自然语言处理 (NLP)：全球市场分析与洞察

全球自然语言处理（NLP）市场规模将从2023年的291亿美元增长到2028年的927亿美元，2023年至2028年的预测期内年復合成长率为26.1%。预计将会增长。

北美地区预计将从 2023 年的 105 亿美元增长到 2028 年的 341 亿美元，年復合成长率为 26.5%。亚太地区地区预计将从2023年的73亿美元增长到2028年的252亿美元，年復合成长率为28.3%。

本报告审视了全球自然语言处理（NLP）市场，提供市场和技术背景、市场影响因素和市场机会分析、市场规模趋势和预测、各个细分市场和地区的详细分析、ESG趋势、新兴技术和发展趋势、专利动向、竞争格局、主要企业简介等

目录

第1章简介

第2章总结/亮点

第3章市场概况

• 概述
• 自然语言处理工具
• 自然语言套件
• SpaCy
• Word2Vec
• Amazon Comprehend
• GenSim
• Core NLP
• Google Cloud Natural Language
• GPT
• CogCompNLP
• TextBlob
• NLP的演变
• 早期发展
• 统计方法和机器学习
• 深度学习革命
• Transformer模式和语言理解
• 应用及影响
• 当前的演变
• 自然语言处理基础设施
• 软体
• 软体框架
• 数据资源
• 计算资源
• 预训练模式和模式实况
• 註释工具
• 价值链分析
• COVID-19：对 NLP 市场的影响

第4章市场动态

• 概述
• 市场驱动因素
• 市场製约因素
• 市场机会

第5章市场细分：按市场区隔市场

• 概述
• 解决方案
• 文本分类
• 文本提取
• 文字摘要
• 预测文本
• 智能助手
• 搜索引擎结果
• 服务
• 技术咨询和咨询服务
• 开发和集成服务
• 支持和维护服务

第6章市场细分：按部署

• 概述
• 云端
• 云端託管的 NLP 服务
• 内部部署

第7章市场细分：按组织规模

• 概述
• 大公司
• 中小企业

第8章市场细分：按类型

• 概述
• 基于规则的自然语言处理
• 统计自然语言处理
• 统计语言建模应用
• 统计自然语言处理的缺点
• 混合自然语言处理

第9章市场细分：按用途

• 概述
• 情绪分析
• 不同类型的情感分析
• 社交媒体监测
• 自动总结
• 不同类型的文本摘要
• 最佳文本摘要 API
• 内容管理
• 虚拟助理/聊天机器人
• 基于 NLP 的聊天机器人的三大支柱
• 其他的

第10章市场细分：按行业

• 概述
• BFSI
• 在 BFSI 中使用 NLP 的示例
• 教育
• NLP 在教育中的用例
• 医疗保健
• NLP 在医疗保健的用例
• NLP在医疗保健中的用途
• 零售和电子商务
• NLP 在零售业的用例
• 信息技术/通讯
• NLP 在电信行业的用例
• 媒体和娱乐
• NLG 在媒体和娱乐中的用例
• 其他的

第11章市场细分：按地区

• 概述
• 北美
• 美国
• 加拿大
• 墨西哥
• 欧洲
• 英国
• 德国
• 法国
• 西班牙
• 欧洲其他地区
• 亚太地区
• 中国
• 日本
• 印度
• 亚太地区其他地区
• 其他地区

第12章专利分析

第十三章新兴技术

• 概述
• 主要市场趋势
• 网络和计算技术
• IoT
• AI
• 机器学习
• 设计/实施/内容创建层级
• 云端计算
• 数据湖
• 人机/模拟互动层级
• 虚拟助理
• 情绪分析
• 多语言语言模式
• 命名实体提取
• 语言转换器
• 迁移学习
• 文字摘要
• 语义搜索
• 强化学习

第十四章 併购展望

• 併购分析

第十五章竞争格局

• 龙头企业
• 战略分析
• 主要产品的推出和开发
• 主要联盟与合作
• 主要收购和扩张
• 主要云端厂商使用的平台对比

第十六章 公司简介

• 3M
• ALPHABET INC.（GOOGLE INC.）
• AMAZON INC.
• APPLE INC.
• HEWLETT PACKARD ENTERPRISE
• IBM CORP.
• INBENTA TECHNOLOGIES INC.
• INTEL CORP.
• IQVIA
• JUST AI LTD.
• META PLATFORMS INC.
• MICROSOFT CORP.
• NARRATIVE SCIENCE（TABLEAU SOFTWARE）
• NETBASE QUID
• OPENAI LP
• ORACLE CORP.
• SAP SE
• SAS INSTITUTE INC.
• SOUNDHOUND AI INC.
• VERINT SYSTEMS INC.

