会話型AI市場:オファリング、会話型インターフェース、業務機能(営業・マーケティング、人事、ITSM)、チャネル、テクノロジー、バーティカル(BFSI、小売・eコマース、ヘルスケア・ライフサイエンス)、地域別 - 2028年までの世界予測Conversational AI Market by Offering, Conversational Interface, Business Function (Sales & Marketing, HR, ITSM), Channel, Technology, Vertical (BFSI, Retail & eCommerce, Healthcare & Life Sciences) and Region - Global Forecast to 2028 会話型AI市場は、2023年の107億米ドルから2028年には298億米ドルまで、予測期間中に22.6%のCAGRで成長すると予想されています。人工知能(AI)と機械学習には、いくつかの商業的な活用があります。さらに、アジア... もっと見る
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サマリー会話型AI市場は、2023年の107億米ドルから2028年には298億米ドルまで、予測期間中に22.6%のCAGRで成長すると予想されています。人工知能(AI)と機械学習には、いくつかの商業的な活用があります。さらに、アジア諸国での事業拡大は、会話型AI市場における優位性を強化し、健全な財務を獲得するのに役立つだろう。予測分析技術とデータソースの統合、およびNLPの大幅な進歩により、近い将来、企業は会話から意味のある洞察をリアルタイムで抽出できるようになるでしょう。予測期間中、チャットボット分野の市場規模が最も大きくなると予測される 会話型AIに統合されれば、ビジネスに大いに役立つと思われる発展途上のトレンドは、バーチャルアシスタントを動かすための人工知能(AI)の利用です。チャットボットセグメントの成長は、垂直方向のさまざまなユースケースに対するAI搭載チャットボットの需要が増加していることに起因しています。ChatGPTは、膨大なデータセットを評価し、タイムリーな洞察を提供する能力を備えています。ChatGPTは、ユーザーが書いたプロンプトに反応し、AIが生成した人間のようなテキストや画像、ビデオを新たに提供するAIチャットボットです。 予測期間中、HR分野が最も高いCAGRで成長すると予測されています。 会話型AIは、現代的な会話体験を通じて候補者のスクリーニング、アポイントメント、対話、選考を自動化することで、人事採用プロセスの合理化を支援することができます。各従業員にユニークな体験を提供することができます。一般的に、人事部は社員の質問に答えたり、レポートを作成したり、ビジネスケースを作成したりするために、平均5~10個のシステムを使用しています。一方、会話型AIを搭載した人事ツールは、シームレスでまとまりのあるユニットとして機能し、簡単なリクエストをするだけで、誰でも情報にアクセスしたり、業務を遂行したりすることができます。また、組織の戦略的タスクの優先順位付けを支援します。 バーティカルの中では、BFSIバーティカルが予測期間中に最大の市場規模を持つと予想される スマートフォンやタブレットの普及が進んだことで、BFSIの関係者はさまざまなコミュニケーションプラットフォームにボットを導入し、顧客との関わりを持つことが容易になりました。チャットボットやバーチャルエージェントを導入する傾向が強まったことで、RoIが強化され、顧客獲得、ロイヤルティ、ブランドマーケティングの向上につながっています。BFSIにおけるインテリジェントなバーチャルアシスタントとチャットボットの主な機能には、アカウント管理、頻繁な顧客アラートとリマインダー、クレジットとローンの申請更新、支店とATMの検索、保険申請、顧客調査などがあります。また、財務アドバイス、24時間365日のアクセス、商品のクロスセル、決済取引などの点でも、顧客にメリットをもたらします。 予測期間中、北米が最大の市場規模を占める 会話型AI市場では、北米が最大の市場シェアを占めると予想されています。北米は、市場シェアにおいて会話型AIの主要市場の1つです。この地域のさまざまな国の組織は、市場で優位に立つために、継続的なビジネスプロセスの一部としてAI、ML、および深層学習技術を活用しています。この地域の国々は経済が確立しており、会話型AIベンダーが新しい技術に投資することを可能にしています。さらに、この地域は、IT大手企業が新しい製品を展開し、会話型AI市場に関連する積極的なコラボレーションが行われているイノベーションの中心地とみなされています。 プライマリーの内訳 会話型AI市場で事業を展開する様々な主要組織の最高経営責任者(CEO)、イノベーション・技術責任者、システムインテグレーター、経営者に詳細なインタビューを実施しました。 企業別:ティアI:34%、ティアII:43%、ティアIII:23 By Designation:Cレベルエグゼクティブ50%、取締役30%、その他:20 地域別:北米:40%、アジア太平洋:30%、欧州:20%、中東・アフリカ:5%、中南米:5%。 会話型AIのソリューションとサービスを提供する主要プレイヤーの調査も含まれています。世界のConversational AI市場における主要ベンダーのプロフィールを掲載しています。