NLP in Education Market by Offering (Solutions and Services), Model Type (Rule-based, Statistical, and Hybrid), Application (Sentiment Analysis & Data Extraction, Intelligent Tutoring & Langauge Learning), End User and Region - Global Forecast to 2028

NLP in Education Market - Global Forecast to 2028



MarketsandMarkets forecasts the global NLP in education market size is projected to grow from USD 99 million in 2023 to USD 228 million by 2028, at a Compound Annual Growth Rate (CAGR) of 18.1%. With the advent of predictive analytics and machine language, organizations can amplify their outcomes with predictive models based on customer data, such as purchasing patterns, support feedback, and social media sentiment. Enterprises across the globe are deploying NLP in education solutions with predictive analytic capabilities for multiple use cases, such as sentiment analysis, email spam detection, and text mining.

Image-based NLP solutions segment to grow at highest CAGR during forecast period

Based on solutions, the NLP in education market is further subsegmented into text-based NLP solutions, audio-based, image-based, and video-based. Among these subsegments, the image-based NLP solutions sub-segment is expected to grow at the highest CAGR during the forecast period. This growth is attributed to the rise in demand for optical character recognition (OCR) tools, image captioning tools, and image recognition tools in the education industry. Image-based NLP solutions have the potential to significantly enhance the learning experience for students and improve the efficiency and effectiveness of education delivery.

Hybrid NLP model to grow at highest CAGR during forecast period.

Based on model type, the NLP in education market is classified into Rule-based, Statistical, and Hybrid. Among these, the hybrid NLP model is expected to grow at the highest growth rate during 2023–2028. The use of a hybrid NLP model can help improve the quality of education, increase student engagement, and reduce teachers’ workload, leading to a more efficient and effective education system. Major advantages of the hybrid NLP model are improved student engagement, personalized learning, automated grading and feedback, language translation, and improved accessibility.

North America to record highest market share

North America is home to advanced economies like the US and Canada. These nations were among the first to use Al. The United States and Canada are ranked fourth and sixth globally for government Al preparation in Oxford’s 2019 Government Artificial Intelligence Readiness Index, making North America a very competitive Al region. Al has been designated as a national policy priority in both nations. Companies in this region have used AI, ML, and deep learning technology as part of ongoing business processes to remain ahead of the competition, particularly in the US. Al-based technologies in customer support, whether used or not, provide firms that primarily provide call center services with a considerable cash gain.

Breakdown of primaries

The study contains insights from various industry experts, ranging from solution vendors to Tier 1 companies. The break-up of the primaries is as follows:

By Company Type: Tier 1 – 55%, Tier 2 – 20%, and Tier 3 – 25%

By Designation: C-level – 32%, Directors – 30%, and Others – 38%

By Region: North America – 40, Europe – 15%, Asia Pacific – 35%, Middle East & Africa – 5%, and Latin America – 5%

This research study outlines the market potential, market dynamics, and major vendors operating in the NLP in education market. Key and innovative vendors in the NLP in education market include IBM (US), Microsoft (US), Google (US), AWS (US), SAS Institute (US), Inbenta (US), Baidu (China), Welocalize (US), Yellow.ai (US), NICE (US), ABBYY (US), Automated Insights (US), Width.ai (US), Revolve.ai (Islamabad), Primer.ai (US), Carnegie Learning (US), Gecko (US), Ivy.ai (US), Attivio (US), Conversica (US), Avaamo (US), Aylien (Ireland), Haptik (India), Gupshup (US), Sensforth.ai (US), Chivox (China), and Cognii (US). These vendors have adopted many organic as well as inorganic growth strategies, such as product launches, partnerships, and collaborations, to expand their offerings and market shares in the NLP in education market.

Research Coverage

The market study covers the NLP in education market across different segments. It aims at estimating the market size and the growth potential across different segments based on component, approach type, processing type, end-user, and region. The study also includes an in-depth competitive analysis of the key market players, 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 will help the market leaders/new entrants with information on the closest approximations of the revenue numbers for the global NLP in education market and its subsegments. This report will help stakeholders understand the competitive landscape and gain more insights to better position their businesses and plan suitable go-to-market strategies. Moreover, the report will provide insights for stakeholders to understand the pulse of the market and provide them with information on key market drivers, restraints, challenges, and opportunities.

The report provides insights on the following pointers:

Analysis of key drivers (rising demand for efficient language learning, greater urge for predictive analytics to reduce risks and identify growth opportunities, and evolution of AI), restraints (limited data availability and risks associated with data breaches and sensitive information leakage), opportunities (increase in adoption of learning analytics and surge in the development of big data technology for actionable business intelligence), and challenges (increasing requirement for customization and regulatory and privacy concerns over data security) influencing the growth of the NLP in education market.