Highlights:

The global natural language processing (NLP) market should reach $92.7 billion by 2028 from $29.1 billion in 2023 at a compound annual growth rate (CAGR) of 26.1% for the forecast period of 2023 to 2028.

North American NLP market is expected to grow from $10.5 billion in 2023 to $34.1 billion in 2028 at a CAGR of 26.5% for the forecast period of 2023 to 2028.

Asia-Pacific NLP market is expected to grow from $7.3 billion in 2023 to $25.2 billion in 2028 at a CAGR of 28.3% for the forecast period of 2023 to 2028.

Report Scope:

In this report, the global NLP market has been segmented based on organization size, component, provider, type, industry and geography. The report provides an overview of the global natural processing market and analyses market trends. Using 2022 as the base year, this report provides estimated market data for the forecast period from 2023 to 2028. Revenue forecasts for this period are segmented based on component, deployment, organization size, type, application, industry vertical and geography. Market values have been estimated based on the total revenue of NLP solution providers.

The report covers the NLP market with regard to the user base across different regions. It also highlights major trends and challenges that affect the market and the vendor landscape. The report estimates the global market for NLP in 2022 and provides projections for the expected market size through 2028. The report explains the value chain and current trends in the global markets for NLP. It concludes with detailed profiles of the major market players.

Report Includes:

• 52 tables and 24 additional tables
• An overview and up-to-date analysis of the global market for the natural language processing (NLP) technologies
• Analyses of the global market trends, with historic market revenue data (sales figures) for 2022, estimates for 2023, forecasts for 2024, and projections of compound annual growth rates (CAGRs) through 2028
• Highlights of emerging technology trends, opportunities and gaps estimating current size and anticipated growth of the overall NLP market and its related market segments, and identification of the major regions and countries involved in market developments
• Estimation of the actual market size and revenue forecast for the global NLP market in USD million values, and corresponding market share analysis based on the component, deployment type, organization size, technology type, application, industry vertical, and region
• Updated information on key market drivers and opportunities, industry shifts and regulations, and other region and industry specific macroeconomic variables that will influence this market in the coming years (2023-2028)
• Review of patents in the NLP market along with the global NLP based patent applications and patents granted for a brief period
• A look at the major growth strategies adopted by leading players operating in the market for NLP technologies, recent developments, strategic alliances, and competitive benchmarking
• Identification of the major stakeholders and analysis of the competitive landscape based on recent developments and segmental revenues
• Descriptive company profiles of the leading global players of the industry, including 3M, Apple Inc., IBM Corp., Meta Platforms Inc. and SAS Institute Inc.

Table of Contents

Chapter 1 Introduction

• Overview
• Study Goals and Objectives
• Scope of Report
• Reasons for Doing the Study
• Intended Audiences
• Information Sources
• Methodology
• Geographic Breakdown
• Analyst's Credentials
• BCC Custom Research
• Related BCC Research Reports

Chapter 2 Summary and Highlights

• Market Summary

Chapter 3 Market Overview

• Overview
• NLP Tools
• Natural Language Toolkit
• SpaCy
• Word2Vec
• Amazon Comprehend
• GenSim
• Core NLP
• Google Cloud Natural Language
• GPT
• CogCompNLP
• TextBlob
• Evolution of NLP
• Early Developments
• Statistical Methods and Machine Learning
• Deep Learning Revolution
• Transformer Models and Language Understanding
• Applications and Impact
• Current Evolution (2019-2022)
• NLP Infrastructure
• Hardware
• Software Frameworks
• Data Resources
• Computational Resources
• Pretrained Models and Model Libraries:
• Annotation Tools:
• Value Chain Analysis
• Impact of COVID-19 on the Market for NLP

Chapter 4 Market Dynamics

• Overview
• Market Drivers
• Rising Adoption of NLP Among Businesses to Enhance Customer Service
• Growing Interest and Investments in AI Technologies
• Growing Volume of Unstructured Data through NLP
• Regulatory Compliance and Risk Management
• Market Restraints
• Limited Availability of Multiple Languages
• Growing Concern Regarding Data Privacy
• Market Opportunities
• Surge in the Developments of Big Data Technology for Actionable Business Intelligence
• Increase in Investment Across Healthcare

