Software Market Drivers 1.4.3 Natural Language Understanding (NLU) Software Market Challenges 1.4.4 Natural Language Understanding (NLU) Software Market Restraints 1.5 Study Objectives 1.6 Years Considered 2 Natural Language Understanding (NLU) Software by Type 2.1 Natural Language Understanding (NLU) Software Market Segment by Type 2.1.1 Machine Translation 2.1.2 Information Extraction 2.1.3 Automatic Summarization 2.1.4 Text and Voice Processing 2.1.5 Other 2.2 Global Natural Language Understanding (NLU) Software Market Size by Type (2017, 2022 & 2028) 2.3 Global Natural Language Understanding (NLU) Software Market Size by Type (2017-2028) 2.4 United States Natural Language Understanding (NLU) Software Market Size by Type (2017, 2022 & 2028) 2.5 United States Natural Language Understanding (NLU) Software Market Size by Type (2017-2028) 3 Natural Language Understanding (NLU) Software by Application 3.1 Natural Language Understanding (NLU) Software Market Segment by Application 3.1.1 BFSI 3.1.2 Healthcare 3.1.3 Other 3.2 Global Natural Language Understanding (NLU) Software Market Size by Application (2017, 2022 & 2028) 3.3 Global Natural Language Understanding (NLU) Software Market Size by Application (2017-2028) 3.4 United States Natural Language Understanding (NLU) Software Market Size by Application (2017, 2022 & 2028) 3.5 United States Natural Language Understanding (NLU) Software Market Size by Application (2017-2028) 4 Global Natural Language Understanding (NLU) Software Competitor Landscape by Company 4.1 Global Natural Language Understanding (NLU) Software Market Size by Company 4.1.1 Top Global Natural Language Understanding (NLU) Software Companies Ranked by Revenue (2021) 4.1.2 Global Natural Language Understanding (NLU) Software Revenue by Player (2017-2022) 4.2 Global Natural Language Understanding (NLU) Software Concentration Ratio (CR) 4.2.1 Natural Language Understanding (NLU) Software Market Concentration Ratio (CR) (2017-2022) 4.2.2 Global Top 5 and Top 10 Largest Companies of Natural Language Understanding (NLU) Software in 2021 4.2.3 Global Natural Language Understanding (NLU) Software Market Share by Company Type (Tier 1, Tier 2, and Tier 3) 4.3 Global Natural Language Understanding (NLU) Software Headquarters, Revenue in Natural Language Understanding (NLU) Software Business (2017-2022) & (US$ Million) Type 4.3.1 Global Natural Language Understanding (NLU) Software Headquarters and Area Served 4.3.2 Global Natural Language Understanding (NLU) Software Companies Revenue in Natural Language Understanding (NLU) Software Business (2017-2022) & (US$ Million) Type 4.3.3 Date of International Companies Enter into Natural Language Understanding (NLU) Software Market 4.4 Companies Mergers & Acquisitions, Expansion Plans 4.5 United States Natural Language Understanding (NLU) Software Market Size by Company 4.5.1 Top Natural Language Understanding (NLU) Software Players in United States, Ranked by Revenue (2021) 4.5.2 United States Natural Language Understanding (NLU) Software Revenue by Players (2020, 2021 & 2022) 5 Global Natural Language Understanding (NLU) Software Market Size by Region 5.1 Global Natural Language Understanding (NLU) Software Market Size by Region: 2017 VS 2022 VS 2028 5.2 Global Natural Language Understanding (NLU) Software Market Size by Region (2017-2028) 5.2.1 Global Natural Language Understanding (NLU) Software Market Size by Region: 2017-2022 5.2.2 Global Natural Language Understanding (NLU) Software Market Size by Region (2023-2028) 6 Segment in Region Level & Country Level 6.1 North America 6.1.1 North America Natural Language Understanding (NLU) Software Market Size YoY Growth 2017-2028 6.1.2 North America Natural Language Understanding (NLU) Software Market Facts & Figures by Country (2017, 2022 & 2028) 6.1.3 United States 6.1.4 Canada 6.2 Asia-Pacific 6.2.1 Asia-Pacific Natural Language Understanding (NLU) Software Market Size YoY Growth 2017-2028 6.2.2 Asia-Pacific Natural