Product Development/Innovation: Detailed insights on coming technologies, R&D activities, and product & service launches in the NLP in education market.

Market Development: Comprehensive information about lucrative markets – the report analyses the NLP in education market across varied regions.

Market Diversification: Exhaustive information about products & services, untapped geographies, recent developments, and investments in the NLP in education market.

Competitive Assessment: In-depth assessment of market shares, growth strategies, and service offerings of leading players like IBM (US), Microsoft (US), Google (US), AWS (US), SAS Institute (US), Inbenta (US), Baidu (China), Welocalize (US), Yellow.ai (US), NICE (US), ABBYY (US), Automated Insights (US), Width.ai (US), Revolve.ai (Islamabad), Primer.ai (US), Carnegie Learning (US), Gecko (US), Ivy.ai (US), Attivio (US), Conversica (US), Avaamo (US), Aylien (Ireland), Haptik (India), Gupshup (US), Sensforth.ai (US), Chivox (China), and Cognii (US).


  • INTRODUCTION
    • STUDY OBJECTIVES
    • MARKET DEFINITION
      • INCLUSIONS AND EXCLUSIONS
    • STUDY SCOPE
      • MARKETS COVERED
      • GEOGRAPHIC SCOPE
      • YEARS CONSIDERED
    • CURRENCY CONSIDERED
      • Table USD EXCHANGE RATES, 2019-2022
    • STAKEHOLDERS
  • RESEARCH METHODOLOGY
    • RESEARCH DATA
      • SECONDARY DATA
      • PRIMARY DATA
    • MARKET SIZE ESTIMATION
      • BOTTOM-UP APPROACH
      • TOP-DOWN APPROACH
      • NLP IN EDUCATION MARKET ESTIMATION: DEMAND-SIDE ANALYSIS
    • DATA TRIANGULATION
    • FACTOR ANALYSIS
      • Table FACTOR ANALYSIS
    • ASSUMPTIONS
    • LIMITATIONS
    • NLP IN EDUCATION MARKET: RECESSION IMPACT
  • EXECUTIVE SUMMARY
  • PREMIUM INSIGHTS
    • ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN NLP IN EDUCATION MARKET
    • NORTH AMERICA: NLP IN EDUCATION MARKET, BY COMPONENT AND COUNTRY
    • ASIA PACIFIC: NLP IN EDUCATION MARKET, BY COMPONENT AND TOP THREE COUNTRIES
    • NLP IN EDUCATION MARKET: MAJOR COUNTRIES
  • MARKET OVERVIEW AND INDUSTRY TRENDS
    • MARKET OVERVIEW
    • MARKET DYNAMICS
      • DRIVERS
      • RESTRAINTS
      • OPPORTUNITIES
      • CHALLENGES
    • INDUSTRY TRENDS
      • CASE STUDY ANALYSIS
      • SUPPLY CHAIN ANALYSIS
      • REGULATORY LANDSCAPE
      • PATENT ANALYSIS
        • Table TOP TWENTY PATENTS OWNERS IN US, 2012-2022
      • KEY CONFERENCES & EVENTS, 2023
        • Table DETAILED LIST OF CONFERENCES & EVENTS, 2023
      • PRICING ANALYSIS
        • Table AVERAGE SELLING PRICE RANGES OF SUBSCRIPTION-BASED/PAY-AS-YOU-GO NLP SERVICES
      • PORTER'S FIVE FORCES ANALYSIS
        • Table IMPACT OF EACH FORCE ON NLP IN EDUCATION MARKET
      • KEY STAKEHOLDERS & BUYING CRITERIA
        • Table INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE END USERS
        • Table KEY BUYING CRITERIA FOR TOP THREE END USERS
      • TRENDS AND DISRUPTIONS IMPACTING CUSTOMER BUSINESS
      • ECOSYSTEM ANALYSIS
        • Table NLP IN EDUCATION MARKET: ECOSYSTEM
      • ETHICS AND IMPLICATIONS OF NLP IN EDUCATION
      • BRIEF HISTORY OF NLP TECHNOLOGY
      • IMPACT OF NICHE, ADJACENT TECHNOLOGIES ON NLP IN EDUCATION MARKET
      • TECHNOLOGY ROADMAP FOR NLP IN EDUCATION
      • NLP IN EDUCATION SOFTWARE APPLICATIONS AND USE CASES
      • BEST PRACTICES IN NLP IN EDUCATION MARKET
      • CURRENT AND EMERGING BUSINESS MODELS
  • NLP IN EDUCATION MARKET, BY OFFERING
    • INTRODUCTION
      • OFFERING: NLP IN EDUCATION MARKET DRIVERS
        • Table NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2018-2022 (USD MILLION)
        • Table NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2023-2028 (USD MILLION)
    • SOLUTIONS
      • Table NLP IN EDUCATION MARKET SIZE, BY SOLUTION, 2018-2022 (USD MILLION)
      • Table NLP IN EDUCATION MARKET SIZE, BY SOLUTION, 2023-2028 (USD MILLION)
      • Table SOLUTIONS: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018-2022 (USD MILLION)
      • Table SOLUTIONS: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023-2028 (USD MILLION)
      • TEXT-BASED NLP SOLUTION
        • Table TEXT-BASED NLP SOLUTION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018-2022 (USD MILLION)
        • Table TEXT-BASED NLP SOLUTION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023-2028 (USD MILLION)
      • AUDIO-BASED NLP SOLUTION
        • Table AUDIO-BASED NLP SOLUTION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018-2022 (USD MILLION)
        • Table AUDIO-BASED NLP SOLUTION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023-2028 (USD MILLION)
      • IMAGE-BASED NLP SOLUTION
        • Table IMAGE-BASED NLP SOLUTION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018-2022 (USD MILLION)
        • Table IMAGE-BASED NLP SOLUTION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023-2028 (USD MILLION)
