自然語言處理 (NLP)：全球市場分析與洞察

全球自然語言處理（NLP）市場規模將從2023年的291億美元成長到2028年的927億美元，2023年至2028年的預測期內年複合成長率為26.1%。

北美地區預計將從2023年的105億美元成長到2028年的341億美元，年複合成長率為26.5%。亞太地區地區預計將從2023年的73億美元成長到2028年的252億美元，年複合成長率為28.3%。

本報告調查了全球自然語言處理（NLP）市場，提供市場和技術背景、市場影響因素和市場機會分析、市場規模趨勢和預測、各個細分市場和地區的詳細分析、ESG趨勢、新興技術和發展趨勢、專利動向、競爭格局、主要企業簡介等。

目錄

第1章 簡介

第2章 總結、亮點

第3章 市場概況

• 概述
• 自然語言處理工具
• 自然語言套件
• SpaCy
• Word2Vec
• Amazon Comprehend
• GenSim
• Core NLP
• Google Cloud Natural Language
• GPT
• CogCompNLP
• TextBlob
• NLP的演變
• 早期發展
• 統計方法和機器學習
• 深度學習革命
• Transformer模型和語言理解
• 應用及影響
• 當前的演變
• 自然語言處理基礎設施
• 軟體
• 軟體框架
• 資料資源
• 計算資源
• 預訓練模型和模型庫
• 註釋工具
• 價值鏈分析
• COVID-19：對 NLP 市場的影響

第4章 市場動態

• 概述
• 市場驅動因素
• 市場阻礙因素
• 市場機會

第5章 市場細分：按市場區隔市場

• 概述
• 解決方案
• 文本分類
• 文本提取
• 文字摘要
• 預測文本
• 智慧助手
• 搜索引擎結果
• 服務
• 技術諮詢和咨詢服務
• 開發和整合服務
• 支持和維護服務

第6章 市場細分：按部署

• 概述
• 雲端
• 雲端託管的 NLP 服務
• 內部部署

第7章 市場細分：按組織規模

• 概述
• 大公司
• 中小企業

第8章 市場細分：按類型

• 概述
• 基於規則的自然語言處理
• 統計自然語言處理
• 統計語言建模應用
• 統計自然語言處理的缺點
• 混合自然語言處理

第9章 市場細分：按用途

• 概述
• 情緒分析
• 不同類型的情感分析
• 社交媒體監測
• 自動總結
• 不同類型的文本摘要
• 最佳文本摘要 API
• 內容管理
• 虛擬助理/聊天機器人
• 基於 NLP 的聊天機器人的三大支柱
• 其他

第10章 市場細分：按行業

• 概述
• BFSI
• 在 BFSI 中使用 NLP 的示例
• 教育
• NLP 在教育中的用例
• 醫療保健
• NLP 在醫療保健的用例
• NLP在醫療保健中的用途
• 零售和電子商務
• NLP 在零售業的用例
• 資訊技術、通訊
• NLP 在電信行業的用例
• 媒體和娛樂
• NLG 在媒體和娛樂中的用例
• 其他

第11章 市場細分：按地區

• 概述
• 北美
• 美國
• 加拿大
• 墨西哥
• 歐洲
• 英國
• 德國
• 法國
• 西班牙
• 歐洲其他地區
• 亞太地區
• 中國
• 日本
• 印度
• 亞太地區其他地區
• 其他地區

第12章 專利分析

第十三章 新興技術

• 概述
• 主要市場趨勢
• 網路和計算技術
• IoT
• AI
• 機器學習
• 設計、實施、內容創建層級
• 雲端計算
• 資料湖
• 人機/模擬互動層級
• 虛擬助理
• 情緒分析
• 多語言語言模式
• 命名實體提取
• 語言轉換器
• 遷移學習
• 文字摘要
• 語義搜索
• 強化學習

第十四章 併購展望

• 併購分析

第十五章 競爭格局

• 龍頭企業
• 戰略分析
• 主要產品的推出和開發
• 主要聯盟與合作
• 主要收購和擴張
• 主要雲端廠商使用的平台對比

第十六章 公司簡介

• 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