Language Understanding (NLU) Software Market Facts & Figures by Region (2017, 2022 & 2028) 6.2.3 China 6.2.4 Japan 6.2.5 South Korea 6.2.6 India 6.2.7 Australia 6.2.8 China Taiwan 6.2.9 Indonesia 6.2.10 Thailand 6.2.11 Malaysia 6.3 Europe 6.3.1 Europe Natural Language Understanding (NLU) Software Market Size YoY Growth 2017-2028 6.3.2 Europe Natural Language Understanding (NLU) Software Market Facts & Figures by Country (2017, 2022 & 2028) 6.3.3 Germany 6.3.4 France 6.3.5 U.K. 6.3.6 Italy 6.3.7 Russia 6.4 Latin America 6.4.1 Latin America Natural Language Understanding (NLU) Software Market Size YoY Growth 2017-2028 6.4.2 Latin America Natural Language Understanding (NLU) Software Market Facts & Figures by Country (2017, 2022 & 2028) 6.4.3 Mexico 6.4.4 Brazil 6.4.5 Argentina 6.5 Middle East and Africa 6.5.1 Middle East and Africa Natural Language Understanding (NLU) Software Market Size YoY Growth 2017-2028 6.5.2 Middle East and Africa Natural Language Understanding (NLU) Software Market Facts & Figures by Country (2017, 2022 & 2028) 6.5.3 Turkey 6.5.4 Saudi Arabia 6.5.5 UAE 7 Company Profiles 7.1 Microsoft 7.1.1 Microsoft Company Details 7.1.2 Microsoft Business Overview 7.1.3 Microsoft Natural Language Understanding (NLU) Software Introduction 7.1.4 Microsoft Revenue in Natural Language Understanding (NLU) Software Business (2017-2022) 7.1.5 Microsoft Recent Development 7.2 AWS 7.2.1 AWS Company Details 7.2.2 AWS Business Overview 7.2.3 AWS Natural Language Understanding (NLU) Software Introduction 7.2.4 AWS Revenue in Natural Language Understanding (NLU) Software Business (2017-2022) 7.2.5 AWS Recent Development 7.3 FuzzyWuzzy 7.3.1 FuzzyWuzzy Company Details 7.3.2 FuzzyWuzzy Business Overview 7.3.3 FuzzyWuzzy Natural Language Understanding (NLU) Software Introduction 7.3.4 FuzzyWuzzy Revenue in Natural Language Understanding (NLU) Software Business (2017-2022) 7.3.5 FuzzyWuzzy Recent Development 7.4 PyNLPl 7.4.1 PyNLPl Company Details 7.4.2 PyNLPl Business Overview 7.4.3 PyNLPl Natural Language Understanding (NLU) Software Introduction 7.4.4 PyNLPl Revenue in Natural Language Understanding (NLU) Software Business (2017-2022) 7.4.5 PyNLPl Recent Development 7.5 Stanford CoreNLP 7.5.1 Stanford CoreNLP Company Details 7.5.2 Stanford CoreNLP Business Overview 7.5.3 Stanford CoreNLP Natural Language Understanding (NLU) Software Introduction 7.5.4 Stanford CoreNLP Revenue in Natural Language Understanding (NLU) Software Business (2017-2022) 7.5.5 Stanford CoreNLP Recent Development 7.6 IBM 7.6.1 IBM Company Details 7.6.2 IBM Business Overview 7.6.3 IBM Natural Language Understanding (NLU) Software Introduction 7.6.4 IBM Revenue in Natural Language Understanding (NLU) Software Business (2017-2022) 7.6.5 IBM Recent Development 7.7 spaCy 7.7.1 spaCy Company Details 7.7.2 spaCy Business Overview 7.7.3 spaCy Natural Language Understanding (NLU) Software Introduction 7.7.4 spaCy Revenue in Natural Language Understanding (NLU) Software Business (2017-2022) 7.7.5 spaCy Recent Development 7.8 Google 7.8.1 Google Company Details 7.8.2 Google Business Overview 7.8.3 Google Natural Language Understanding (NLU) Software Introduction 7.8.4 Google Revenue in Natural Language Understanding (NLU) Software Business (2017-2022) 7.8.5 Google Recent Development 7.9 openNLP 7.9.1 openNLP Company Details 7.9.2 openNLP Business Overview 7.9.3 openNLP Natural Language Understanding (NLU) Software Introduction 7.9.4 openNLP Revenue in Natural Language Understanding (NLU) Software Business (2017-2022) 7.9.5 openNLP Recent Development 7.10 MALLET 7.10.1 MALLET Company Details 7.10.2 MALLET Business Overview 7.10.3 MALLET Natural Language Understanding (NLU) Software Introduction 7.10.4 MALLET Revenue in Natural Language Understanding (NLU) Software Business (2017-2022) 7.10.5 MALLET Recent Development 7.11 NLTK 7.11.1 NLTK Company Details 7.11.2 NLTK Business Overview 7.11.3 NLTK Natural Language Understanding (NLU) Software Introduction 7.11.4 NLTK