      • VIDEO-BASED NLP SOLUTION
        • Table VIDEO-BASED NLP SOLUTION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018-2022 (USD MILLION)
        • Table VIDEO-BASED NLP SOLUTION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023-2028 (USD MILLION)
    • SERVICES
      • Table NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2018-2022 (USD MILLION)
      • Table NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2023-2028 (USD MILLION)
      • Table SERVICES: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018-2022 (USD MILLION)
      • Table SERVICES: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023-2028 (USD MILLION)
      • PROFESSIONAL SERVICES
        • Table SERVICES: NLP IN EDUCATION MARKET SIZE, BY PROFESSIONAL SERVICE, 2018-2022 (USD MILLION)
        • Table SERVICES: NLP IN EDUCATION MARKET SIZE, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
        • Table PROFESSIONAL SERVICES: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018-2022 (USD MILLION)
        • Table PROFESSIONAL SERVICES: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023-2028 (USD MILLION)
        • Table CONSULTING: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018-2022 (USD MILLION)
        • Table CONSULTING: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023-2028 (USD MILLION)
        • Table INTEGRATION AND IMPLEMENTATION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018-2022 (USD MILLION)
        • Table INTEGRATION AND IMPLEMENTATION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023-2028 (USD MILLION)
        • Table TRAINING, SUPPORT, AND MAINTENANCE: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018-2022 (USD MILLION)
        • Table TRAINING, SUPPORT, AND MAINTENANCE: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023-2028 (USD MILLION)
      • MANAGED SERVICES
        • Table MANAGED SERVICES: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018-2022 (USD MILLION)
        • Table MANAGED SERVICES: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023-2028 (USD MILLION)
  • NLP IN EDUCATION MARKET, BY MODEL TYPE
    • INTRODUCTION
      • MODEL TYPE: NLP IN EDUCATION MARKET DRIVERS
        • Table NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2018-2022 (USD MILLION)
        • Table NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2023-2028 (USD MILLION)
    • STATISTICAL NLP
      • SUITABLE APPROACH TO GENERATE RESULTS WITH LARGE DATASETS
        • Table STATISTICAL NLP: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018-2022 (USD MILLION)
        • Table STATISTICAL NLP: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023-2028 (USD MILLION)
    • HYBRID NLP
      • IDEAL IN ABSENCE OF PROPER DATASETS
        • Table HYBRID NLP: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018-2022 (USD MILLION)
        • Table HYBRID NLP: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023-2028 (USD MILLION)
    • RULE-BASED NLP
      • WIDELY USED FOR TOKENIZATION
        • Table RULE-BASED NLP: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018-2022 (USD MILLION)
        • Table RULE-BASED NLP: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023-2028 (USD MILLION)
  • NLP IN EDUCATION MARKET, BY END USER
    • INTRODUCTION
      • END USER: NLP IN EDUCATION MARKET DRIVERS
        • Table NLP IN EDUCATION MARKET SIZE, BY END USER, 2018-2022 (USD MILLION)
        • Table NLP IN EDUCATION MARKET SIZE, BY END USER, 2023-2028 (USD MILLION)
    • ACADEMIC USER
      • Table NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2018-2022 (USD MILLION)
      • Table NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2023-2028 (USD MILLION)
      • Table ACADEMIC USER: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018-2022 (USD MILLION)
      • Table ACADEMIC USER: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023-2028 (USD MILLION)
      • HIGHER EDUCATION
        • Table HIGHER EDUCATION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018-2022 (USD MILLION)
        • Table HIGHER EDUCATION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023-2028 (USD MILLION)
      • K12
        • Table K12: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018-2022 (USD MILLION)
        • Table K12: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023-2028 (USD MILLION)
    • EDTECH PROVIDER
      • Table EDTECH PROVIDER: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018-2022 (USD MILLION)
      • Table EDTECH PROVIDER: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023-2028 (USD MILLION)
      • LEARNING MANAGEMENT SYSTEM PROVIDERS
      • VIRTUAL CLASSROOM PROVIDERS
      • E-LEARNING PLATFORM PROVIDERS
      • LEARNING CONTENT PROVIDERS
      • MOBILE LEARNING PROVIDERS
