By Offering

• 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

By Technology

• Machine Learning
  • Supervised Learning
  • Unsupervised Learning
  • Reinforcement Learning
• Deep Learning
  • Convolutional Neural Networks (CNN)
  • Recurrent Neural Networks (RNN)
  • Transformer Models (BERT, GPT-3, etc.)
• Natural Language Generation
  • Automated Report Writing
  • Customer Communication
  • Financial Document Generation
• Text Classification
  • Sentiment Classification
  • Intent Classification
• Topic Modeling
  • Topic Identification
  • Topic Clustering
  • Topic Visualization
• Emotion Detection
  • Emotion Recognition
  • Emotion Classification
• Other Technologies (Named Entity Recognition, Event Extraction)

By Application

• Sentiment Analysis
  • Brand Reputation Management
  • Market Sentiment Analysis
  • Customer Feedback Analysis
  • Product Review Analysis
  • Social Media Monitoring
• Risk Management and Fraud Detection
  • Credit Risk Assessment
  • Fraud Detection and Prevention
  • Anti-money laundering (AML)
  • Compliance Monitoring
  • Cybersecurity and Threat Detection
• Compliance Monitoring
  • Regulatory Compliance Monitoring
  • KYC/AML Compliance Monitoring
  • Legal and Policy Compliance Monitoring
  • Audit Trail Monitoring
  • Trade Surveillance
• Investment Analysis
  • Asset Allocation and Portfolio Optimization
  • Equity Research and Analysis
  • Quantitative Analysis and Modeling
  • Investment Recommendations and Planning
  • Risk Management and Prediction
  • Investment Opportunity Identification
• Financial News and Market Analysis
  • Financial News and Analysis
  • Stock Market Prediction
  • Macroeconomic Analysis
• Customer Service and Support
  • Chatbots and Virtual Assistants
  • Personalized Support and Service
  • Complaint Resolution
  • Query Resolution and Escalation Management
  • Self-service Options
• Document and Contract Analysis
  • Contract Management
  • Legal Document Analysis
  • Due Diligence Analysis
  • Data Extraction and Normalization
• Speech Recognition and Transcription
  • Voice-enabled Search and Navigation
  • Speech-to-Text Conversion
  • Call Transcription and Analysis
  • Voice Biometrics and Authentication
  • Speech-enabled Virtual Assistants
• Language Translation
  • Financial Document Translation
  • Investment Research Translation
  • Multilingual Customer Service and Support
  • Cross-border Business Communication
  • Localization and Internationalization
• Other Applications (CRM Optimization, Underwriting Assistance)

By Vertical

• Banking
  • Retail Banking
  • Corporate Banking
  • Investment Banking
  • Wealth Management
• Insurance
  • Life Insurance
  • Property and Casualty Insurance
  • Health Insurance
• Financial Services
  • Credit rating
  • Payment Processing and Remittance
  • Accounting and Auditing
  • Personal Finance Management
  • Robo-advisory
  • Cryptocurrencies and Blockchain
  • Stock Movement Prediction
• Other Enterprise Verticals
• Retail and E-commerce
• Manufacturing
• Healthcare and Life Sciences
• Energy and Utilities
• Transportation and Logistics