
NLP in Finance Market Share, Size, Trends, Industry Analysis Report, By Offering (Software, Services); By Application; By Technology (Machine Learning, Rule-Based, Hybrid); By Vertical; By Region; Segment Forecast, 2023 - 2032
Description
NLP in Finance Market Share, Size, Trends, Industry Analysis Report, By Offering (Software, Services); By Application; By Technology (Machine Learning, Rule-Based, Hybrid); By Vertical; By Region; Segment Forecast, 2023 - 2032
The global NLP in finance market size is expected to reach USD 47.92 billion by 2032, according to a new study by Polaris Market Research. The report “NLP in Finance Market Share, Size, Trends, Industry Analysis Report, By Offering (Software, Services); By Application; By Technology (Machine Learning, Rule-Based, Hybrid); By Vertical; By Region; Segment Forecast, 2023 - 2032” gives a detailed insight into current market dynamics and provides analysis on future market growth.
The significant rise in payment frauds, amounting to over Rs 800 crore, during the fourth quarter ended March 2023, as reported by the Reserve Bank of India, is a compelling driving factor fueling the growth of NLP in the finance market. Financial institutions are increasingly recognizing the urgent need to combat such fraudulent activities and are turning to NLP technology for effective solutions. By leveraging NLP algorithms, these institutions can analyze and interpret vast volumes of textual data, including fraud reports and transaction records, to detect patterns, anomalies, and suspicious behaviors. This proactive approach facilitated by NLP empowers financial organizations to enhance their fraud detection capabilities, mitigate risks, and protect their customers' financial assets.
According to International Data Corporation (IDC), From 2022 to 2026, the size of the Global DataSphere is anticipated too more than double. This expansion signifies the increasing volume of data being generated worldwide, leading to a demand for NLP technology to efficiently process, analyze, and extract insights from this vast amount of data. The growth of the Global DataSphere fuels the adoption of NLP in finance, enabling data-driven decision-making, customer understanding and personalization, and enhanced risk management and compliance. This will further fuel the growth of the market in coming years.
NLP in Finance Market Report Highlights
Service segment is anticipated to witness faster growth in the coming years due to the increasing demand for system integration.
Fraud Detection & Prevention segment accounted for the larger market share owing to the growing fraudulent activities.
Machine learning segment is expected to have higher growth due to increasing availability of unstructured data and the need for real-time insights.
Banking segment is projected to experience a larger revenue share due to the increasing need to extract meaningful insights from unstructured data.
Asia Pacific is projected to register a higher growth rate in the study period owing to increasing adoption of digital banking.
North America is expected to grow larger revenue share owing to the growing investments by the fintech companies.
The global players include IBM, Google, Microsoft, Intel, Amazon, NVIDIA, Facebook, Apple, SAP, Nuance Communications, Megvii Technologies, DigitalGenius, Smartlogic Semaphore & Basis Technology.