      • SKILL DEVELOPMENT PLATFORM PROVIDERS
  • NLP IN EDUCATION MARKET, BY APPLICATION
    • INTRODUCTION
      • APPLICATION: NLP IN EDUCATION MARKET DRIVERS
        • Table NLP IN EDUCATION MARKET SIZE, BY APPLICATION, 2018-2022 (USD MILLION)
        • Table NLP IN EDUCATION MARKET SIZE, BY APPLICATION, 2023-2028 (USD MILLION)
    • SENTIMENT ANALYSIS & DATA EXTRACTION
      • Table SENTIMENT ANALYSIS & DATA EXTRACTION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018-2022 (USD MILLION)
      • Table SENTIMENT ANALYSIS & DATA EXTRACTION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023-2028 (USD MILLION)
      • STUDENT BEHAVIOR AND FEEDBACK ANALYSIS
      • SOCIAL MEDIA ANALYSIS
      • COURSE MATERIAL ANALYSIS
      • ADMISSIONS SUPPORT & ANALYSIS
      • STUDENT PERFORMANCE ANALYSIS
      • RESEARCH ANALYSIS
    • CONTENT MANAGEMENT & AUTOMATIC SUMMARIZATION
      • Table CONTENT MANAGEMENT & AUTOMATIC SUMMARIZATION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018-2022 (USD MILLION)
      • Table CONTENT MANAGEMENT & AUTOMATIC SUMMARIZATION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023-2028 (USD MILLION)
      • TEXTBOOK SUMMARIZATION
      • LECTURE SUMMARIZATION
      • RESEARCH PAPER SUMMARIZATION
      • CONTENT/ESSAY SUMMARIZATION
      • TEXT MINING
      • QUESTION ANSWERING
      • MACHINE TRANSLATION
    • INTELLIGENT TUTORING & LANGUAGE LEARNING
      • Table INTELLIGENT TUTORING & LANGUAGE LEARNING: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018-2022 (USD MILLION)
      • Table INTELLIGENT TUTORING & LANGUAGE LEARNING: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023-2028 (USD MILLION)
      • ADAPTIVE LEARNING
      • DIALOGUE-BASED TUTORING
      • INTELLIGENT WRITING ASSISTANCE
      • LANGUAGE MODELING
      • LANGUAGE ASSESSMENT
      • PERSONALIZED LEARNING
    • RISK & THREAT DETECTION
      • Table RISK & THREAT DETECTION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018-2022 (USD MILLION)
      • Table RISK & THREAT DETECTION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023-2028 (USD MILLION)
      • STUDENT SAFETY
      • CYBERSECURITY
      • CAMPUS SECURITY
      • ADMISSIONS FRAUD DETECTION
    • CORPORATE TRAINING
      • Table CORPORATE TRAINING: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018-2022 (USD MILLION)
      • Table CORPORATE TRAINING: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023-2028 (USD MILLION)
      • LANGUAGE TRAINING FOR INTERNATIONAL BUSINESS
      • SOFT SKILLS TRAINING
      • COMPLIANCE TRAINING
      • CUSTOMER SERVICE TRAINING
    • OTHER APPLICATIONS
      • Table OTHER APPLICATIONS: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018-2022 (USD MILLION)
      • Table OTHER APPLICATIONS: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023-2028 (USD MILLION)
  • NLP IN EDUCATION MARKET, BY REGION
    • INTRODUCTION
      • Table NLP IN EDUCATION MARKET SIZE, BY REGION, 2018-2022 (USD MILLION)
      • Table NLP IN EDUCATION MARKET SIZE, BY REGION, 2023-2028 (USD MILLION)
    • NORTH AMERICA
      • RECESSION IMPACT ON NLP IN EDUCATION MARKET IN NORTH AMERICA
      • NORTH AMERICA: NLP IN EDUCATION MARKET DRIVERS
        • Table NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2018-2022 (USD MILLION)
        • Table NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2023-2028 (USD MILLION)
        • Table NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY SOLUTION, 2018-2022 (USD MILLION)
        • Table NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY SOLUTION, 2023-2028 (USD MILLION)
        • Table NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2018-2022 (USD MILLION)
        • Table NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2023-2028 (USD MILLION)
        • Table NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY PROFESSIONAL SERVICE, 2018-2022 (USD MILLION)
        • Table NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
        • Table NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2018-2022 (USD MILLION)
        • Table NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2023-2028 (USD MILLION)
        • Table NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY END USER, 2018-2022 (USD MILLION)
        • Table NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY END USER, 2023-2028 (USD MILLION)
        • Table NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2018-2022 (USD MILLION)
        • Table NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2023-2028 (USD MILLION)
        • Table NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY APPLICATION, 2018-2022 (USD MILLION)
        • Table NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY APPLICATION, 2023-2028 (USD MILLION)
