Natural Language Processing (NLP) Market by Offering (Solutions, Services), Type (Rule-based, Statistical, Hybrid), Application (Sentiment Analysis, Social Media Monitoring), Technology (IVR, OCR, Auto Coding), Vertical & Region - Global Forecast to 2028

Natural Language Processing (NLP) Market by Offering (Solutions, Services), Type (Rule-based, Statistical, Hybrid), Application (Sentiment Analysis, Social Media Monitoring), Technology (IVR, OCR, Auto Coding), Vertical & Region - Global Forecast to 2028



The global natural language processing market is valued at USD 18.9 billion in 2023 and is estimated to reach USD 68.1 billion by 2028, registering a CAGR of 29.3% during the forecast period. Businesses gather a vast amount of complex data from various sources, such as social media sites and customer interactions. However, this data is often unstructured, making it difficult to derive meaning from it. NLP technology offers machines the ability to understand human languages, enabling companies to transform unstructured data into structured formats. By using sentiment analytics techniques, NLP can also understand the sentiment behind human texts or voice. This technology has enabled businesses to better understand their customers and improve their approaches to customer service. Many companies have even been able to create their own voice-driven interfaces using NLP's advanced tools and applications. This has helped them understand customer queries and provide timely and automated responses. NLP technology has also allowed organizations to expand the use of business intelligence software across different departments and receive important data insights.

The Solution segment is projected to hold the largest market size during the forecast period

The adoption of AI solutions is increasing worldwide, as people become more aware of their potential benefits. NLP is a branch of AI that deals with unstructured data processing and mining. It is commonly used to analyze text, voice, and video content, enabling AI agents to understand the nuances and contexts of human language. Companies like IBM, Microsoft, and Google offer NLP solutions with innovative features, such as sentiment analysis, text classification, summarization, and speech recognition. Some vendors provide sophisticated NLP software tools or APIs with customized features tailored to individual user demands in the market.

By Type, Hybrid Segment is registered to grow at the highest CAGR during the forecast period

Hybrid NLP is an advanced approach that combines the strengths of rule-based and statistical NLP methods to provide more accurate language understanding and processing. This fusion integrates predefined linguistic rules with statistical models and ML techniques, enabling for better analysis of vast amounts of data. Hybrid NLP provides several advantages, especially when users do not have proper datasets and need to implement the statistical method with the least dataset. For instance, in the grammar correction system, a module identifies multi-word expressions and then uses the rule-based method to identify incorrect patterns and generate correct ones. Hybrid NLP is particularly effective in scenarios where precise rule-based processing is essential but also benefits from the flexibility and adaptability of statistical approaches. Hybrid NLP is widely used in various NLP applications, such as chatbots, virtual assistants, sentiment analysis, and text classification, providing a versatile solution to tackle the diverse challenges of language understanding and generation. It is also used in eCRM, sentiment analysis, machine translation, and report generation.

By solutions, Software tools segment is anticipated to account for the largest market size during the forecast period

Software tools offered in the NLP market in the form of SDKs, APIs, and frameworks that enable users to integrate NLP capabilities with their existing software. The NLP market witnesses significant developments due to flexible software and SDK kits. Such software tools are used with other solutions to carry out different tasks, such as text and speech analytics. NLU-based business applications are also finding the increased use of Interactive Voice Response (IVR) and virtual assistants in telecommunications and other verticals for enabling users to interact with such systems in their natural language without constraining a set of fixed responses. With statistical techniques, vendors integrate self-learning capabilities to ensure systems keep learning based on user commands and act accordingly in the future. Such techniques have also improved accuracy and helped systems deliver relevant responses. For instance, Google offers Cloud Natural Language APIs, which emphasize entity extraction, sentiment analysis, syntax analysis, and categorization applications.

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

The Asia Pacific Natural Language Processing Market includes countries such as China, Japan, India, ASEAN Countries, and Rest of Asia Pacific, which comprises countries like Sri Lanka, Bangladesh, and Myanmar. The region is expected to experience significant growth in the adoption of NLP software and services due to government initiatives, policies, and investments, along with the commercialization of AI and ML technologies. As the region holds more than 50% of the world's population, any technological shifts like those being heralded by AI are expected to shape the future of the region. Many Asian countries such as China, India, Japan, and others are leveraging information-intensive AI technologies, with conversational AI being one of the leading technology trends.

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 natural language processing 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%, Asia Pacific: 30%, Europe: 20%, RoW: 5%

Major vendors offering natural language processing solutions and services across the globe are IBM (US), Microsoft (US), Google (US), AWS (US), Meta (US), 3M (US), Baidu (China), Apple (US), SAS Institute (US), IQVIA (UK), Oracle (US), Salesforce (US), OpenAI (US), Inbenta (US), LivePerson (US), SoundHound AI (US), MindMeld (US), Veritone (US), Dolbey (US), Automated Insights (US), Bitext (US), Conversica (US), UiPath (US), Addepto (US), RaGaVeRa (India), Observe.ai (US), Eigen (US), Gnani.ai (India), Crayon Data (Singapore), Narrativa (US), deepset (US), Ellipsis Health (US), DheeYantra (US), Verbit.ai (US), Rasa (US), MonkeyLearn (US), TextRazor (England), and Cohere (Canada).