Polaris Market Research has segmented the NLP in finance market report based on offering, application, technology, vertical and region:
NLP in Finance, Offering Outlook (Revenue - USD Billion, 2019 - 2032)
Software
Rule-based NLP Software
Regular Expression (Regex)
Finite State Machines (FSMs)
Named Entity Recognition (NER)
Part-of-speech (POS) Tagging
Statistical NLP Software
Naive Bayes
Logistic Regression
Support Vector Machines (SVMs)
Recurrent Neural Networks (RNNs),
Hybrid NLP software
Latent Dirichlet Allocation (LDA) • Hidden Markov Models (HMMs)
Conditional Random Fields (CRFs)
Services
Professional Services
Training and Consulting
System Integration and Implementation
Support and Maintenance
Managed Services
NLP in Finance, Application Outlook (Revenue - USD Billion, 2019 - 2032)
Sentiment Analysis
Brand Monitoring
Customer Feedback Analysis
Brand Reputation Management
Customer Service & Support
Chatbots
Interactive Voice Response (IVR)
Email Response
Fraud Detection & Prevention
Payment Fraud Detection
Account Takeover Detection
Identity Theft Detection
Risk Management
Credit Risk Analysis
Market Risk Analysis
Operational Risk Analysis
Others (e.g., Trading, Compliance)
Algorithmic Trading
Trade Surveillance
Regulatory Compliance
NLP in Finance, Technology Outlook (Revenue - USD Billion, 2019 - 2032)
Machine Learning
Natural Language Processing (NLP) Algorithms
Deep Learning Algorithms
Others (e.g., Random Forest, SVM)
Rule-Based
Pattern Matching
Keyword-Based
Hybrid (Combination of Machine Learning and Rule-Based)
Supervised Machine Learning
Semi-Supervised Machine Learning
NLP in Finance, Vertical Outlook (Revenue - USD Billion, 2019 - 2032)
Banking
Retail Banking
Corporate Banking
Investment Banking
Insurance
Life Insurance
Property & Casualty Insurance
Investment & Wealth Management
Asset Management
Wealth Management
Others (e.g., Accounting, Financial Planning)
Accounting & Bookkeeping
Financial Planning & Analysis to
NLP in Finance, Regional Outlook (Revenue - USD Billion, 2019 - 2032)
North America
U.S.
Canada
Europe
Germany
UK
France
Italy
Spain
Russia
Netherlands
Asia Pacific
China
India
Japan
South Korea
Indonesia
Malaysia
Latin America
Argentina
Brazil
Mexico
Middle East & Africa
UAE
Saudi Arabia
Israel
South Africa
Table of Contents
118 Pages
- 1. Introduction
- 1.1. Report Description
- 1.1.1. Objectives of the Study
- 1.1.2. Market Scope
- 1.1.3. Assumptions
- 1.2. Stakeholders
- 2. Executive Summary
- 2.1. Market Highlights
- 3. Research Methodology
- 3.1. Overview
- 3.1.1. Data Mining
- 3.2. Data Sources
- 3.2.1. Primary Sources
- 3.2.2. Secondary Sources
- 4. Global NLP in Finance Market Insights
- 4.1. NLP in Finance – Industry Snapshot
- 4.2. NLP in Finance Market Dynamics
- 4.2.1. Drivers and Opportunities
- 4.2.1.1. Growing demand for financial services that are automated and efficient, as well as a need for accurate and real-time analysis of complex financial data
- 4.2.1.2. Emergence of AI and ML Models
- 4.2.2. Restraints and Challenges
- 4.2.2.1. Lack of Standardization in NLP-based Financial Applications and Services
- 4.3. Porter’s Five Forces Analysis
- 4.3.1. Bargaining Power of Suppliers (Moderate)
- 4.3.2. Threats of New Entrants: (Low)
- 4.3.3. Bargaining Power of Buyers (Moderate)