        • Table NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY COUNTRY, 2018-2022 (USD MILLION)
        • Table NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY COUNTRY, 2023-2028 (USD MILLION)
      • US
        • Table US: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2018-2022 (USD MILLION)
        • Table US: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2023-2028 (USD MILLION)
        • Table US: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2018-2022 (USD MILLION)
        • Table US: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2023-2028 (USD MILLION)
        • Table US: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2018-2022 (USD MILLION)
        • Table US: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2023-2028 (USD MILLION)
        • Table US: NLP IN EDUCATION MARKET SIZE, BY END USER, 2018-2022 (USD MILLION)
        • Table US: NLP IN EDUCATION MARKET SIZE, BY END USER, 2023-2028 (USD MILLION)
        • Table US: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2018-2022 (USD MILLION)
        • Table US: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2023-2028 (USD MILLION)
      • CANADA
        • Table CANADA: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2018-2022 (USD MILLION)
        • Table CANADA: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2023-2028 (USD MILLION)
        • Table CANADA: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2018-2022 (USD MILLION)
        • Table CANADA: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2023-2028 (USD MILLION)
        • Table CANADA: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2018-2022 (USD MILLION)
        • Table CANADA: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2023-2028 (USD MILLION)
        • Table CANADA: NLP IN EDUCATION MARKET SIZE, BY END USER, 2018-2022 (USD MILLION)
        • Table CANADA: NLP IN EDUCATION MARKET SIZE, BY END USER, 2023-2028 (USD MILLION)
        • Table CANADA: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2018-2022 (USD MILLION)
        • Table CANADA: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2023-2028 (USD MILLION)
    • EUROPE
      • RECESSION IMPACT ON NLP IN EDUCATION MARKET IN EUROPE
      • EUROPE: NLP IN EDUCATION MARKET DRIVERS
        • Table EUROPE: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2018-2022 (USD MILLION)
        • Table EUROPE: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2023-2028 (USD MILLION)
        • Table EUROPE: NLP IN EDUCATION MARKET SIZE, BY SOLUTION, 2018-2022 (USD MILLION)
        • Table EUROPE: NLP IN EDUCATION MARKET SIZE, BY SOLUTION, 2023-2028 (USD MILLION)
        • Table EUROPE: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2018-2022 (USD MILLION)
        • Table EUROPE: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2023-2028 (USD MILLION)
        • Table EUROPE: NLP IN EDUCATION MARKET SIZE, BY PROFESSIONAL SERVICE, 2018-2022 (USD MILLION)
        • Table EUROPE: NLP IN EDUCATION MARKET SIZE, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
        • Table EUROPE: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2018-2022 (USD MILLION)
        • Table EUROPE: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2023-2028 (USD MILLION)
        • Table EUROPE: NLP IN EDUCATION MARKET SIZE, BY END USER, 2018-2022 (USD MILLION)
        • Table EUROPE: NLP IN EDUCATION MARKET SIZE, BY END USER, 2023-2028 (USD MILLION)
        • Table EUROPE: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2018-2022 (USD MILLION)
        • Table EUROPE: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2023-2028 (USD MILLION)
        • Table EUROPE: NLP IN EDUCATION MARKET SIZE, BY APPLICATION, 2018-2022 (USD MILLION)
        • Table EUROPE: NLP IN EDUCATION MARKET SIZE, BY APPLICATION, 2023-2028 (USD MILLION)
        • Table EUROPE: NLP IN EDUCATION MARKET SIZE, BY COUNTRY, 2018-2022 (USD MILLION)
        • Table EUROPE: NLP IN EDUCATION MARKET SIZE, BY COUNTRY, 2023-2028 (USD MILLION)
      • UK
        • Table UK: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2018-2022 (USD MILLION)
        • Table UK: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2023-2028 (USD MILLION)
        • Table UK: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2018-2022 (USD MILLION)
        • Table UK: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2023-2028 (USD MILLION)
        • Table UK: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2018-2022 (USD MILLION)
        • Table UK: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2023-2028 (USD MILLION)
        • Table UK: NLP IN EDUCATION MARKET SIZE, BY END USER, 2018-2022 (USD MILLION)
        • Table UK: NLP IN EDUCATION MARKET SIZE, BY END USER, 2023-2028 (USD MILLION)
        • Table UK: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2018-2022 (USD MILLION)