Revenue in Natural Language Understanding (NLU) Software Business (2017-2022) 7.11.5 NLTK Recent Development 7.12 Synthesys 7.12.1 Synthesys Company Details 7.12.2 Synthesys Business Overview 7.12.3 Synthesys Natural Language Understanding (NLU) Software Introduction 7.12.4 Synthesys Revenue in Natural Language Understanding (NLU) Software Business (2017-2022) 7.12.5 Synthesys Recent Development 7.13 Kapiche 7.13.1 Kapiche Company Details 7.13.2 Kapiche Business Overview 7.13.3 Kapiche Natural Language Understanding (NLU) Software Introduction 7.13.4 Kapiche Revenue in Natural Language Understanding (NLU) Software Business (2017-2022) 7.13.5 Kapiche Recent Development 7.14 Wordsmith 7.14.1 Wordsmith Company Details 7.14.2 Wordsmith Business Overview 7.14.3 Wordsmith Natural Language Understanding (NLU) Software Introduction 7.14.4 Wordsmith Revenue in Natural Language Understanding (NLU) Software Business (2017-2022) 7.14.5 Wordsmith Recent Development 8 Research Findings and Conclusion 9 Appendix 9.1 Research Methodology 9.1.1 Methodology/Research Approach 9.1.2 Data Source 9.2 Author Details 9.3 Disclaimer

List of Tables Table 1. Natural Language Understanding (NLU) Software Market Size United States VS Global, CAGR (2017 VS 2022 VS 2028) Table 2. Natural Language Understanding (NLU) Software Market Trends Table 3. Natural Language Understanding (NLU) Software Market Drivers Table 4. Natural Language Understanding (NLU) Software Market Challenges Table 5. Natural Language Understanding (NLU) Software Market Restraints Table 6. Global Natural Language Understanding (NLU) Software Market Size by Type: 2017 VS 2022 VS 2028 (US$ Million) Table 7. United States Natural Language Understanding (NLU) Software Market Size by Type: 2017 VS 2022 VS 2028 (US$ Million) Table 8. Global Natural Language Understanding (NLU) Software Market Size by Application: 2017 VS 2022 VS 2028 (US$ Million) Table 9. United States Natural Language Understanding (NLU) Software Market Size by Application: 2017 VS 2022 VS 2028 (US$ Million) Table 10. Top Natural Language Understanding (NLU) Software Companies in Global Market, Ranking by Revenue (2021) Table 11. Global Natural Language Understanding (NLU) Software Revenue by Player, (US$ Million), 2017-2022 Table 12. Global Natural Language Understanding (NLU) Software Revenue Share by Player, 2017-2022 Table 13. Global Natural Language Understanding (NLU) Software Companies Market Concentration Ratio (CR5 and HHI) Table 14. Global Natural Language Understanding (NLU) Software by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Natural Language Understanding (NLU) Software as of 2021) Table 15. Top Players of Natural Language Understanding (NLU) Software in Global Market, Headquarters and Area Served Table 16. Companies Revenue in Natural Language Understanding (NLU) Software Business (2017-2022) & (US$ Million) Type Table 17. Date of International Companies Enter into Natural Language Understanding (NLU) Software Market Table 18. Companies Mergers & Acquisitions, Expansion Plans Table 19. Top Natural Language Understanding (NLU) Software Players in United States Market, Ranking by Revenue (2021) Table 20. United States Natural Language Understanding (NLU) Software Revenue by Players, (US$ Million), 2020, 2021 & 2022 Table 21. United States Natural Language Understanding (NLU) Software Revenue Share by Players, 2020, 2021 & 2022 Table 22. Global Natural Language Understanding (NLU) Software Market Size by Region (US$ Million): 2017 VS 2022 VS 2028 Table 23. Global Natural Language Understanding (NLU) Software Market Size by Region (2017-2022) & (US$ Million) Table 24. Global Natural Language Understanding (NLU) Software Market Size Forecast by Region (2023-2028) & (US$ Million) Table 25. North America Natural Language Understanding (NLU) Software Sales in Value by Country (2017-2028) & (US$ Million) Table 26. Asia Pacific Natural Language Understanding (NLU) Software Sales in Value by Region (2017-2028) & (US$ Million) Table 27. Europe Natural Language Understanding (NLU) Software Sales in Value by Country (2017-2028) & (US$ Million) Table 28. Latin Americaa Natural Language Understanding (NLU) Software Sales in Value by Country (2017-2028) & (US$ Million) Table 29. Middle East and Africa Natural Language Understanding (NLU) Software Sales in Value by Country (2017-2028) & (US$ Million) Table 30. Microsoft Company Details Table 31. Microsoft Business Overview Table 32. Microsoft Natural Language Understanding (NLU) Software Product Table 33. Microsoft Revenue in Natural Language Understanding (NLU) Software Business (2017-2022) & (US$ Million) Table 34. Microsoft Recent Development Table 35. AWS Company Details Table 36. AWS Business Overview Table 37. AWS Natural Language Understanding (NLU) Software Product Table 38. AWS Revenue in Natural Language Understanding (NLU) Software Business (2017-2022) & (US$ Million) Table 39. AWS Recent Development Table 40. FuzzyWuzzy Company Details Table 41. FuzzyWuzzy Business Overview Table 42. FuzzyWuzzy Natural Language Understanding (NLU) Software Product Table 43. FuzzyWuzzy Revenue in Natural Language Understanding (NLU) Software Business (2017-2022) & (US$ Million) Table 44. FuzzyWuzzy Recent Development Table 45. PyNLPl Company Details Table 46. PyNLPl Business Overview Table 47. PyNLPl Natural Language Understanding (NLU) Software Product Table 48. PyNLPl Revenue in Natural Language Understanding (NLU) Software Business (2017-2022) & (US$ Million) Table 49. PyNLPl Recent Development Table 50. Stanford CoreNLP Company Details Table 51. Stanford CoreNLP Business Overview Table 52. Stanford CoreNLP Natural Language Understanding (NLU) Software Product Table 53. Stanford CoreNLP Revenue in Natural Language Understanding (NLU) Software Business (2017-2022) & (US$ Million) Table 54. Stanford CoreNLP Recent Development Table 55. IBM Company Details Table 56. IBM Business Overview Table 57. IBM Natural Language Understanding (NLU) Software Product Table 58. IBM Revenue in Natural Language Understanding (NLU) Software Business (2017-2022) & (US$ Million) Table 59. IBM Recent Development Table 60. spaCy Company Details Table 61. spaCy Business Overview Table 62. spaCy Natural Language Understanding (NLU) Software Product Table 63. spaCy Revenue in Natural Language Understanding (NLU) Software Business (2017-2022) & (US$ Million) Table 64. spaCy Recent Development Table 65. Google Company Details Table 66. Google Business Overview Table 67. Google Natural Language Understanding (NLU) Software Product Table 68. Google Revenue in Natural Language Understanding (NLU) Software Business (2017-2022) & (US$ Million) Table 69. Google Recent Development Table 70. openNLP Company Details Table 71. openNLP Business Overview Table 72. openNLP Natural Language Understanding (NLU) Software Product Table 73. openNLP Revenue in Natural Language Understanding (NLU) Software Business (2017-2022) & (US$ Million) Table 74. openNLP Recent Development Table 75. MALLET Company Details Table 76. MALLET Business Overview Table 77. MALLET Natural Language Understanding (NLU) Software Product Table 78. MALLET Revenue in Natural Language Understanding (NLU) Software Business (2017-2022) & (US$ Million) Table 79. MALLET Recent Development Table 80. NLTK Company Details Table 81. NLTK Business Overview Table 82. NLTK Natural Language Understanding (NLU) Software Product Table 83. NLTK Revenue in Natural Language Understanding (NLU) Software Business (2017-2022) & (US$ Million) Table 84. NLTK Recent Development Table 85. Synthesys Company Details Table 86. Synthesys Business Overview Table 87. Synthesys Natural Language Understanding (NLU) Software Product Table 88. Synthesys Revenue in Natural Language Understanding (NLU) Software Business (2017-2022) & (US$ Million) Table 89. Synthesys Recent Development Table 90. Kapiche Company Details Table 91. Kapiche Business Overview Table 92. Kapiche Natural