Research Coverage

The market study covers natural language processing across segments. It aims at estimating the market size and the growth potential across different segments, such as offering, type, application, technology, 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 natural language processing 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 (Advancements in text-analyzing computer programs, Rising need for enterprise solutions to streamline business operations for better customer experience, Surging demand for cloud-based NLP solutions to reduce overall costs and enhance scalability and Demand for predictive analytics to reduce risks and identify growth opportunities), restraints (Lack of contextual understanding leading to ambiguity, Complexities due to code-mixed language usage while implementing NLP solutions and Limitations in developing NLP technology using neural networks), opportunities (Generative AI acting as catalyst for transforming NLP Market, Need for developing big data technology for actionable business intelligence and Increasing demand for effective data management and advanced data analytics across healthcare), and challenges (Lack of multilingual proficiency and Regulatory and privacy concerns over data security and Interoperability and reliability issues while deploying NLP algorithms) influencing the growth of the natural language processing market

Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the natural language processing market.

Market Development: Comprehensive information about lucrative markets – the report analyses the natural language processing market across varied regions.

Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in natural language processing market strategies; the report also helps stakeholders understand the pulse of the natural language processing 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 IBM (US), Microsoft (US), Google (US), AWS (US), Meta (US) and 3M (US) among others in the natural language processing market.