Chapter 5 Market Breakdown by Segment

• Overview
• Solution
• Text Classification
• Text Extraction
• Text Summarization
• Predictive Text
• Smart Assistants
• Search Engine Results
• Services
• Technologies Advisory and Consulting Services
• Development and Integration Services
• Support and Maintenance Services

Chapter 6 Market Breakdown by Deployment

• Overview
• Cloud
• Cloud-hosted NLP Services
• On-premises

Chapter 7 Market Breakdown by Organization Size

• Overview
• Large Enterprises
• Small and Medium Enterprises

Chapter 8 Market Breakdown by Type

• Overview
• Rule-Based NLP
• Statistical NLP
• Statistical Language Modeling Applications
• Drawbacks of Statistical NLP
• Hybrid NLP

Chapter 9 Market Breakdown by Application

• Overview
• Sentiment Analysis
• Sentiment Analysis Types
• Social Media Monitoring
• Automatic Summarization
• Text Summarization Types
• Best API's for Text Summarization
• Content Management
• Virtual Assistants/Chatbots
• Three Pillars of an NLP-Based Chatbot
• Others

Chapter 10 Market Breakdown by Industry Vertical

• Overview
• BFSI
• Use Cases of NLP in BFSI
• Education
• Use Cases of NLP in Education
• Healthcare
• Use Cases of NLP in Healthcare
• NLP Applications in Healthcare
• Retail and E-commerce
• Use Cases of NLP in the Retail Industry
• Information Technology and Telecommunication
• Use Cases of NLP in the Telecommunication Industry
• Media and Entertainment
• Use Cases of NLG in Media and Entertainment
• Others

Chapter 11 Market Breakdown by Region

• Overview
• North America
• U.S.
• Canada
• Mexico
• Europe
• U.K.
• Germany
• France
• Spain
• Rest of Europe
• Asia-Pacific
• China
• Japan
• India
• Rest of Asia-Pacific
• Rest of the World

Chapter 12 Patent Analysis

• Global NLP Patents by Applicant Company

Chapter 13 Emerging Technologies

• Overview
• Key Market Trends
• Network and Computing Technology
• Internet of Things
• Artificial Intelligence
• Machine Learning
• Design, Deployment and Content Production Level
• Cloud Computing
• Data Lake
• Human/Simulation Interactive Level
• Virtual Assistants
• Sentiment Analysis
• Multilingual Language Models
• Named Entity Recognition
• Language Transformers
• Transfer Learning
• Text Summarization
• Semantic Search
• Reinforcement Learning

Chapter 14 Merger and Acquisition Outlook

• Merger and Acquisition Analysis

Chapter 15 Competitive Landscape

• Top Companies
• Strategic Analysis
• Key Product Launches and Developments
• Key Collaborations and Partnerships
• Key Acquisitions and Expansions
• Comparison of the Platforms Used by Major Cloud Vendors

Chapter 16 Company Profiles

• 3M
• ALPHABET INC. (GOOGLE INC.)
• AMAZON INC.
• APPLE INC.
• HEWLETT PACKARD ENTERPRISE
• IBM CORP.
• INBENTA TECHNOLOGIES INC.
• INTEL CORP.
• IQVIA
• JUST AI LTD.
• META PLATFORMS INC.
• MICROSOFT CORP.
• NARRATIVE SCIENCE (TABLEAU SOFTWARE)
• NETBASE QUID
• OPENAI LP
• ORACLE CORP.
• SAP SE
• SAS INSTITUTE INC.
• SOUNDHOUND AI INC.
• VERINT SYSTEMS INC.