Language Understanding (NLU) Software Product Table 93. Kapiche Revenue in Natural Language Understanding (NLU) Software Business (2017-2022) & (US$ Million) Table 94. Kapiche Recent Development Table 95. Wordsmith Company Details Table 96. Wordsmith Business Overview Table 97. Wordsmith Natural Language Understanding (NLU) Software Product Table 98. Wordsmith Revenue in Natural Language Understanding (NLU) Software Business (2017-2022) & (US$ Million) Table 99. Wordsmith Recent Development Table 100. Research Programs/Design for This Report Table 101. Key Data Information from Secondary Sources Table 102. Key Data Information from Primary Sources List of Figures Figure 1. Natural Language Understanding (NLU) Software Product Picture Figure 2. Global Natural Language Understanding (NLU) Software Market Size, (US$ Million), 2017 VS 2022 VS 2028 Figure 3. Global Natural Language Understanding (NLU) Software Market Size 2017-2028 (US$ Million) Figure 4. United States Natural Language Understanding (NLU) Software Market Size, (US$ Million), 2017 VS 2022 VS 2028 Figure 5. United States Natural Language Understanding (NLU) Software Market Size 2017-2028 (US$ Million) Figure 6. United States Natural Language Understanding (NLU) Software Market Share in Global 2017-2028 Figure 7. Natural Language Understanding (NLU) Software Report Years Considered Figure 8. Product Picture of Machine Translation Figure 9. Product Picture of Information Extraction Figure 10. Product Picture of Automatic Summarization Figure 11. Product Picture of Text and Voice Processing Figure 12. Product Picture of Other Figure 13. Global Natural Language Understanding (NLU) Software Market Share by Type in 2022 & 2028 Figure 14. Global Natural Language Understanding (NLU) Software Market Size by Type (2017-2028) & (US$ Million) Figure 15. Global Natural Language Understanding (NLU) Software Market Share by Type (2017-2028) Figure 16. United States Natural Language Understanding (NLU) Software Market Share by Type in 2022 & 2028 Figure 17. United States Natural Language Understanding (NLU) Software Market Size by Type (2017-2028) & (US$ Million) Figure 18. United States Natural Language Understanding (NLU) Software Market Share by Type (2017-2028) Figure 19. Product Picture of BFSI Figure 20. Product Picture of Healthcare Figure 21. Product Picture of Other Figure 22. Global Natural Language Understanding (NLU) Software Market Share by Application in 2022 & 2028 Figure 23. Global Natural Language Understanding (NLU) Software Market Size by Application (2017-2028) & (US$ Million) Figure 24. Global Natural Language Understanding (NLU) Software Market Share by Application (2017-2028) Figure 25. United States Natural Language Understanding (NLU) Software Market Share by Application in 2022 & 2028 Figure 26. United States Natural Language Understanding (NLU) Software Market Size by Application (2017-2028) & (US$ Million) Figure 27. United States Natural Language Understanding (NLU) Software Market Share by Application (2017-2028) Figure 28. North America Natural Language Understanding (NLU) Software Market Size Growth Rate 2017-2028 (US$ Million) Figure 29. United States Natural Language Understanding (NLU) Software Market Size Growth Rate (2017-2028) & (US$ Million) Figure 30. Canada Natural Language Understanding (NLU) Software Market Size Growth Rate (2017-2028) & (US$ Million) Figure 31. Europe Natural Language Understanding (NLU) Software Market Size Growth Rate 2017-2028 (US$ Million) Figure 32. Germany Natural Language Understanding (NLU) Software Market Size Growth Rate (2017-2028) & (US$ Million) Figure 33. France Natural Language Understanding (NLU) Software Market Size Growth Rate (2017-2028) & (US$ Million) Figure 34. U.K. Natural Language Understanding (NLU) Software Market Size Growth Rate (2017-2028) & (US$ Million) Figure 35. Italy Natural Language Understanding (NLU) Software Market Size Growth Rate (2017-2028) & (US$ Million) Figure 36. Russia