  • INTRODUCTION
    • STUDY OBJECTIVES
    • MARKET DEFINITION
      • INCLUSIONS AND EXCLUSIONS
    • MARKET SCOPE
      • MARKET SEGMENTATION
      • REGIONS COVERED
    • YEARS CONSIDERED
    • CURRENCY CONSIDERED
    • STAKEHOLDERS
    • SUMMARY OF CHANGES
      • RECESSION IMPACT
  • RESEARCH METHODOLOGY
    • RESEARCH DATA
      • SECONDARY DATA
      • PRIMARY DATA
        • Table PRIMARY INTERVIEWS WITH EXPERTS
    • DATA TRIANGULATION AND MARKET BREAKUP
    • MARKET SIZE ESTIMATION
      • TOP-DOWN APPROACH
      • BOTTOM-UP APPROACH
    • MARKET FORECAST
      • Table FACTOR ANALYSIS
    • RESEARCH ASSUMPTIONS
    • LIMITATIONS
    • RECESSION IMPACT ANALYSIS
      • Table IMPACT OF RECESSION
  • EXECUTIVE SUMMARY
    • Table NATURAL LANGUAGE PROCESSING MARKET SIZE AND GROWTH RATE, 2017–2022 (USD MILLION, Y-O-Y)
    • Table NATURAL LANGUAGE PROCESSING MARKET SIZE AND GROWTH RATE, 2023–2028 (USD MILLION, Y-O-Y)
  • PREMIUM INSIGHTS
    • ATTRACTIVE OPPORTUNITIES IN NATURAL LANGUAGE PROCESSING MARKET
    • OVERVIEW OF RECESSION IN GLOBAL NATURAL LANGUAGE PROCESSING MARKET
    • NATURAL LANGUAGE PROCESSING MARKET: TOP THREE APPLICATIONS
    • NATURAL LANGUAGE PROCESSING MARKET: KEY OFFERING & TOP THREE VERTICALS
    • NATURAL LANGUAGE PROCESSING MARKET, BY REGION
  • MARKET OVERVIEW AND INDUSTRY TRENDS
    • INTRODUCTION
    • MARKET DYNAMICS
      • DRIVERS
      • RESTRAINTS
      • OPPORTUNITIES
      • CHALLENGES
    • INDUSTRY TRENDS
      • NATURAL LANGUAGE PROCESSING: EVOLUTION
      • NATURAL LANGUAGE PROCESSING: ARCHITECTURE
      • VALUE CHAIN ANALYSIS
      • SUPPLY CHAIN ANALYSIS
      • ECOSYSTEM
        • Table NATURAL LANGUAGE PROCESSING MARKET: PLATFORM PROVIDERS
        • Table NATURAL LANGUAGE PROCESSING MARKET: SOFTWARE PROVIDERS
        • Table NATURAL LANGUAGE PROCESSING MARKET: SERVICE PROVIDERS
        • Table NATURAL LANGUAGE PROCESSING MARKET: FRAMEWORK AND TOOLKIT PROVIDERS
        • Table NATURAL LANGUAGE PROCESSING MARKET: REGULATORY BODIES
      • PRICING ANALYSIS
        • Table SELLING PRICES OF KEY PLAYERS FOR TOP THREE APPLICATIONS (USD)
        • Table NATURAL LANGUAGE PROCESSING PRODUCTS: PRICING LEVELS
    • PORTER’S FIVE FORCES ANALYSIS
      • Table PORTER’S FIVE FORCES ANALYSIS
      • THREAT OF NEW ENTRANTS
      • THREAT OF SUBSTITUTES
      • BARGAINING POWER OF SUPPLIERS
      • BARGAINING POWER OF BUYERS
      • INTENSITY OF COMPETITIVE RIVALRY
      • TRENDS/DISRUPTIONS IMPACTING BUYER/CLIENT BUSINESS
      • TECHNOLOGY ANALYSIS
      • CASE STUDY ANALYSIS
      • PATENT ANALYSIS
        • Table PATENTS FILED, 2013–2023
        • Table TOP TWENTY PATENT OWNERS, 2013–2023
        • Table LIST OF PATENTS IN NATURAL LANGUAGE PROCESSING MARKET, 2021–2023
      • KEY CONFERENCES & EVENTS, 2023–2024
        • Table DETAILED LIST OF CONFERENCES & EVENTS, 2023–2024
      • TARIFFS AND REGULATORY LANDSCAPE
        • Table NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
        • Table EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
        • Table ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
        • Table ROW: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
      • KEY STAKEHOLDERS AND BUYING CRITERIA
        • Table INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS
        • Table KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS
      • BEST PRACTICES IN NATURAL LANGUAGE PROCESSING MARKET
      • TECHNOLOGY ROADMAP OF NATURAL LANGUAGE PROCESSING MARKET
        • Table SHORT-TERM ROADMAP, 2023–2025
        • Table MID-TERM ROADMAP, 2026–2028
        • Table LONG-TERM ROADMAP, 2029–2030
      • STEPS IN NATURAL LANGUAGE PROCESSING
      • BUSINESS MODELS OF NATURAL LANGUAGE PROCESSING MARKET
  • NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING
    • INTRODUCTION
      • OFFERING: NATURAL LANGUAGE PROCESSING MARKET DRIVERS
        • Table NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
        • Table NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
    • SOLUTIONS
      • NLP SOLUTIONS TO ANALYZE TEXT, VOICE, AND VIDEO CONTENT, ENABLING AI AGENTS TO UNDERSTAND NUANCES AND CONTEXTS OF HUMAN LANGUAGE
        • Table NATURAL LANGUAGE PROCESSING MARKET, BY SOLUTION, 2017–2022 (USD MILLION)
        • Table NATURAL LANGUAGE PROCESSING MARKET, BY SOLUTION, 2023–2028 (USD MILLION)
        • Table SOLUTIONS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
        • Table SOLUTIONS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
      • PLATFORMS
        • Table PLATFORMS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
        • Table PLATFORMS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
      • SOFTWARE TOOLS
        • Table SOFTWARE TOOLS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
        • Table SOFTWARE TOOLS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
    • BY DEPLOYMENT MODE
      • CLOUD DEPLOYMENT MODE TO DOMINATE MARKET DUE TO ITS SCALABILITY, EASY AVAILABILITY, AND COST SAVINGS
        • Table NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2017–2022 (USD MILLION)
        • Table NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
      • CLOUD
        • Table CLOUD: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
        • Table CLOUD: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
      • ON-PREMISES
        • Table ON-PREMISES: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
        • Table ON-PREMISES: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
    • SERVICES
      • SERVICES TO ACHIEVE EFFECTIVE SOFTWARE OPERATIONS AND INCREASE EFFICIENCY
        • Table NATURAL LANGUAGE PROCESSING MARKET, BY SERVICE, 2017–2022 (USD MILLION)
        • Table NATURAL LANGUAGE PROCESSING MARKET, BY SERVICE, 2023–2028 (USD MILLION)
      • PROFESSIONAL SERVICES
        • Table PROFESSIONAL SERVICES: NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2017–2022 (USD MILLION)
        • Table PROFESSIONAL SERVICES: NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2023–2028 (USD MILLION)
        • Table PROFESSIONAL SERVICES: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
        • Table PROFESSIONAL SERVICES: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
        • Table TRAINING & CONSULTING: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