- 4.3.4. Threat of Substitute (Moderate)
- 4.3.5. Rivalry among existing firms (High)
- 4.4. PESTLE Analysis
- 4.5. NLP in Finance Industry Trends
- 4.6. Value Chain Analysis
- 4.7. COVID-19 Impact Analysis
- 5. Global NLP in Finance Market, by Offering
- 5.1. Key Findings
- 5.2. Introduction
- 5.2.1. Global NLP in Finance Market, by Offering, 2019-2032 (USD Billion)
- 5.3. Software
- 5.3.1. Global NLP in Finance Market, by Software, by Region, 2019-2032 (USD Billion)
- 5.4. Services
- 5.4.1. Global NLP in Finance Market, by Services, by Region, 2019-2032 (USD Billion)
- 6. Global NLP in Finance Market, by Application
- 6.1. Key Findings
- 6.2. Introduction
- 6.2.1. Global NLP in Finance Market, by Application, 2019-2032 (USD Billion)
- 6.3. Sentiment Analysis
- 6.3.1. Global NLP in Finance Market, by Sentiment Analysis, by Region, 2019-2032 (USD Billion)
- 6.4. Customer Service & Support
- 6.4.1. Global NLP in Finance Market, by Customer Service & Support, by Region, 2019-2032 (USD Billion)
- 6.5. Fraud Detection & Prevention
- 6.5.1. Global NLP in Finance Market, by Fraud Detection & Prevention, by Region, 2019-2032 (USD Billion)
- 6.6. Risk Management
- 6.6.1. Global NLP in Finance Market, by Risk Management, by Region, 2019-2032 (USD Billion)
- 6.7. Others (e.g., Trading, Compliance)
- 6.7.1. Global NLP in Finance Market, by Others (e.g., Trading, Compliance), by Region, 2019-2032 (USD Billion)
- 7. Global NLP in Finance Market, by Technology
- 7.1. Key Findings
- 7.2. Introduction
- 7.2.1. Global NLP in Finance Market, by Technology, 2019-2032 (USD Billion)
- 7.3. Machine Learning
- 7.3.1. Global NLP in Finance Market, by Machine Learning, by Region, 2019-2032 (USD Billion)
- 7.4. Rule-Based
- 7.4.1. Global NLP in Finance Market, by Rule-Based, by Region, 2019-2032 (USD Billion)
- 7.5. Hybrid (Combination of Machine Learning and Rule-Based)
- 7.5.1. Global NLP in Finance Market, by Hybrid (Combination of Machine Learning and Rule-Based), by Region, 2019-2032 (USD Billion)
- 8. Global NLP in Finance Market, by Vertical
- 8.1. Key Findings
- 8.2. Introduction
- 8.2.1. Global NLP in Finance Market, by Vertical, 2019-2032 (USD Billion)
- 8.3. Banking
- 8.3.1. Global NLP in Finance Market, by Banking, by Region, 2019-2032 (USD Billion)
- 8.4. Insurance
- 8.4.1. Global NLP in Finance Market, by Insurance, by Region, 2019-2032 (USD Billion)
- 8.5. Investment & Wealth Management
- 8.5.1. Global NLP in Finance Market, by Investment & Wealth Management, by Region, 2019-2032 (USD Billion)
- 8.6. Others (e.g., Accounting, Financial Planning)
- 8.6.1. Global NLP in Finance Market, by Others (e.g., Accounting, Financial Planning), by Region, 2019-2032 (USD Billion)
- 9. Global NLP in Finance Market, by Geography
- 9.1. Key findings
- 9.2. Introduction
- 9.2.1. NLP in Finance Market Assessment, By Geography, 2019-2032 (USD Billion)
- 9.3. NLP in Finance Market – North America
- 9.3.1. North America: NLP in Finance Market, by Offering, 2019-2032 (USD Billion)
- 9.3.2. North America: NLP in Finance Market, by Vertical, 2019-2032 (USD Billion)
- 9.3.3. North America: NLP in Finance Market, by Application, 2019-2032 (USD Billion)
- 9.3.4. North America: NLP in Finance Market, by Technology, 2019-2032 (USD Billion)
- 9.3.5. NLP in Finance Market – U.S.