Natural Language Understanding (NLU) Software Market Size Growth Rate (2017-2028) & (US$ Million) Figure 37. Asia-Pacific Natural Language Understanding (NLU) Software Market Size Growth Rate 2017-2028 (US$ Million) Figure 38. China Natural Language Understanding (NLU) Software Market Size Growth Rate (2017-2028) & (US$ Million) Figure 39. Japan Natural Language Understanding (NLU) Software Market Size Growth Rate (2017-2028) & (US$ Million) Figure 40. South Korea Natural Language Understanding (NLU) Software Market Size Growth Rate (2017-2028) & (US$ Million) Figure 41. India Natural Language Understanding (NLU) Software Market Size Growth Rate (2017-2028) & (US$ Million) Figure 42. Australia Natural Language Understanding (NLU) Software Market Size Growth Rate (2017-2028) & (US$ Million) Figure 43. China Taiwan Natural Language Understanding (NLU) Software Market Size Growth Rate (2017-2028) & (US$ Million) Figure 44. Indonesia Natural Language Understanding (NLU) Software Market Size Growth Rate (2017-2028) & (US$ Million) Figure 45. Thailand Natural Language Understanding (NLU) Software Market Size Growth Rate (2017-2028) & (US$ Million) Figure 46. Malaysia Natural Language Understanding (NLU) Software Market Size Growth Rate (2017-2028) & (US$ Million) Figure 47. Latin America Natural Language Understanding (NLU) Software Market Size Growth Rate 2017-2028 (US$ Million) Figure 48. Mexico Natural Language Understanding (NLU) Software Market Size Growth Rate (2017-2028) & (US$ Million) Figure 49. Brazil Natural Language Understanding (NLU) Software Market Size Growth Rate (2017-2028) & (US$ Million) Figure 50. Argentina Natural Language Understanding (NLU) Software Market Size Growth Rate (2017-2028) & (US$ Million) Figure 51. Middle East & Africa Natural Language Understanding (NLU) Software Market Size Growth Rate 2017-2028 (US$ Million) Figure 52. Turkey Natural Language Understanding (NLU) Software Market Size Growth Rate (2017-2028) & (US$ Million) Figure 53. Saudi Arabia Natural Language Understanding (NLU) Software Market Size Growth Rate (2017-2028) & (US$ Million) Figure 54. UAE Natural Language Understanding (NLU) Software Market Size Growth Rate (2017-2028) & (US$ Million) Figure 55. Microsoft Revenue Growth Rate in Natural Language Understanding (NLU) Software Business (2017-2022) Figure 56. AWS Revenue Growth Rate in Natural Language Understanding (NLU) Software Business (2017-2022) Figure 57. FuzzyWuzzy Revenue Growth Rate in Natural Language Understanding (NLU) Software Business (2017-2022) Figure 58. PyNLPl Revenue Growth Rate in Natural Language Understanding (NLU) Software Business (2017-2022) Figure 59. Stanford CoreNLP Revenue Growth Rate in Natural Language Understanding (NLU) Software Business (2017-2022) Figure 60. IBM Revenue Growth Rate in Natural Language Understanding (NLU) Software Business (2017-2022) Figure 61. spaCy Revenue Growth Rate in Natural Language Understanding (NLU) Software Business (2017-2022) Figure 62. Google Revenue Growth Rate in Natural Language Understanding (NLU) Software Business (2017-2022) Figure 63. openNLP Revenue Growth Rate in Natural Language Understanding (NLU) Software Business (2017-2022) Figure 64. MALLET Revenue Growth Rate in Natural Language Understanding (NLU) Software Business (2017-2022) Figure 65. NLTK Revenue Growth Rate in Natural Language Understanding (NLU) Software Business (2017-2022) Figure 66. Synthesys Revenue Growth Rate in Natural Language Understanding (NLU) Software Business (2017-2022) Figure 67. Kapiche Revenue Growth Rate in Natural Language Understanding (NLU) Software Business (2017-2022) Figure 68. Wordsmith Revenue Growth Rate in Natural Language Understanding (NLU) Software Business (2017-2022) Figure 69. Bottom-up and Top-down Approaches for This Report Figure 70. Data Triangulation Figure 71. Key Executives Interviewed

Microsoft AWS FuzzyWuzzy PyNLPl Stanford CoreNLP IBM spaCy Google openNLP MALLET NLTK Synthesys Kapiche Wordsmith