        • Table UK: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2023-2028 (USD MILLION)
      • GERMANY
      • FRANCE
      • ITALY
      • SPAIN
      • REST OF EUROPE
    • ASIA PACIFIC
      • RECESSION IMPACT ON NLP IN EDUCATION MARKET IN ASIA PACIFIC
      • ASIA PACIFIC: NLP IN EDUCATION MARKET DRIVERS
        • Table ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2018-2022 (USD MILLION)
        • Table ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2023-2028 (USD MILLION)
        • Table ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY SOLUTION, 2018-2022 (USD MILLION)
        • Table ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY SOLUTION, 2023-2028 (USD MILLION)
        • Table ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2018-2022 (USD MILLION)
        • Table ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2023-2028 (USD MILLION)
        • Table ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY PROFESSIONAL SERVICE, 2018-2022 (USD MILLION)
        • Table ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
        • Table ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2018-2022 (USD MILLION)
        • Table ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2023-2028 (USD MILLION)
        • Table ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY END USER, 2018-2022 (USD MILLION)
        • Table ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY END USER, 2023-2028 (USD MILLION)
        • Table ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2018-2022 (USD MILLION)
        • Table ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2023-2028 (USD MILLION)
        • Table ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY APPLICATION, 2018-2022 (USD MILLION)
        • Table ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY APPLICATION, 2023-2028 (USD MILLION)
        • Table ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY COUNTRY, 2018-2022 (USD MILLION)
        • Table ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY COUNTRY, 2023-2028 (USD MILLION)
      • CHINA
        • Table CHINA: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2018-2022 (USD MILLION)
        • Table CHINA: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2023-2028 (USD MILLION)
        • Table CHINA: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2018-2022 (USD MILLION)
        • Table CHINA: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2023-2028 (USD MILLION)
        • Table CHINA: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2018-2022 (USD MILLION)
        • Table CHINA: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2023-2028 (USD MILLION)
        • Table CHINA: NLP IN EDUCATION MARKET SIZE, BY END USER, 2018-2022 (USD MILLION)
        • Table CHINA: NLP IN EDUCATION MARKET SIZE, BY END USER, 2023-2028 (USD MILLION)
        • Table CHINA: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2018-2022 (USD MILLION)
        • Table CHINA: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2023-2028 (USD MILLION)
      • INDIA
      • JAPAN
      • SOUTH KOREA
      • SINGAPORE
      • AUSTRALIA & NEW ZEALAND
      • REST OF ASIA PACIFIC
    • MIDDLE EAST & AFRICA
      • RECESSION IMPACT ON NLP IN EDUCATION MARKET IN MIDDLE EAST & AFRICA
      • MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET DRIVERS
        • Table MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2018-2022 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2023-2028 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY SOLUTION, 2018-2022 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY SOLUTION, 2023-2028 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2018-2022 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2023-2028 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY PROFESSIONAL SERVICE, 2018-2022 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2018-2022 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2023-2028 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY END USER, 2018-2022 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY END USER, 2023-2028 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2018-2022 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2023-2028 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY APPLICATION, 2018-2022 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY APPLICATION, 2023-2028 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY COUNTRY, 2018-2022 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY COUNTRY, 2023-2028 (USD MILLION)
      • SAUDI ARABIA
        • Table SAUDI ARABIA: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2018-2022 (USD MILLION)