世界の会話型AI市場の主要ベンダーには、IBM(米国)、Microsoft(米国)、Google(米国)、AWS(米国)、Artificial Solutions(スウェーデン)、Baidu(中国)、SAP(ドイツ)、Oracle(米国)、OpenAI(米国)、Kore.ai(米国)、LivePerson(米国)、Avaamo(米国)、SoundHound(米国)、Kasisto(米国)、MindMeld(米国)、Solvvy(米国)、Creative Virtual(英国)、Pypestream(米国) Saarthi.ai(インド)、Inbenta(米国)、Conversica(米国)、Haptik(インド)、Gupshup(米国)、Cognigy(ドイツ)、Yellow.ai(米国)、AssemblyAI(米国)、Senseforth.ai(米国)、Rasa(ドイツ)、Rulai(米国)、Exceed.ai(米国)、Clinc(米国)、Laiye(中国)。 調査対象 この調査レポートは、セグメントにわたる会話型AI市場を対象としています。提供、業務機能、チャネル、技術、会話型インターフェース、垂直、地域などの異なるセグメントにわたる市場規模およびこの市場の成長可能性を推定することを目的としています。本レポートには、市場の主要企業の詳細な競合分析が含まれており、企業プロフィール、製品および事業の提供、最近の開発、主要な市場戦略に関連する主要な見解も併せて掲載しています。 本レポートを購入する主なメリット このレポートは、この市場のマーケットリーダー/新規参入者に、会話型AI市場全体とそのサブセグメントの収益数字の最も近い近似値に関する情報を提供するだろう。本レポートは、関係者が競争環境を理解し、自社のビジネスを位置づけ、適切な市場参入戦略を計画するために、より良い洞察を得るのに役立つだろう。また、関係者が市場の鼓動を理解するのに役立ち、主要な市場促進要因、阻害要因、課題、および機会に関する情報を提供します。 本レポートは、以下のポイントに関する洞察を提供します: - 会話型AI市場の成長に影響を与える主要な促進要因(政府部門におけるAIを活用したデジタル体験の導入需要の高まり、顧客エンゲージメントとリテンションへの注目の高まり)、阻害要因(プライバシーとセキュリティ侵害)、機会(会話型AIにおける生成モデルの利用の増加、購買体験向上とビジネスプロセス合理化のための会話型商取引の需要の高まり)、課題(個人情報や機密情報の開示に対する懸念)の解析 - 製品開発/イノベーション:会話型AI市場における今後の技術、研究開発活動、新製品・サービス発表に関する詳細な洞察 - 市場を開拓する:有利な市場に関する包括的な情報 - 当レポートは、様々な地域にわたる会話型AI市場について分析しています。 - 市場の多様化:会話型AI市場戦略における新製品&サービス、未開拓の地域、最近の開発、投資に関する情報を網羅的に提供します。また、音声分析とNLP市場を理解し、主要な市場促進要因、阻害要因、課題、機会に関する情報を提供することで、利害関係者に役立ちます - 競合他社の評価IBM(米国)、Microsoft(米国)、Google(米国)、AWS(米国)、Artificial Solutions(スウェーデン)、Baidu(中国)、SAP(ドイツ)、Oracle(米国)、OpenAI(米国)、Kore.AI(米国)など主要プレイヤーの市場シェア、成長戦略、サービス提供の詳細を評価する。ai(米国)、LivePerson(米国)、Avaamo(米国)、SoundHound(米国)、Kasisto(米国)、MindMeld(米国)、Solvvy(米国)、Creative Virtual(英国)、Pypestream(米国) Saarthi.ai(インド)、Inbenta(米国)、Conversica(米国)、Haptik(インド)、Gupshup(米国)、Cognigy(ドイツ)、Yellow.ai(米国)、AssemblyAI(米国)、Senseforth.ai(米国)、Rasa(ドイツ)、Rulai(米国)、Exceed.ai(米国)、Clinc(米国)、Laiye(中国)など 会話AI市場において、その他 目次1 INTRODUCTION 401.1 STUDY OBJECTIVES 40 1.2 MARKET DEFINITION 40 1.2.1 INCLUSIONS AND EXCLUSIONS 41 1.3 MARKET SCOPE 42 1.3.1 MARKET SEGMENTATION 42 1.3.2 REGIONS COVERED 42 1.4 YEARS CONSIDERED 43 1.5 CURRENCY CONSIDERED 43 1.6 STAKEHOLDERS 43 1.7 SUMMARY OF CHANGES 44 1.7.1 IMPACT OF RECESSION 44 2 RESEARCH METHODOLOGY 45 2.1 RESEARCH DATA 45 FIGURE 1 CONVERSATIONAL AI MARKET: RESEARCH DESIGN 45 2.1.1 SECONDARY DATA 46 2.1.2 PRIMARY DATA 46 TABLE 1 PRIMARY INTERVIEWS 46 2.1.2.1 Breakup of primary profiles 47 2.1.2.2 Key industry insights 47 2.2 MARKET BREAKUP AND DATA TRIANGULATION 48 FIGURE 2 DATA TRIANGULATION 48 2.3 MARKET SIZE