- 9.3.5.1. U.S.: NLP in Finance Market, by Offering, 2019-2032 (USD Billion)
- 9.3.5.2. U.S.: NLP in Finance Market, by Vertical, 2019-2032 (USD Billion)
- 9.3.5.3. U.S.: NLP in Finance Market, by Application, 2019-2032 (USD Billion)
- 9.3.5.4. U.S.: NLP in Finance Market, by Technology, 2019-2032 (USD Billion)
- 9.3.6. NLP in Finance Market – Canada
- 9.3.6.1. Canada: NLP in Finance Market, by Offering, 2019-2032 (USD Billion)
- 9.3.6.2. Canada: NLP in Finance Market, by Vertical, 2019-2032 (USD Billion)
- 9.3.6.3. Canada: NLP in Finance Market, by Application, 2019-2032 (USD Billion)
- 9.3.6.4. Canada: NLP in Finance Market, by Technology, 2019-2032 (USD Billion)
- 9.4. NLP in Finance Market – Europe
- 9.4.1. Europe: NLP in Finance Market, by Offering, 2019-2032 (USD Billion)
- 9.4.2. Europe: NLP in Finance Market, by Vertical, 2019-2032 (USD Billion)
- 9.4.3. Europe: NLP in Finance Market, by Application, 2019-2032 (USD Billion)
- 9.4.4. Europe: NLP in Finance Market, by Technology, 2019-2032 (USD Billion)
- 9.4.5. NLP in Finance Market – UK
- 9.4.5.1. UK: NLP in Finance Market, by Offering, 2019-2032 (USD Billion)
- 9.4.5.2. UK: NLP in Finance Market, by Vertical, 2019-2032 (USD Billion)
- 9.4.5.3. UK: NLP in Finance Market, by Application, 2019-2032 (USD Billion)
- 9.4.5.4. UK: NLP in Finance Market, by Technology, 2019-2032 (USD Billion)
- 9.4.6. NLP in Finance Market – France
- 9.4.6.1. France: NLP in Finance Market, by Offering, 2019-2032 (USD Billion)
- 9.4.6.2. France: NLP in Finance Market, by Vertical, 2019-2032 (USD Billion)
- 9.4.6.3. France: NLP in Finance Market, by Application, 2019-2032 (USD Billion)
- 9.4.6.4. France: NLP in Finance Market, by Technology, 2019-2032 (USD Billion)
- 9.4.7. NLP in Finance Market – Germany
- 9.4.7.1. Germany: NLP in Finance Market, by Offering, 2019-2032 (USD Billion)
- 9.4.7.2. Germany: NLP in Finance Market, by Vertical, 2019-2032 (USD Billion)
- 9.4.7.3. Germany: NLP in Finance Market, by Application, 2019-2032 (USD Billion)
- 9.4.7.4. Germany: NLP in Finance Market, by Technology, 2019-2032 (USD Billion)
- 9.4.8. NLP in Finance Market – Italy
- 9.4.8.1. Italy: NLP in Finance Market, by Offering, 2019-2032 (USD Billion)
- 9.4.8.2. Italy: NLP in Finance Market, by Vertical, 2019-2032 (USD Billion)
- 9.4.8.3. Italy: NLP in Finance Market, by Application, 2019-2032 (USD Billion)
- 9.4.8.4. Italy: NLP in Finance Market, by Technology, 2019-2032 (USD Billion)
- 9.4.9. NLP in Finance Market – Spain
- 9.4.9.1. Spain: NLP in Finance Market, by Offering, 2019-2032 (USD Billion)
- 9.4.9.2. Spain: NLP in Finance Market, by Vertical, 2019-2032 (USD Billion)
- 9.4.9.3. Spain: NLP in Finance Market, by Application, 2019-2032 (USD Billion)
- 9.4.9.4. Spain: NLP in Finance Market, by Technology, 2019-2032 (USD Billion)
- 9.4.10. NLP in Finance Market – Netherlands
- 9.4.10.1. Netherlands: NLP in Finance Market, by Offering, 2019-2032 (USD Billion)
- 9.4.10.2. Netherlands: NLP in Finance Market, by Vertical, 2019-2032 (USD Billion)
- 9.4.10.3. Netherlands: NLP in Finance Market, by Application, 2019-2032 (USD Billion)