        • Table SAUDI ARABIA: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2023-2028 (USD MILLION)
        • Table SAUDI ARABIA: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2018-2022 (USD MILLION)
        • Table SAUDI ARABIA: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2023-2028 (USD MILLION)
        • Table SAUDI ARABIA: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2018-2022 (USD MILLION)
        • Table SAUDI ARABIA: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2023-2028 (USD MILLION)
        • Table SAUDI ARABIA: NLP IN EDUCATION MARKET SIZE, BY END USER, 2018-2022 (USD MILLION)
        • Table SAUDI ARABIA: NLP IN EDUCATION MARKET SIZE, BY END USER, 2023-2028 (USD MILLION)
        • Table SAUDI ARABIA: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2018-2022 (USD MILLION)
        • Table SAUDI ARABIA: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2023-2028 (USD MILLION)
      • UNITED ARAB EMIRATES
      • SOUTH AFRICA
      • ISRAEL
      • REST OF MIDDLE EAST & AFRICA
    • LATIN AMERICA
      • RECESSION IMPACT ON NLP IN EDUCATION MARKET IN LATIN AMERICA
      • LATIN AMERICA: NLP IN EDUCATION MARKET DRIVERS
        • Table LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2018-2022 (USD MILLION)
        • Table LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2023-2028 (USD MILLION)
        • Table LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY SOLUTION, 2018-2022 (USD MILLION)
        • Table LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY SOLUTION, 2023-2028 (USD MILLION)
        • Table LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2018-2022 (USD MILLION)
        • Table LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2023-2028 (USD MILLION)
        • Table LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY PROFESSIONAL SERVICE, 2018-2022 (USD MILLION)
        • Table LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION)
        • Table LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2018-2022 (USD MILLION)
        • Table LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2023-2028 (USD MILLION)
        • Table LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY END USER, 2018-2022 (USD MILLION)
        • Table LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY END USER, 2023-2028 (USD MILLION)
        • Table LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2018-2022 (USD MILLION)
        • Table LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2023-2028 (USD MILLION)
        • Table LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY APPLICATION, 2018-2022 (USD MILLION)
        • Table LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY APPLICATION, 2023-2028 (USD MILLION)
        • Table LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY COUNTRY, 2018-2022 (USD MILLION)
        • Table LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY COUNTRY, 2023-2028 (USD MILLION)
      • BRAZIL
        • Table BRAZIL: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2018-2022 (USD MILLION)
        • Table BRAZIL: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2023-2028 (USD MILLION)
        • Table BRAZIL: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2018-2022 (USD MILLION)
        • Table BRAZIL: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2023-2028 (USD MILLION)
        • Table BRAZIL: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2018-2022 (USD MILLION)
        • Table BRAZIL: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2023-2028 (USD MILLION)
        • Table BRAZIL: NLP IN EDUCATION MARKET SIZE, BY END USER, 2018-2022 (USD MILLION)
        • Table BRAZIL: NLP IN EDUCATION MARKET SIZE, BY END USER, 2023-2028 (USD MILLION)
        • Table BRAZIL: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2018-2022 (USD MILLION)
        • Table BRAZIL: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2023-2028 (USD MILLION)
      • MEXICO
      • REST OF LATIN AMERICA
  • COMPETITIVE LANDSCAPE
    • OVERVIEW
    • STRATEGIES ADOPTED BY KEY PLAYERS
      • Table OVERVIEW OF STRATEGIES ADOPTED BY KEY PLAYERS IN NLP IN EDUCATION MARKET
    • MARKET SHARE ANALYSIS OF TOP VENDORS, 2022
      • Table NLP IN EDUCATION MARKET: DEGREE OF COMPETITION
    • HISTORICAL REVENUE ANALYSIS
    • HISTORICAL REVENUE ANALYSIS OF LEADING PLAYERS
    • COMPANY EVALUATION QUADRANT
      • STARS
      • EMERGING LEADERS
      • PERVASIVE PLAYERS
      • PARTICIPANTS
    • COMPETITIVE BENCHMARKING
      • Table NLP IN EDUCATION MARKET: LIST OF KEY PLAYERS
      • Table NLP IN EDUCATION MARKET: COMPETITIVE BENCHMARKING OF KEY PLAYERS
    • STARTUPS/SMES EVALUATION QUADRANT
      • PROGRESSIVE COMPANIES
      • RESPONSIVE COMPANIES
      • DYNAMIC COMPANIES
      • STARTING BLOCKS
    • STARTUPS/SMES COMPETITIVE BENCHMARKING