        • Table TRAINING & CONSULTING: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
        • Table SYSTEM INTEGRATION & IMPLEMENTATION: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
        • Table SYSTEM INTEGRATION & IMPLEMENTATION: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
        • Table SUPPORT & MAINTENANCE: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
        • Table SUPPORT & MAINTENANCE: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
      • MANAGED SERVICES
        • Table MANAGED SERVICES: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
        • Table MANAGED SERVICES: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
  • NATURAL LANGUAGE PROCESSING MARKET, BY TYPE
    • INTRODUCTION
      • TYPE: NATURAL LANGUAGE PROCESSING MARKET DRIVERS
        • Table NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2017–2022 (USD MILLION)
        • Table NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2023–2028 (USD MILLION)
    • RULE-BASED
      • RULE-BASED NLP TO USE EXTENSIVE LINGUISTIC RULES TO TAG AND CATEGORIZE TEXT MORE ACCURATELY
        • Table RULE-BASED: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
        • Table RULE-BASED: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
    • STATISTICAL
      • STATISTICAL NLP TO FOCUS ON STATISTICAL MODELS AND PROBABILISTIC ALGORITHMS TO UNDERSTAND AND PROCESS HUMAN LANGUAGE
        • Table STATISTICAL: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
        • Table STATISTICAL: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
    • HYBRID
      • HYBRID NLP TO PROVIDE VERSATILE SOLUTION TO TACKLE DIVERSE CHALLENGES OF LANGUAGE UNDERSTANDING AND GENERATION
        • Table HYBRID: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
        • Table HYBRID: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
  • NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION
    • INTRODUCTION
      • APPLICATION: NATURAL LANGUAGE PROCESSING MARKET DRIVERS
        • Table NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
        • Table NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
    • CUSTOMER EXPERIENCE MANAGEMENT
      • CUSTOMER EXPERIENCE MANAGEMENT TO OVERSEE, ORGANIZE, AND MONITOR CUSTOMER INTERACTIONS
        • Table CUSTOMER EXPERIENCE MANAGEMENT: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
        • Table CUSTOMER EXPERIENCE MANAGEMENT: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
    • VIRTUAL ASSISTANTS/CHATBOTS
      • CHATBOTS TO FACILITATE CONVERSATIONS BETWEEN HUMANS AND COMPUTERS IN EVERYDAY BUSINESS PROCESSES
        • Table VIRTUAL ASSISTANTS/CHATBOTS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
        • Table VIRTUAL ASSISTANTS/CHATBOTS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
      • VOICE-ACTIVATED VIRTUAL ASSISTANTS
      • ML-BASED CHATBOTS
      • RULE-BASED CHATBOTS
    • SOCIAL MEDIA MONITORING
      • SOCIAL MEDIA MONITORING TO ENABLE CONNECTING WITH CUSTOMERS, PROVIDING CUSTOMER SUPPORT, AND MEASURING SOCIAL MEDIA REACH
        • Table SOCIAL MEDIA MONITORING: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
        • Table SOCIAL MEDIA MONITORING: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
    • SENTIMENT ANALYSIS
      • SENTIMENT ANALYSIS TO IDENTIFY TEXT EXPRESSIONS, GAIN INSIGHTS FROM SOCIAL MEDIA COMMENTS, AND DETECT SENTIMENTS
        • Table SENTIMENT ANALYSIS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
        • Table SENTIMENT ANALYSIS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
      • AUTOMATED SENTIMENT ANALYSIS
      • FINE-GRAINED ANALYSIS
    • TEXT CLASSIFICATION & SUMMARIZATION
      • TEXT CLASSIFICATION TO ANALYZE TEXT AND ASSIGN PRE -DEFINED TAGS OR CATEGORIES BASED ON ITS CONTENT
        • Table TEXT CLASSIFICATION & SUMMARIZATION: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
        • Table TEXT CLASSIFICATION & SUMMARIZATION: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
    • EMPLOYEE ONBOARDING & RECRUITING
      • NATURAL LANGUAGE PROCESSING TO PERFORM THEME ANALYSIS, SHORTLIST BEST APPLICANTS AND JOBS, AND IMPROVE HR EFFICIENCY AND CANDIDATE EXPERIENCE
        • Table EMPLOYEE ONBOARDING & RECRUITING: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
        • Table EMPLOYEE ONBOARDING & RECRUITING: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
    • LANGUAGE GENERATION & SPEECH RECOGNITION
      • LANGUAGE GENERATION AND SPEECH RECOGNITION TO IMPROVE COMMUNICATION, AUTOMATION, AND CUSTOMER ENGAGEMENT
        • Table LANGUAGE GENERATION & SPEECH RECOGNITION: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
        • Table LANGUAGE GENERATION & SPEECH RECOGNITION: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
      • GENERATIVE PRETRAINED TRANSFORMER
      • NATURAL LANGUAGE GENERATION
      • AUTOMATIC SPEECH RECOGNITION (ASR)
      • SPEECH SYNTHESIS
    • MACHINE TRANSLATION
      • MACHINE TRANSLATION TO FACILITATE COMMUNICATION AND BREAK DOWN LANGUAGE BARRIERS ACROSS VARIOUS DOMAINS
        • Table MACHINE TRANSLATION: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
        • Table MACHINE TRANSLATION: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
      • NEURAL MACHINE TRANSLATION (NMT)
      • STATISTICAL MACHINE TRANSLATION (SMT)
    • OTHER APPLICATIONS
      • Table OTHER APPLICATIONS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
      • Table OTHER APPLICATIONS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
  • NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY
    • INTRODUCTION
      • TECHNOLOGY: NATURAL LANGUAGE PROCESSING MARKET DRIVERS
        • Table NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
        • Table NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
    • OPTICAL CHARACTER RECOGNITION
      • OPTICAL CHARACTER RECOGNITION TO REVOLUTIONIZE TEXT ANALYSIS AND INFORMATION EXTRACTION
        • Table OPTICAL CHARACTER RECOGNITION: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
        • Table OPTICAL CHARACTER RECOGNITION: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
    • INTERACTIVE VOICE RESPONSE
      • INTERACTIVE VOICE RESPONSE TO ENHANCE CUSTOMER SERVICE AND USER EXPERIENCES
        • Table INTERACTIVE VOICE RESPONSE: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