- 9.4.10.4. Netherlands: NLP in Finance Market, by Technology, 2019-2032 (USD Billion)
- 9.4.11. NLP in Finance Market – Russia
- 9.4.11.1. Russia: NLP in Finance Market, by Offering, 2019-2032 (USD Billion)
- 9.4.11.2. Russia.: NLP in Finance Market, by Vertical, 2019-2032 (USD Billion)
- 9.4.11.3. Russia: NLP in Finance Market, by Application, 2019-2032 (USD Billion)
- 9.4.11.4. Russia: NLP in Finance Market, by Technology, 2019-2032 (USD Billion)
- 9.5. NLP in Finance Market – Asia Pacific
- 9.5.1. Asia Pacific: NLP in Finance Market, by Offering, 2019-2032 (USD Billion)
- 9.5.2. Asia Pacific: NLP in Finance Market, by Vertical, 2019-2032 (USD Billion)
- 9.5.3. Asia Pacific: NLP in Finance Market, by Application, 2019-2032 (USD Billion)
- 9.5.4. Asia Pacific: NLP in Finance Market, by Technology, 2019-2032 (USD Billion)
- 9.5.5. NLP in Finance Market – China
- 9.5.5.1. China: NLP in Finance Market, by Offering, 2019-2032 (USD Billion)
- 9.5.5.2. China.: NLP in Finance Market, by Vertical, 2019-2032 (USD Billion)
- 9.5.5.3. China: NLP in Finance Market, by Application, 2019-2032 (USD Billion)
- 9.5.5.4. China: NLP in Finance Market, by Technology, 2019-2032 (USD Billion)
- 9.5.6. NLP in Finance Market – India
- 9.5.6.1. India: NLP in Finance Market, by Offering, 2019-2032 (USD Billion)
- 9.5.6.2. India.: NLP in Finance Market, by Vertical, 2019-2032 (USD Billion)
- 9.5.6.3. India: NLP in Finance Market, by Application, 2019-2032 (USD Billion)
- 9.5.6.4. India: NLP in Finance Market, by Technology, 2019-2032 (USD Billion)
- 9.5.7. NLP in Finance Market – Japan
- 9.5.7.1. Japan: NLP in Finance Market, by Offering, 2019-2032 (USD Billion)
- 9.5.7.2. Japan.: NLP in Finance Market, by Vertical, 2019-2032 (USD Billion)
- 9.5.7.3. Japan: NLP in Finance Market, by Application, 2019-2032 (USD Billion)
- 9.5.7.4. Japan: NLP in Finance Market, by Technology, 2019-2032 (USD Billion)
- 9.5.8. NLP in Finance Market – Malaysia
- 9.5.8.1. Malaysia: NLP in Finance Market, by Offering, 2019-2032 (USD Billion)
- 9.5.8.2. Malaysia.: NLP in Finance Market, by Vertical, 2019-2032 (USD Billion)
- 9.5.8.3. Malaysia: NLP in Finance Market, by Application, 2019-2032 (USD Billion)
- 9.5.8.4. Malaysia: NLP in Finance Market, by Technology, 2019-2032 (USD Billion)
- 9.5.9. NLP in Finance Market – Indonesia
- 9.5.9.1. Indonesia: NLP in Finance Market, by Offering, 2019-2032 (USD Billion)
- 9.5.9.2. Indonesia.: NLP in Finance Market, by Vertical, 2019-2032 (USD Billion)
- 9.5.9.3. Indonesia: NLP in Finance Market, by Application, 2019-2032 (USD Billion)
- 9.5.9.4. Indonesia: NLP in Finance Market, by Technology, 2019-2032 (USD Billion)
- 9.5.10. NLP in Finance Market – South Korea
- 9.5.10.1. South Korea: NLP in Finance Market, by Offering, 2019-2032 (USD Billion)
- 9.5.10.2. South Korea.: NLP in Finance Market, by Vertical, 2019-2032 (USD Billion)
- 9.5.10.3. South Korea: NLP in Finance Market, by Application, 2019-2032 (USD Billion)
- 9.5.10.4. South Korea: NLP in Finance Market, by Technology, 2019-2032 (USD Billion)
- 9.6. NLP in Finance Market – Middle East & Africa