List of Tables

• Summary Table : Global Market for NLP, by Region, Through 2028
• Table 1 : Global Market for NLP, by Segment, Through 2028
• Table 2 : Global Market for NLP, by Deployment, Through 2028
• Table 3 : Global Market for NLP, by Organization Size, Through 2028
• Table 4 : Business Applications of AI and Machine Learning in SME-dominated Sectors
• Table 5 : Global Market for NLP, by Type, Through 2028
• Table 6 : Global Market for NLP, by Application, Through 2028
• Table 7 : Global Market for NLP, by Industry Vertical, Through 2028
• Table 8 : Global Market for NLP, by Region, Through 2028
• Table 9 : North American Market for NLP, by Country, Through 2028
• Table 10 : North American Market for NLP, by Segment, Through 2028
• Table 11 : North American Market for NLP, by Deployment, Through 2028
• Table 12 : North American Market for NLP, by Organization Size, Through 2028
• Table 13 : North American Market for NLP, by Type, Through 2028
• Table 14 : North American Market for NLP, by Application, Through 2028
• Table 15 : North American Market for NLP, by Industry Vertical, Through 2028
• Table 16 : European Market for NLP, by Country, Through 2028
• Table 17 : European Market for NLP, by Segment, Through 2028
• Table 18 : European Market for NLP, by Deployment, Through 2028
• Table 19 : European Market for NLP, by Organization Size, Through 2028
• Table 20 : European Market for NLP, by Type, Through 2028
• Table 21 : European Market for NLP, by Application, Through 2028
• Table 22 : European Market for NLP, by Industry Vertical, Through 2028
• Table 23 : Asia-Pacific Market for NLP, by Country, Through 2028
• Table 24 : Asia-Pacific Market for NLP, by Segment, Through 2028
• Table 25 : Asia-Pacific Market for NLP, by Deployment, Through 2028
• Table 26 : Asia-Pacific Market for NLP, by Organization Size, Through 2028
• Table 27 : Asia-Pacific Market for NLP, by Type, Through 2028
• Table 28 : Asia-Pacific Market for NLP, by Application, Through 2028
• Table 29 : Asia-Pacific Market for NLP, by Industry Vertical, Through 2028
• Table 30 : RoW Market for NLP, by Sub-region, Through 2028
• Table 31 : RoW Market for NLP, by Segment, Through 2028
• Table 32 : RoW Market for NLP, by Deployment, Through 2028
• Table 33 : RoW Market for NLP, by Organization Size, Through 2028
• Table 34 : RoW Market for NLP, by Type, Through 2028
• Table 35 : RoW Market for NLP, by Application, Through 2028
• Table 36 : RoW Market for NLP, by Industry Vertical, Through 2028
• Table 37 : Global NLP Patents, by Applicant Company, Through May 2023
• Table 38 : Mergers and Acquisitions, January 2021-May 2023
• Table 39 : Product Launches and Developments, March 2020-March 2023
• Table 40 : Collaborations and Partnerships, March 2020-March 2023
• Table 41 : Acquisitions and Expansions March 2020-March 2023
• Table 42 : Comparison of the Platforms Used by Major Cloud Vendors, by Services
• Table 43 : Comparison of the Platforms Used, by Major Cloud Vendors, by Product
• Table 44 : 3M: Net Revenue, 2020-2022
• Table 45 : 3M: Products and Services
• Table 46 : Alphabet Inc.: Net Revenue, 2020-2022
• Table 47 : Alphabet Inc.: Products and Services
• Table 48 : Amazon Inc.: Net Revenue, 2020-2022
• Table 49 : Amazon Inc.: Products and Services
• Table 50 : Apple Inc.: Net Revenue, 2020-2022
• Table 51 : Apple Inc.: Products and Services
• Table 52 : Hewlett Packard Enterprise: Net Revenue, 2020-2022
• Table 53 : Hewlett Packard Enterprise: Products and Services
• Table 54 : IBM Corp.: Net Revenue, 2020-2022
• Table 55 : IBM Corp.: Products and Services
• Table 56 : Inbenta Technologies Inc.: Products and Services
• Table 57 : Intel Corp.: Net Revenue, 2020-2022
• Table 58 : Intel Corp.: Products and Services
• Table 59 : IQVIA: Net Revenue, 2020-2022
• Table 60 : IQVIA: Products and Services
• Table 61 : Meta Platforms Inc.: Net Revenue, 2020-2022
• Table 62 : Meta Platforms Inc.: Products and Services
• Table 63 : Microsoft Corp.: Net Revenue, 2020-2022
• Table 64 : Microsoft Corp.: Products and Services
• Table 65 : OpenAI LP: Products and Services
• Table 66 : Oracle Corp.: Net Revenue, 2020-2022
• Table 67 : Oracle Corp.: Products and Services
• Table 68 : SAP SE: Net Revenue, 2020-2022
• Table 69 : SAP SE.: Products and Services
• Table 70 : SAS Institute Inc.: Net Revenue, 2020-2022
• Table 71 : SAS Institute Inc.: Products and Services
• Table 72 : SoundHound AI Inc.: Net Revenue, 2020-2022
• Table 73 : SoundHound AI Inc.: Products and Services
• Table 74 : Verint Systems Inc.: Net Revenue, 2020-2022
• Table 75 : Verint Systems Inc.: Products and Services