ESTIMATION 49 FIGURE 3 CONVERSATIONAL AI MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 49 2.3.1 TOP-DOWN APPROACH 49 2.3.2 BOTTOM-UP APPROACH 50 FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1 (SUPPLY SIDE): REVENUE FROM SOLUTIONS/SERVICES 50 FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 2, BOTTOM UP (SUPPLY SIDE): COLLECTIVE REVENUE FROM ALL SOLUTIONS/SERVICES 51 FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 3, BOTTOM UP (SUPPLY SIDE): COLLECTIVE REVENUE FROM ALL SOLUTIONS/SERVICES 52 FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 4, BOTTOM UP (DEMAND SIDE): SHARE OF CONVERSATIONAL AI THROUGH OVERALL CONVERSATIONAL AI SPENDING 52 2.4 MARKET FORECAST 53 TABLE 2 FACTOR ANALYSIS 53 2.5 COMPANY EVALUATION MATRIX METHODOLOGY 54 2.6 START-UP/SME EVALUATION MATRIX METHODOLOGY 55 FIGURE 8 START-UP/SME EVALUATION MATRIX: CRITERIA WEIGHTAGE 55 2.7 RESEARCH ASSUMPTIONS 56 2.8 STUDY LIMITATIONS 57 2.9 IMPACT OF RECESSION ON GLOBAL CONVERSATIONAL AI MARKET 58 3 EXECUTIVE SUMMARY 59 TABLE 3 GLOBAL CONVERSATIONAL AI MARKET SIZE AND GROWTH RATE, 2018–2022 (USD MILLION, Y-O-Y%) 60 TABLE 4 GLOBAL CONVERSATIONAL AI MARKET SIZE AND GROWTH RATE, 2023–2028 (USD MILLION, Y-O-Y%) 60 FIGURE 9 SOLUTIONS SEGMENT TO DOMINATE MARKET IN 2023 61 FIGURE 10 TRAINING AND CONSULTING TO HOLD LARGEST MARKET SHARE IN 2023 61 FIGURE 11 CHATBOTS TO DOMINATE MARKET, BY CONVERSATIONAL INTERFACE, IN 2023 61 FIGURE 12 ML AND DEEP LEARNING SEGMENT TO LEAD MARKET, BY TECHNOLOGY, IN 2023 62 FIGURE 13 MOBILE APPS SEGMENT TO DOMINATE MARKET IN 2023 62 FIGURE 14 SALES AND MARKETING TO HOLD LARGEST MARKET SHARE, BY BUSINESS FUNCTION (2023) 62 FIGURE 15 SALES AND MARKETING, BY APPLICATION: CUSTOMER ENGAGEMENT AND RETENTION TO COMMAND LARGEST SHARE, 2023 63 FIGURE 16 FINANCE AND ACCOUNTING, BY APPLICATION: CUSTOMER SUPPORT AND PROCUREMENT MANAGEMENT TO GARNER LEADING SHARES, 2023 63 FIGURE 17 HR, BY APPLICATION: EMPLOYEE ENGAGEMENT AND ONBOARDING TO DOMINATE APPLICATIONS MARKET, 2023 64 FIGURE 18 OPERATIONS AND SUPPLY CHAIN, BY APPLICATION: WORKFLOW OPTIMIZATION SEGMENT TO DOMINATE MARKET, 2023 64 FIGURE 19 ITSM, BY APPLICATION: INCIDENT MANAGEMENT AND COST OPTIMIZATION TO REGISTER LARGEST MARKET SHARES, 2023 65 FIGURE 20 HEALTHCARE AND LIFE SCIENCES SEGMENT TO GROW AT HIGHEST CAGR IN 2023 65 FIGURE 21 GEOGRAPHICAL SNAPSHOT: NORTH AMERICA TO COMMAND LARGEST MARKET SHARE IN 2023 66 4 PREMIUM