- 9.6.1. Middle East & Africa: NLP in Finance Market, by Offering, 2019-2032 (USD Billion)
- 9.6.2. Middle East & Africa: NLP in Finance Market, by Vertical, 2019-2032 (USD Billion)
- 9.6.3. Middle East & Africa: NLP in Finance Market, by Application, 2019-2032 (USD Billion)
- 9.6.4. Middle East & Africa: NLP in Finance Market, by Technology, 2019-2032 (USD Billion)
- 9.6.5. NLP in Finance Market – Saudi Arabia
- 9.6.5.1. Saudi Arabia: NLP in Finance Market, by Offering, 2019-2032 (USD Billion)
- 9.6.5.2. Saudi Arabia: NLP in Finance Market, by Vertical, 2019-2032 (USD Billion)
- 9.6.5.3. Saudi Arabia: NLP in Finance Market, by Application, 2019-2032 (USD Billion)
- 9.6.5.4. Saudi Arabia: NLP in Finance Market, by Technology, 2019-2032 (USD Billion)
- 9.6.6. NLP in Finance Market – South Africa
- 9.6.6.1. South Africa: NLP in Finance Market, by Offering, 2019-2032 (USD Billion)
- 9.6.6.2. South Africa: NLP in Finance Market, by Vertical, 2019-2032 (USD Billion)
- 9.6.6.3. South Africa: NLP in Finance Market, by Application, 2019-2032 (USD Billion)
- 9.6.6.4. South Africa: NLP in Finance Market, by Technology, 2019-2032 (USD Billion)
- 9.6.7. NLP in Finance Market – Israel
- 9.6.7.1. Israel: NLP in Finance Market, by Offering, 2019-2032 (USD Billion)
- 9.6.7.2. Israel: NLP in Finance Market, by Vertical, 2019-2032 (USD Billion)
- 9.6.7.3. Israel: NLP in Finance Market, by Application, 2019-2032 (USD Billion)
- 9.6.7.4. Israel: NLP in Finance Market, by Technology, 2019-2032 (USD Billion)
- 9.6.8. NLP in Finance Market – UAE
- 9.6.8.1. UAE: NLP in Finance Market, by Offering, 2019-2032 (USD Billion)
- 9.6.8.2. UAE: NLP in Finance Market, by Vertical, 2019-2032 (USD Billion)
- 9.6.8.3. UAE: NLP in Finance Market, by Application, 2019-2032 (USD Billion)
- 9.6.8.4. UAE: NLP in Finance Market, by Technology, 2019-2032 (USD Billion)
- 9.7. NLP in Finance Market – Latin America
- 9.7.1. Latin America: NLP in Finance Market, by Offering, 2019-2032 (USD Billion)
- 9.7.2. Latin America: NLP in Finance Market, by Vertical, 2019-2032 (USD Billion)
- 9.7.3. Latin America: NLP in Finance Market, by Application, 2019-2032 (USD Billion)
- 9.7.4. Latin America: NLP in Finance Market, by Technology, 2019-2032 (USD Billion)
- 9.7.5. NLP in Finance Market – Mexico
- 9.7.5.1. Mexico: NLP in Finance Market, by Offering, 2019-2032 (USD Billion)
- 9.7.5.2. Mexico: NLP in Finance Market, by Vertical, 2019-2032 (USD Billion)
- 9.7.5.3. Mexico: NLP in Finance Market, by Application, 2019-2032 (USD Billion)
- 9.7.5.4. Mexico: NLP in Finance Market, by Technology, 2019-2032 (USD Billion)
- 9.7.6. NLP in Finance Market – Brazil
- 9.7.6.1. Brazil: NLP in Finance Market, by Offering, 2019-2032 (USD Billion)
- 9.7.6.2. Brazil: NLP in Finance Market, by Vertical, 2019-2032 (USD Billion)
- 9.7.6.3. Brazil: NLP in Finance Market, by Application, 2019-2032 (USD Billion)
- 9.7.6.4. Brazil: NLP in Finance Market, by Technology, 2019-2032 (USD Billion)
- 9.7.7. NLP in Finance Market – Argentina
- 9.7.7.1. Argentina: NLP in Finance Market, by Offering, 2019-2032 (USD Billion)