        • Table INTERACTIVE VOICE RESPONSE: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
    • AUTO CODING
      • AUTO CODING TO STREAMLINE DATA ANALYSIS AND INFORMATION RETRIEVAL
        • Table AUTO CODING: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
        • Table AUTO CODING: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
    • TEXT ANALYTICS
      • TEXT ANALYTICS TO EMPOWER INFORMED DECISION -MAKING WITH TEXT MINING
        • Table TEXT ANALYTICS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
        • Table TEXT ANALYTICS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
      • ENTITY RECOGNITION
      • TOPIC MODELING
      • TEXT CLASSIFICATION
    • SPEECH ANALYTICS
      • SPEECH ANALYTICS TO TRANSFORM CUSTOMER SERVICE AND BUSINESS INTELLIGENCE
        • Table SPEECH ANALYTICS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
        • Table SPEECH ANALYTICS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
    • IMAGE & PATTERN RECOGNITION
      • IMAGE & PATTERN RECOGNITION TO BRIDGE GAP BETWEEN TEXT AND IMAGES
        • Table IMAGE & PATTERN RECOGNITION: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
        • Table IMAGE & PATTERN RECOGNITION: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
    • SIMULATION & MODELING
      • SIMULATION & MODELING TO ENABLE CREATION OF VIRTUAL LANGUAGE-BASED ENVIRONMENT
        • Table SIMULATION & MODELLING: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
        • Table SIMULATION & MODELLING: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
  • NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL
    • INTRODUCTION
      • VERTICAL: NATURAL LANGUAGE PROCESSING MARKET DRIVERS
        • Table MAJOR USE CASES, BY VERTICAL
        • Table NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
        • Table NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
    • BFSI
      • Table BFSI: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
      • Table BFSI: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
      • FRAUD DETECTION
      • ALGORITHMIC TRADING
      • RISK ASSESSMENT
    • IT & ITES
      • Table IT & ITES: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
      • Table IT & ITES: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
      • HELP DESK & IT SUPPORT SERVICES
      • CODE REVIEW & DOCUMENTATION
    • RETAIL & ECOMMERCE
      • Table RETAIL & ECOMMERCE: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
      • Table RETAIL & ECOMMERCE: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
      • PRODUCT RECOMMENDATION
      • SEARCH ENGINE OPTIMIZATION
      • CUSTOMER SUPPORT & ENGAGEMENT
      • INVENTORY MANAGEMENT
      • MARKET RESEARCH & COMPETITIVE ANALYSIS
    • HEALTHCARE & LIFE SCIENCES
      • Table HEALTHCARE & LIFE SCIENCES: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
      • Table HEALTHCARE & LIFE SCIENCES: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
      • CLINICAL DOCUMENTATION
      • MEDICAL DIAGNOSIS
      • PHARMACEUTICALS
      • PATIENT CARE
    • TRANSPORTATION & LOGISTICS
      • Table TRANSPORTATION & LOGISTICS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
      • Table TRANSPORTATION & LOGISTICS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
      • ROUTE OPTIMIZATION
      • FLEET MANAGEMENT
    • GOVERNMENT & PUBLIC SECTOR
      • Table GOVERNMENT & PUBLIC SECTOR: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
      • Table GOVERNMENT & PUBLIC SECTOR: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
      • PUBLIC SERVICES
      • SECURITY & INTELLIGENCE
    • MEDIA & ENTERTAINMENT
      • Table MEDIA & ENTERTAINMENT: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
      • Table MEDIA & ENTERTAINMENT: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
      • CONTENT PERSONALIZATION
      • NEWS & CONTENT ANALYSIS
    • MANUFACTURING
      • Table MANUFACTURING: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
      • Table MANUFACTURING: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
      • QUALITY CONTROL
      • SUPPLY CHAIN OPTIMIZATION
    • TELECOM
      • Table TELECOM: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
      • Table TELECOM: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
      • NETWORK MONITORING & MAINTENANCE
      • AUTOMATED CUSTOMER SERVICE
    • OTHER VERTICALS
      • Table OTHER VERTICALS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
      • Table OTHER VERTICALS: NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
  • NATURAL LANGUAGE PROCESSING MARKET, BY REGION
    • INTRODUCTION
      • Table NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2017–2022 (USD MILLION)
      • Table NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2023–2028 (USD MILLION)
    • NORTH AMERICA
      • NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET DRIVERS
      • NORTH AMERICA: IMPACT OF RECESSION
        • Table NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY, 2017–2022 (USD MILLION)
        • Table NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
        • Table NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
        • Table NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
        • Table NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY SOLUTION, 2017–2022 (USD MILLION)
        • Table NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY SOLUTION, 2023–2028 (USD MILLION)
        • Table NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2017–2022 (USD MILLION)
        • Table NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
        • Table NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY SERVICE, 2017–2022 (USD MILLION)
        • Table NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY SERVICE, 2023–2028 (USD MILLION)
        • Table NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY PROFESSIONAL SERVICE, 2017–2022 (USD MILLION)
        • Table NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION)
        • Table NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2017–2022 (USD MILLION)
        • Table NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2023–2028 (USD MILLION)
        • Table NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
        • Table NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