INSIGHTS 67 4.1 ATTRACTIVE OPPORTUNITIES IN CONVERSATIONAL AI MARKET 67 FIGURE 22 RISING DEMAND TO EMBRACE AI-POWERED DIGITAL EXPERIENCE ACROSS GOVERNMENT SECTOR TO DRIVE MARKET GROWTH 67 4.2 OVERVIEW OF RECESSION IMPACT ON CONVERSATIONAL AI MARKET 68 FIGURE 23 CONVERSATIONAL AI MARKET TO WITNESS MINOR DECLINE IN Y-O-Y GROWTH IN 2023 68 4.3 CONVERSATIONAL AI MARKET: TOP THREE BUSINESS FUNCTIONS 68 FIGURE 24 HR BUSINESS FUNCTION SEGMENT TO GROW AT HIGHEST CAGR 68 4.4 NORTH AMERICA: CONVERSATIONAL AI MARKET, BY OFFERING AND VERTICAL 69 FIGURE 25 CONVERSATIONAL AI SOLUTIONS AND BFSI VERTICAL TO HOLD LARGEST MARKET SHARES IN NORTH AMERICA IN 2023 69 4.5 CONVERSATIONAL AI MARKET: BY REGION 69 FIGURE 26 NORTH AMERICA TO HOLD LARGEST MARKET SHARE IN 2023 69 5 MARKET OVERVIEW AND INDUSTRY TRENDS 70 5.1 INTRODUCTION 70 5.2 CONVERSATIONAL AI: EVOLUTION 70 FIGURE 27 EVOLUTION OF CONVERSATIONAL AI 70 5.3 CONVERSATIONAL AI: ARCHITECTURE 71 FIGURE 28 CONVERSATIONAL AI: HIGH-LEVEL ARCHITECTURE OVERVIEW 72 5.4 MARKET DYNAMICS 73 FIGURE 29 CONVERSATIONAL AI MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 73 5.4.1 DRIVERS 73 5.4.1.1 Increasing demand for AI-powered customer support services 73 5.4.1.2 Omnichannel deployment and reduced chatbot development cost 74 5.4.1.3 Growing focus on customer engagement and retention 74 5.4.1.4 Rising demand to embrace AI-powered digital experience across government sector 75 5.4.2 RESTRAINTS 75 5.4.2.1 Privacy and security breaches 75 5.4.2.2 Limitations of voice command authentication 75 5.4.3 OPPORTUNITIES 76 5.4.3.1 Increasing usage of generative models in conversational AI 76 5.4.3.2 Rising demand for conversational commerce for better purchasing experience and streamlined business processes 76 5.4.3.3 Integration of advanced AI capabilities to add value to existing conversational AI offerings 77 5.4.4 CHALLENGES 77 5.4.4.1 Apprehensiveness over disclosing personal or sensitive information 77 5.4.4.2 Lack of accuracy in resolving queries 77 5.4.4.3 Inability to effectively recognize customer intent and behavior 77 5.4.4.4 Dearth of awareness 78 5.5 CONVERSATIONAL AI MARKET: ECOSYSTEM 78 TABLE 5 CONVERSATIONAL AI MARKET: ECOSYSTEM 78 5.6 CASE STUDY ANALYSIS 80 5.6.1 BFSI 80 5.6.1.1 Case Study 1: Nova KBM Bank provides overall customer self-service with AI-powered contact centers 80 5.6.1.2 Case Study 2: Florida Blue provides members with visual