- 9.7.7.2. Argentina: NLP in Finance Market, by Vertical, 2019-2032 (USD Billion)
- 9.7.7.3. Argentina: NLP in Finance Market, by Application, 2019-2032 (USD Billion)
- 9.7.7.4. Argentina: NLP in Finance Market, by Technology, 2019-2032 (USD Billion)
- 10. Competitive Landscape
- 10.1. Expansion and Acquisition Analysis
- 10.1.1. Expansion
- 10.1.2. Acquisitions
- 10.2. Partnerships/Collaborations/Agreements/Exhibitions
- 11. Company Profiles
- 11.1. IBM
- 11.1.1. Company Overview
- 11.1.2. Financial Performance
- 11.1.3. Product Benchmarking
- 11.1.4. Recent Development
- 11.2. Google
- 11.2.1. Company Overview
- 11.2.2. Financial Performance
- 11.2.3. Product Benchmarking
- 11.2.4. Recent Development
- 11.3. Microsoft
- 11.3.1. Company Overview
- 11.3.2. Financial Performance
- 11.3.3. Product Benchmarking
- 11.3.4. Recent Development
- 11.4. Intel
- 11.4.1. Company Overview
- 11.4.2. Financial Performance
- 11.4.3. Product Benchmarking
- 11.4.4. Recent Development
- 11.5. Amazon
- 11.5.1. Company Overview
- 11.5.2. Financial Performance
- 11.5.3. Product Benchmarking
- 11.5.4. Recent Development
- 11.6. NVIDIA
- 11.6.1. Company Overview
- 11.6.2. Financial Performance
- 11.6.3. Product Benchmarking
- 11.6.4. Recent Development
- 11.7. Facebook
- 11.7.1. Company Overview
- 11.7.2. Financial Performance
- 11.7.3. Product Benchmarking
- 11.7.4. Recent Development
- 11.8. Apple
- 11.8.1. Company Overview
- 11.8.2. Financial Performance
- 11.8.3. Product Benchmarking
- 11.8.4. Recent Development
- 11.9. SAP
- 11.9.1. Company Overview
- 11.9.2. Financial Performance
- 11.9.3. Product Benchmarking
- 11.9.4. Recent Development
- 11.10. Nuance Communications
- 11.10.1. Company Overview
- 11.10.2. Financial Performance
- 11.10.3. Product Benchmarking
- 11.10.4. Recent Development
- 11.11. Digital Reasoning Systems
- 11.11.1. Company Overview
- 11.11.2. Financial Performance
- 11.11.3. Product Benchmarking
- 11.11.4. Recent Development
- 11.12. Ayasdi
- 11.12.1. Company Overview
- 11.12.2. Financial Performance
- 11.12.3. Product Benchmarking
- 11.12.4. Recent Development
- 11.13. Lexalytics
- 11.13.1. Company Overview
- 11.13.2. Financial Performance
- 11.13.3. Product Benchmarking
- 11.13.4. Recent Development
- 11.14. 3DiVi
- 11.14.1. Company Overview
- 11.14.2. Financial Performance
- 11.14.3. Product Benchmarking
- 11.14.4. Recent Development
- 11.15. Yseop
- 11.15.1. Company Overview
- 11.15.2. Financial Performance
- 11.15.3. Product Benchmarking
- 11.15.4. Recent Development
- 11.16. Verint Systems
- 11.16.1. Company Overview
- 11.16.2. Financial Performance
- 11.16.3. Product Benchmarking
- 11.16.4. Recent Development
- 11.17. Numenta
- 11.17.1. Company Overview
- 11.17.2. Financial Performance
- 11.17.3. Product Benchmarking
- 11.17.4. Recent Development
- 11.18. IPsoft
- 11.18.1. Company Overview
- 11.18.2. Financial Performance
- 11.18.3. Product Benchmarking
- 11.18.4. Recent Development
- 11.19. Mindbreeze
- 11.19.1. Company Overview
- 11.19.2. Financial Performance
- 11.19.3. Product Benchmarking
- 11.19.4. Recent Development