        • Table NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
        • Table NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
        • Table NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
        • Table NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
      • US
        • Table US: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
        • Table US: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
      • CANADA
        • Table CANADA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
        • Table CANADA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
    • EUROPE
      • EUROPE: NATURAL LANGUAGE PROCESSING MARKET DRIVERS
      • EUROPE: IMPACT OF RECESSION
        • Table EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY, 2017–2022 (USD MILLION)
        • Table EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
        • Table EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
        • Table EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
        • Table EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY SOLUTION, 2017–2022 (USD MILLION)
        • Table EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY SOLUTION, 2023–2028 (USD MILLION)
        • Table EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY SERVICE, 2017–2022 (USD MILLION)
        • Table EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY SERVICE, 2023–2028 (USD MILLION)
        • Table EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY PROFESSIONAL SERVICE, 2017–2022 (USD MILLION)
        • Table EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION)
        • Table EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2017–2022 (USD MILLION)
        • Table EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
        • Table EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2017–2022 (USD MILLION)
        • Table EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2023–2028 (USD MILLION)
        • Table EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
        • Table EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
        • Table EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
        • Table EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
        • Table EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
        • Table EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
      • UK
        • Table UK: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
        • Table UK: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
      • GERMANY
        • Table GERMANY: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
        • Table GERMANY: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
      • FRANCE
        • Table FRANCE: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
        • Table FRANCE: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
      • SPAIN
        • Table SPAIN: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
        • Table SPAIN: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
      • REST OF EUROPE
        • Table REST OF EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
        • Table REST OF EUROPE: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
    • ASIA PACIFIC
      • ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET DRIVERS
      • ASIA PACIFIC: IMPACT OF RECESSION
        • Table ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY/REGION, 2017–2022 (USD MILLION)
        • Table ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY/REGION, 2023–2028 (USD MILLION)
        • Table ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
        • Table ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
        • Table ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY SOLUTION, 2017–2022 (USD MILLION)
        • Table ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY SOLUTION, 2023–2028 (USD MILLION)
        • Table ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY SERVICE, 2017–2022 (USD MILLION)
        • Table ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY SERVICE, 2023–2028 (USD MILLION)
        • Table ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY PROFESSIONAL SERVICE, 2017–2022 (USD MILLION)
        • Table ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION)
        • Table ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2017–2022 (USD MILLION)
        • Table ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
        • Table ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2017–2022 (USD MILLION)
        • Table ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2023–2028 (USD MILLION)
        • Table ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
        • Table ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
        • Table ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
        • Table ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
        • Table ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
        • Table ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
      • CHINA
        • Table CHINA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
        • Table CHINA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
      • JAPAN
        • Table JAPAN: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
        • Table JAPAN: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
      • INDIA
        • Table INDIA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
        • Table INDIA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
      • ASEAN COUNTRIES
        • Table ASEAN COUNTRIES: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
        • Table ASEAN COUNTRIES: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
      • REST OF ASIA PACIFIC
        • Table REST OF ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
        • Table REST OF ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
    • MIDDLE EAST & AFRICA
      • MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET DRIVERS
      • MIDDLE EAST & AFRICA: IMPACT OF RECESSION