List of Figures

• Summary Figure : Global Market Shares of NLP, by Region, 2022
• Figure 1 : Value-Chain Analysis of Market for NLP
• Figure 2 : Global Market Shares of NLP, by Segment, 2022
• Figure 3 : Global Market Shares of NLP, by Deployment, 2022
• Figure 4 : Global Market Shares of NLP, by Organization Size, 2022
• Figure 5 : Global Market Shares of NLP, by Type, 2022
• Figure 6 : Global Market Shares of NLP, by Application, 2022
• Figure 7 : Global Market Shares of NLP, by Industry Vertical, 2022
• Figure 8 : Global Market Shares of NLP, by Region, 2022
• Figure 9 : U.S. Market for NLP, 2022-2028
• Figure 10 : Canadian Market for NLP, 2022-2028
• Figure 11 : Mexican Market for NLP, 2022-2028
• Figure 12 : U.K. Market for NLP, 2022-2028
• Figure 13 : German Market for NLP, 2022-2028
• Figure 14 : French Market for NLP, 2022-2028
• Figure 15 : Spanish Market for NLP, 2022-2028
• Figure 16 : Rest of European Market for NLP, 2022-2028
• Figure 17 : Chinese Market for NLP, 2022-2028
• Figure 18 : Japanese Market for NLP, 2022-2028
• Figure 19 : Indian Market for NLP, 2022-2028
• Figure 20 : Rest of Asia-Pacific Market for NLP, 2022-2028
• Figure 21 : Latin American Market for NLP, 2022-2028
• Figure 22 : Middle Eastern and African Market for NLP, 2022-2028
• Figure 23 : Global NLP Patent Applications and Patents Granted, by Year, 2018-2022
• Figure 24 : Emerging Trends in the Global Market for NLP
• Figure 25 : Mergers and Acquisitions in the NLP Industry, by Year, 2021-2023
• Figure 26 : Distribution Share of Mergers and Acquisitions in the NLP Industry, by Region, 2021-2023
• Figure 27 : Global Market Shares for NLP, by Key Players, 2022
• Figure 28 : 3M: Sales Share, by Business Segment, 2022
• Figure 29 : 3M: Sales Share, by Region, 2022
• Figure 30 : Alphabet Inc.: Revenue Share, by Business Segment, 2022
• Figure 31 : Alphabet Inc.: Revenue Share, by Region/Country, 2022
• Figure 32 : Amazon Inc.: Sales Share, by Business Segment, 2022
• Figure 33 : Amazon Inc.: Sales Share, by Region/Country, 2022
• Figure 34 : Apple Inc.: Sales Share, by Business Segment, 2022
• Figure 35 : Apple Inc.: Sales Share, by Region/Country, 2022
• Figure 36 : Hewlett Packard Enterprise: Sales Share, by Business Segment, 2022
• Figure 37 : Hewlett Packard Enterprise: Sales Share, by Region/Country, 2022
• Figure 38 : IBM Corp.: Revenue Share, by Business Segment, 2022
• Figure 39 : IBM Corp.: Sales Share, by Region, 2022
• Figure 40 : Intel Corp.: Revenue Share, by Business Segment, 2022
• Figure 41 : Intel Corp.: Sales Share, by Region/Country, 2022
• Figure 42 : IQVIA: Revenue Share, by Business Segment, 2022
• Figure 43 : IQVIA: Sales Share, by Region, 2022
• Figure 44 : Meta Platforms Inc.: Revenue Share, by Business Segment, 2022
• Figure 45 : Meta Platforms Inc.: Sales Share, by Region/Country, 2022
• Figure 46 : Microsoft Corp.: Revenue Share, by Business Segment, 2022
• Figure 47 : Microsoft Corp.: Sales Share, by Country, 2022
• Figure 48 : Oracle Corp.: Revenue Share, by Business Segment, 2022
• Figure 49 : Oracle Corp.: Sales Share, by Region/Country, 2022
• Figure 50 : SAP SE: Revenue Share, by Business Segment, 2022
• Figure 51 : SAP SE: Sales Share, by Region/Country, 2022
• Figure 52 : SAS Institute Inc.: Sales Share, by Region/Country, 2022
• Figure 53 : SoundHound AI Inc.: Revenue Share, by Business Segment, 2022
• Figure 54 : SoundHound AI Inc.: Sales Share, by Region/Country, 2022
• Figure 55 : Verint Systems Inc.: Revenue Share, by Business Segment, 2022