- 11.20. Expert System
- 11.20.1. Company Overview
- 11.20.2. Financial Performance
- 11.20.3. Product Benchmarking
- 11.20.4. Recent Development
- 11.21. Pragmatic Works
- 11.21.1. Company Overview
- 11.21.2. Financial Performance
- 11.21.3. Product Benchmarking
- 11.21.4. Recent Development
- 11.22. RapidMiner
- 11.22.1. Company Overview
- 11.22.2. Financial Performance
- 11.22.3. Product Benchmarking
- 11.22.4. Recent Development
- 11.23. Trooclick
- 11.23.1. Company Overview
- 11.23.2. Financial Performance
- 11.23.3. Product Benchmarking
- 11.23.4. Recent Development
- 11.24. Luminoso Technologies
- 11.24.1. Company Overview
- 11.24.2. Financial Performance
- 11.24.3. Product Benchmarking
- 11.24.4. Recent Development
- 11.25. Veritone
- 11.25.1. Company Overview
- 11.25.2. Financial Performance
- 11.25.3. Product Benchmarking
- 11.25.4. Recent Development
- 11.26. Algoworks Technologies
- 11.26.1. Company Overview
- 11.26.2. Financial Performance
- 11.26.3. Product Benchmarking
- 11.26.4. Recent Development
- 11.27. Bitext Innovations
- 11.27.1. Company Overview
- 11.27.2. Financial Performance
- 11.27.3. Product Benchmarking
- 11.27.4. Recent Development
- 11.28. Meya.ai
- 11.28.1. Company Overview
- 11.28.2. Financial Performance
- 11.28.3. Product Benchmarking
- 11.28.4. Recent Development
- 11.29. OpenText
- 11.29.1. Company Overview
- 11.29.2. Financial Performance
- 11.29.3. Product Benchmarking
- 11.29.4. Recent Development
- 11.30. KAI
- 11.30.1. Company Overview
- 11.30.2. Financial Performance
- 11.30.3. Product Benchmarking
- 11.30.4. Recent Development
- 11.31. Textkernel
- 11.31.1. Company Overview
- 11.31.2. Financial Performance
- 11.31.3. Product Benchmarking
- 11.31.4. Recent Development
- 11.32. Attivio
- 11.32.1. Company Overview
- 11.32.2. Financial Performance
- 11.32.3. Product Benchmarking
- 11.32.4. Recent Development
- 11.33. Squirro
- 11.33.1. Company Overview
- 11.33.2. Financial Performance
- 11.33.3. Product Benchmarking
- 11.33.4. Recent Development
- 11.34. SparkCognition
- 11.34.1. Company Overview
- 11.34.2. Financial Performance
- 11.34.3. Product Benchmarking
- 11.34.4. Recent Development
- 11.35. Idibon
- 11.35.1. Company Overview
- 11.35.2. Financial Performance
- 11.35.3. Product Benchmarking
- 11.35.4. Recent Development
- 11.36. NLP Logix
- 11.36.1. Company Overview
- 11.36.2. Financial Performance
- 11.36.3. Product Benchmarking
- 11.36.4. Recent Development
- 11.37. Megvii Technologies
- 11.37.1. Company Overview
- 11.37.2. Financial Performance
- 11.37.3. Product Benchmarking
- 11.37.4. Recent Development
- 11.38. DigitalGenius
- 11.38.1. Company Overview
- 11.38.2. Financial Performance
- 11.38.3. Product Benchmarking
- 11.38.4. Recent Development
- 11.39. Smartlogic Semaphore
- 11.39.1. Company Overview
- 11.39.2. Financial Performance
- 11.39.3. Product Benchmarking
- 11.39.4. Recent Development
- 11.40. Basis Technology
- 11.40.1. Company Overview
- 11.40.2. Financial Performance
- 11.40.3. Product Benchmarking
- 11.40.4. Recent Development
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