        • Table MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY/REGION, 2017–2022 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY/REGION, 2023–2028 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY SOLUTION, 2017–2022 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY SOLUTION, 2023–2028 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY SERVICE, 2017–2022 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY SERVICE, 2023–2028 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY PROFESSIONAL SERVICE, 2017–2022 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2017–2022 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2017–2022 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2023–2028 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
      • KSA
        • Table KSA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
        • Table KSA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
      • UAE
        • Table UAE: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
        • Table UAE: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
      • SOUTH AFRICA
        • Table SOUTH AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
        • Table SOUTH AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
      • REST OF MIDDLE EAST & AFRICA
        • Table REST OF MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
        • Table REST OF MIDDLE EAST & AFRICA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
    • LATIN AMERICA
      • LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET DRIVERS
      • LATIN AMERICA: IMPACT OF RECESSION
        • Table LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY, 2017–2022 (USD MILLION)
        • Table LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY COUNTRY, 2023–2028 (USD MILLION)
        • Table LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
        • Table LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
        • Table LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY SOLUTION, 2017–2022 (USD MILLION)
        • Table LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY SOLUTION, 2023–2028 (USD MILLION)
        • Table LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY SERVICE, 2017–2022 (USD MILLION)
        • Table LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY SERVICE, 2023–2028 (USD MILLION)
        • Table LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY PROFESSIONAL SERVICE, 2017–2022 (USD MILLION)
        • Table LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION)
        • Table LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2017–2022 (USD MILLION)
        • Table LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2023–2028 (USD MILLION)
        • Table LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2017–2022 (USD MILLION)
        • Table LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2023–2028 (USD MILLION)
        • Table LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2017–2022 (USD MILLION)
        • Table LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2023–2028 (USD MILLION)
        • Table LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2017–2022 (USD MILLION)
        • Table LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
        • Table LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
        • Table LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
      • BRAZIL
        • Table BRAZIL: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
        • Table BRAZIL: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
      • MEXICO
        • Table MEXICO: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
        • Table MEXICO: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
      • REST OF LATIN AMERICA
        • Table REST OF LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2017–2022 (USD MILLION)
        • Table REST OF LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET, BY OFFERING, 2023–2028 (USD MILLION)
  • COMPETITIVE LANDSCAPE
    • OVERVIEW
    • STRATEGIES ADOPTED BY KEY PLAYERS
      • Table OVERVIEW OF STRATEGIES ADOPTED BY KEY NLP VENDORS
    • REVENUE ANALYSIS
      • BUSINESS SEGMENT REVENUE ANALYSIS
    • MARKET SHARE ANALYSIS
      • Table NATURAL LANGUAGE PROCESSING MARKET: INTENSITY OF COMPETITIVE RIVALRY
    • COMPANY EVALUATION MATRIX FOR KEY PLAYERS
      • STARS
      • EMERGING LEADERS
      • PERVASIVE PLAYERS
      • PARTICIPANTS
    • COMPETITIVE BENCHMARKING FOR KEY PLAYERS
      • COMPANY PRODUCT FOOTPRINT
        • Table COMPETITIVE BENCHMARKING OF KEY PLAYERS, 2023
    • COMPANY EVALUATION MATRIX FOR STARTUPS/SMES
      • PROGRESSIVE COMPANIES
      • RESPONSIVE COMPANIES
      • DYNAMIC COMPANIES
      • STARTING BLOCKS
    • COMPETITIVE BENCHMARKING FOR STARTUPS/SMES
      • Table COMPETITIVE BENCHMARKING OF SMES/STARTUPS, 2023
      • Table DETAILED LIST OF KEY SMES/STARTUPS
    • BRAND/PRODUCT COMPARATIVE ANALYSIS
      • COMPARATIVE ANALYSIS OF NATURAL LANGUAGE PROCESSING PRODUCTS
        • Table COMPARATIVE ANALYSIS OF NATURAL LANGUAGE PROCESSING PRODUCTS
    • VALUATION AND FINANCIAL METRICS OF KEY VENDORS
    • COMPANY FINANCIAL METRICS
    • COMPETITIVE SCENARIO AND TRENDS
      • NEW PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table PRODUCT LAUNCHES AND ENHANCEMENTS, 2020–2023
      • DEALS
        • Table DEALS, 2020–2023
      • OTHERS
        • Table OTHERS, 2020–2023
  • COMPANY PROFILES
    • INTRODUCTION
    • KEY PLAYERS
      • IBM
        • Table IBM: BUSINESS OVERVIEW
        • Table IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table IBM: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table IBM: DEALS
        • Table IBM: OTHERS
      • MICROSOFT
        • Table MICROSOFT: BUSINESS OVERVIEW
        • Table MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table MICROSOFT: DEALS
      • GOOGLE
        • Table GOOGLE: BUSINESS OVERVIEW
        • Table GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table GOOGLE: DEALS
        • Table GOOGLE: OTHERS
      • AWS
        • Table AWS: BUSINESS OVERVIEW
        • Table AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table AWS: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table AWS: DEALS
        • Table AWS: OTHERS
      • META
        • Table META: BUSINESS OVERVIEW
        • Table META: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table META: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table META: DEALS
      • 3M