      • Table NLP IN EDUCATION MARKET: LIST OF KEY STARTUPS/SMES
      • Table NLP IN EDUCATION MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES
    • COMPETITIVE SCENARIOS AND TRENDS
      • PRODUCT LAUNCHES
        • Table PRODUCT LAUNCHES, 2020-2023
      • DEALS
        • Table DEALS, 2021-2023
  • COMPANY PROFILES
    • KEY PLAYERS
      • IBM
        • Table IBM: BUSINESS OVERVIEW
        • Table IBM: SOLUTIONS AND SERVICES OFFERED
        • Table IBM: SOLUTION/SERVICE LAUNCHES
      • MICROSOFT
        • Table MICROSOFT: BUSINESS OVERVIEW
        • Table MICROSOFT: SOLUTIONS AND SERVICES OFFERED
        • Table MICROSOFT: SOLUTION/SERVICE LAUNCHES
        • Table MICROSOFT: DEALS
      • GOOGLE
        • Table GOOGLE: BUSINESS OVERVIEW
        • Table GOOGLE: SOLUTIONS AND SERVICES OFFERED
        • Table GOOGLE: SOLUTION/SERVICE LAUNCHES
      • AMAZON WEB SERVICES (AWS)
        • Table AWS: BUSINESS OVERVIEW
        • Table AWS: SOLUTIONS AND SERVICES OFFERED
        • Table AWS: DEALS
      • SAS INSTITUTE
        • Table SAS INSTITUTE: BUSINESS OVERVIEW
        • Table SAS INSTITUTE: SOLUTIONS AND SERVICES OFFERED
        • Table SAS INSTITUTE: SOLUTION/SERVICE LAUNCHES
        • Table SAS INSTITUTE: DEALS
      • INBENTA
        • Table INBENTA: BUSINESS OVERVIEW
        • Table INBENTA: SOLUTIONS AND SERVICES OFFERED
      • BAIDU
        • Table BAIDU: BUSINESS OVERVIEW
        • Table BAIDU: SOLUTIONS AND SERVICES OFFERED
        • Table BAIDU: SOLUTION/SERVICE LAUNCHES
      • WELOCALIZE
        • Table WELOCALIZE: BUSINESS OVERVIEW
        • Table WELOCALIZE: SOLUTIONS AND SERVICES OFFERED
      • YELLOW.AI
        • Table YELLOW.AI: BUSINESS OVERVIEW
        • Table YELLOW.AI: SOLUTIONS AND SERVICES OFFERED
        • Table YELLOW.AI: SOLUTION/SERVICE LAUNCHES
      • NICE
        • Table NICE: BUSINESS OVERVIEW
        • Table NICE: SOLUTIONS AND SERVICES OFFERED
        • Table NICE: SOLUTION/SERVICE LAUNCHES
        • Table NICE: DEALS
      • ABBYY
      • AUTOMATED INSIGHTS
      • WIDTH.AI
      • REVOLVE.AI
      • PRIMER.AI
      • CARNEGIE LEARNING
      • GECKO
      • IVY.AI
      • ATTIVIO
      • CONVERSICA
      • AVAAMO
      • AYLIEN
      • HAPTIK
      • GUPSHUP
      • SENSFORTH.AI
      • CHIVOX
      • COGNII
  • ADJACENT/RELATED MARKETS
    • INTRODUCTION
      • LIMITATIONS
    • CONVERSATIONAL AI MARKET
      • MARKET DEFINITION
      • MARKET OVERVIEW
      • CONVERSATIONAL AI MARKET, BY OFFERING
        • Table CONVERSATIONAL AI MARKET, BY OFFERING, 2018-2022 (USD MILLION)
        • Table CONVERSATIONAL AI MARKET, BY OFFERING, 2023-2028 (USD MILLION)
      • CONVERSATIONAL AI MARKET, BY SERVICE
        • Table CONVERSATIONAL AI MARKET, BY SERVICE, 2018-2022 (USD MILLION)
        • Table CONVERSATIONAL AI MARKET, BY SERVICE, 2023-2028 (USD MILLION)
      • CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION
        • Table CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2018-2022 (USD MILLION)
        • Table CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2023-2028 (USD MILLION)
      • CONVERSATIONAL AI MARKET, BY CHANNEL
        • Table CONVERSATIONAL AI MARKET, BY CHANNEL, 2018-2022 (USD MILLION)
        • Table CONVERSATIONAL AI MARKET, BY CHANNEL, 2023-2028 (USD MILLION)
      • CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE
        • Table CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE, 2018-2022 (USD MILLION)
        • Table CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE, 2023-2028 (USD MILLION)
    • NATURAL LANGUAGE PROCESSING (NLP) MARKET
      • MARKET DEFINITION
      • MARKET OVERVIEW
      • NLP MARKET, BY SOLUTION
        • Table NLP SOLUTIONS MARKET, BY TYPE, 2016-2021 (USD MILLION)
        • Table NLP SOLUTIONS MARKET, BY TYPE, 2022-2027 (USD MILLION)
      • NLP MARKET, BY SERVICE
        • Table NLP SERVICES MARKET, BY TYPE, 2016-2021 (USD MILLION)
        • Table NLP SERVICES MARKET, BY TYPE, 2022-2027 (USD MILLION)
      • NLP MARKET, BY MANAGED SERVICE
        • Table MANAGED SERVICES: NLP MARKET, BY REGION, 2016-2021 (USD MILLION)
        • Table MANAGED SERVICES: NLP MARKET, BY REGION, 2022-2027(USD MILLION)
      • NLP MARKET, BY DEPLOYMENT MODE
        • Table NLP MARKET, BY DEPLOYMENT MODE, 2016-2021 (USD MILLION)
        • Table NLP MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION)
      • NLP MARKET, BY ORGANIZATION SIZE
        • Table NLP MARKET, BY ORGANIZATION SIZE, 2016-2021 (USD MILLION)
        • Table NLP MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION)
  • APPENDIX
    • DISCUSSION GUIDE
    • KNOWLEDGESTORE: MARKETSANDMARKETS' SUBSCRIPTION PORTAL
    • CUSTOMIZATION OPTIONS
    • RELATED REPORTS
    • AUTHOR DETAILS

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