IVR support using Kore.ai XO Platform 80 5.6.1.3 Case Study 3: HSBC implemented LivePerson’s Conversation Builder platform to automate customer services queries and improve agent attrition 81 5.6.2 HEALTHCARE AND LIFE SCIENCES 81 5.6.2.1 Case Study 1: Conversational AI helped UCHealth make healthcare more accessible for a large patient network 81 5.6.2.2 Case Study 2: HealthKart uses conversational AI to offer workouts on-demand 82 5.6.2.3 Case Study 3: Max Life Insurance Company harnesses conversational AI to automate email-based customer support 82 5.6.3 TELECOM 83 5.6.3.1 Case Study 1: Haptik increases local queries by 2.5X and decreases human interventions by 80% by utilizing Microsoft Azure Machine Translation models 83 5.6.3.2 Case Study 2: Telenor improves customer experience using conversational AI solution Telmi 84 5.6.4 TRAVEL AND HOSPITALITY 84 5.6.4.1 Case Study 1: Indigo boosts customer satisfaction to 87% with Yellow.ai conversational AI platform 84 5.6.4.2 Case Study 2: Equinox experienced a significant increase in leads with Haptik 85 5.6.5 IT AND ITES 85 5.6.5.1 Case Study 1: IHS Markit uses Conversica Intelligent Virtual Assistants to drive revenue opportunities 85 5.6.5.2 Case Study 2: CSG projects ROI of USD 39 million by implementing Open Question 86 5.6.6 RETAIL AND E-COMMERCE 86 5.6.6.1 Case Study 1: Tata CLiQ increased monthly sales by 10X ROI by leveraging Gupshup’s WhatsApp Business Solution 86 5.6.6.2 Case Study 2: Pepperfry uses Pep, an AI-powered chatbot, to improve customer experience 87 5.6.7 MEDIA AND ENTERTAINMENT 88 5.6.7.1 Case Study 1: Linden Lab successfully boosts customer support with Haptik conversational AI solution 88 5.6.7.2 Case Study 2: SKY launched an automated conversational bot with the help of LivePerson’s Conversational Cloud 88 5.6.8 ENERGY AND UTILITIES 89 5.6.8.1 Case Study 1: ENN transitions to automated AI with IBM Watson Assistant 89 5.6.8.2 Case Study 2: Shell implemented Teneo platform to build digital employees to answer complex questions 90 5.6.9 AUTOMOTIVE AND TRANSPORTATION 90 5.6.9.1 Case Study 1: Conversational AI from Rezo for automobile company CarDekho 90 5.6.9.2 Case Study 2: Skoda deployed Teneo to deliver superior customer service experience, enhance customer journey, and improve website conversion rates 91 5.6.10 GOVERNMENT 91 5.6.10.1 Case Study 1: State of New Jersey and IBM Consulting help citizens more