        • Table 3M: BUSINESS OVERVIEW
        • Table 3M: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table 3M: DEALS
      • BAIDU
        • Table BAIDU: BUSINESS OVERVIEW
        • Table BAIDU: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table BAIDU: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table BAIDU: DEALS
      • APPLE
        • Table APPLE: BUSINESS OVERVIEW
        • Table APPLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table APPLE: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table APPLE: DEALS
      • SAS INSTITUTE
        • Table SAS INSTITUTE: BUSINESS OVERVIEW
        • Table SAS INSTITUTE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table SAS INSTITUTE: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table SAS INSTITUTE: DEALS
      • ORACLE
        • Table ORACLE: BUSINESS OVERVIEW
        • Table ORACLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table ORACLE: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table ORACLE: DEALS
      • SALESFORCE
        • Table SALESFORCE: BUSINESS OVERVIEW
        • Table SALESFORCE: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table SALESFORCE: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table SALESFORCE: DEALS
        • Table SALESFORCE: OTHERS
      • OPENAI
        • Table OPENAI: BUSINESS OVERVIEW
        • Table OPENAI: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table OPENAI: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table OPENAI: DEALS
        • Table OPENAI: OTHERS
      • IQVIA
        • Table IQVIA: BUSINESS OVERVIEW
        • Table IQVIA: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table IQVIA: DEALS
      • LIVEPERSON
        • Table LIVEPERSON: BUSINESS OVERVIEW
        • Table LIVEPERSON: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table LIVEPERSON: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table LIVEPERSON: DEALS
      • SOUNDHOUND AI
        • Table SOUNDHOUND AI: BUSINESS OVERVIEW
        • Table SOUNDHOUND AI: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table SOUNDHOUND AI: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table SOUNDHOUND AI: DEALS
      • DOLBEY
        • Table DOLBEY: BUSINESS OVERVIEW
        • Table DOLBEY: PRODUCTS/SOLUTIONS/SERVICES OFFERED
        • Table DOLBEY: DEALS
      • INBENTA
      • VERITONE
      • MINDMELD, INC
      • AUTOMATED INSIGHTS
      • BITEXT
      • CONVERSICA
      • UIPATH
    • STARTUPS/SMES
      • ADDEPTO
      • RAGAVERA
      • OBSERVE.AI
      • EIGEN TECHNOLOGIES
      • GNANI.AI
      • CRAYON DATA
      • NARRATIVA
      • DEEPSET
      • ELLIPSIS HEALTH
      • DHEEYANTRA
      • VERBIT.AI
      • RASA
      • TEXTRAZOR
      • MONKEYLEARN
      • COHERE
  • ADJACENT AND RELATED MARKETS
    • INTRODUCTION
      • CONVERSATIONAL AI MARKET – GLOBAL FORECAST TO 2028
        • Table GLOBAL CONVERSATIONAL AI MARKET SIZE AND GROWTH RATE, 2018–2022 (USD MILLION, Y-O-Y%)
        • Table GLOBAL CONVERSATIONAL AI MARKET SIZE AND GROWTH RATE, 2023–2028 (USD MILLION, Y-O-Y%)
        • Table CONVERSATIONAL AI MARKET, BY OFFERING, 2018–2022 (USD MILLION)
        • Table CONVERSATIONAL AI MARKET, BY OFFERING, 2023–2028 (USD MILLION)
        • Table CONVERSATIONAL AI SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION)
        • Table CONVERSATIONAL AI SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION)
        • Table CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2018–2022 (USD MILLION)
        • Table CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2023–2028 (USD MILLION)
        • Table CONVERSATIONAL AI MARKET, BY CHANNEL, 2018–2022 (USD MILLION)
        • Table CONVERSATIONAL AI MARKET, BY CHANNEL, 2023–2028 (USD MILLION)
        • Table CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE, 2018–2022 (USD MILLION)
        • Table CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE, 2023–2028 (USD MILLION)
        • Table CONVERSATIONAL AI MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION)
        • Table CONVERSATIONAL AI MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION)
        • Table CONVERSATIONAL AI MARKET, BY VERTICAL, 2018–2022 (USD MILLION)
        • Table CONVERSATIONAL AI MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
        • Table CONVERSATIONAL AI MARKET, BY REGION, 2018–2022 (USD MILLION)
        • Table CONVERSATIONAL AI MARKET, BY REGION, 2023–2028 (USD MILLION)
      • CHATBOT MARKET – GLOBAL FORECAST TO 2028
        • Table GLOBAL CHATBOT MARKET SIZE AND GROWTH RATE, 2017–2022 (USD MILLION, Y-O-Y %)
        • Table GLOBAL CHATBOT MARKET SIZE AND GROWTH RATE, 2023–2028 (USD MILLION, Y-O-Y %)
        • Table CHATBOT MARKET, BY OFFERING, 2017–2022 (USD MILLION)
        • Table CHATBOT MARKET, BY OFFERING, 2023–2028 (USD MILLION)
        • Table CHATBOT MARKET, BY SOLUTION, 2017–2022 (USD MILLION)
        • Table CHATBOT MARKET, BY SOLUTION, 2023–2028 (USD MILLION)
        • Table SERVICES: CHATBOT MARKET, BY TYPE, 2017–2022 (USD MILLION)
        • Table SERVICES: CHATBOT MARKET, BY TYPE, 2023–2028 (USD MILLION)
        • Table CHATBOT MARKET, BY TYPE, 2017–2022 (USD MILLION)
        • Table CHATBOT MARKET, BY TYPE, 2023–2028 (USD MILLION)
        • Table CHATBOT MARKET, BY CHANNEL INTEGRATION, 2017–2022 (USD MILLION)
        • Table CHATBOT MARKET, BY CHANNEL INTEGRATION, 2023–2028 (USD MILLION)
        • Table CHATBOT MARKET, BY BOT COMMUNICATION, 2017–2022 (USD MILLION)
        • Table CHATBOT MARKET, BY BOT COMMUNICATION, 2023–2028 (USD MILLION)
        • Table CHATBOT MARKET, BY BUSINESS FUNCTION, 2017–2022 (USD MILLION)
        • Table CHATBOT MARKET, BY BUSINESS FUNCTION, 2023–2028 (USD MILLION)
        • Table CHATBOT MARKET, BY VERTICAL, 2017–2022 (USD MILLION)
        • Table CHATBOT MARKET, BY VERTICAL, 2023–2028 (USD MILLION)
        • Table CHATBOT MARKET, BY REGION, 2017–2022 (USD MILLION)
        • Table CHATBOT MARKET, BY REGION, 2023–2028 (USD MILLION)
  • APPENDIX
    • DISCUSSION GUIDE
    • KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL
    • CUSTOMIZATION OPTIONS
    • RELATED REPORTS
    • AUTHOR DETAILS

Download our eBook: How to Succeed Using Market Research

Learn how to effectively navigate the market research process to help guide your organization on the journey to success.

Download eBook
Cookie Settings