efficiently with IBM virtual agents 91 5.6.11 EDUCATION 92 5.6.11.1 Case Study 1: Doubtnut increases learner engagement by 260% with Gupshup conversational AI solution 92 5.7 TECHNOLOGY ANALYSIS 92 5.7.1 RELATED TECHNOLOGY 92 5.7.1.1 Machine Learning and Deep Learning 92 5.7.1.2 Natural Language Processing 93 5.7.1.3 Natural Language Understanding 93 5.7.1.4 Automated Speech Recognition 93 5.7.2 ALLIED TECHNOLOGIES 94 5.7.2.1 IoT 94 5.7.2.2 Big Data 94 5.7.2.3 AR/VR/Metaverse 94 5.8 SUPPLY/VALUE CHAIN ANALYSIS 95 FIGURE 30 SUPPLY/VALUE CHAIN ANALYSIS 95 5.9 PORTER’S FIVE FORCES ANALYSIS 96 FIGURE 31 PORTER’S FIVE FORCES ANALYSIS 96 TABLE 6 PORTER’S FIVE FORCES ANALYSIS 96 5.9.1 THREAT FROM NEW ENTRANTS 97 5.9.2 THREAT FROM SUBSTITUTES 97 5.9.3 BARGAINING POWER OF SUPPLIERS 97 5.9.4 BARGAINING POWER OF BUYERS 97 5.9.5 INTENSITY OF COMPETITIVE RIVALRY 97 5.10 PRICING MODEL ANALYSIS 98 TABLE 7 CONVERSATIONAL AI MARKET: PRICING MODEL ANALYSIS, 2023 98 5.11 TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS 100 FIGURE 32 CONVERSATIONAL AI MARKET: TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS 100 5.12 PATENT ANALYSIS 101 5.12.1 METHODOLOGY 101 5.12.2 DOCUMENT TYPE 101 TABLE 8 PATENTS FILED, 2021–2023 101 5.12.3 INNOVATION AND PATENT APPLICATIONS 101 FIGURE 33 TOTAL NUMBER OF PATENTS GRANTED, 2021–2023 101 5.12.3.1 Top applicants 102 FIGURE 34 TOP TEN COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS, 2021–2023 102 TABLE 9 TOP TEN PATENT OWNERS, 2021–2023 102 5.13 KEY CONFERENCES & EVENTS, 2023–2024 103 TABLE 10 DETAILED LIST OF CONFERENCES & EVENTS, 2023–2024 103 5.14 REGULATORY LANDSCAPE 104 TABLE 11 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 104 TABLE 12 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 104 TABLE 13 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 105 TABLE 14 MIDDLE EAST AND AFRICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 106 TABLE 15 LATIN AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 106 5.15 KEY STAKEHOLDERS AND BUYING CRITERIA 107 5.15.1 KEY STAKEHOLDERS IN BUYING PROCESS 107 FIGURE 35 KEY STAKEHOLDERS IN BUYING BEHAVIOR: TOP THREE APPLICATIONS 107 TABLE 16 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS (%) 107 5.15.2 BUYING CRITERIA 108 FIGURE 36 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 108 TABLE 17 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 108 6 CONVERSATIONAL AI MARKET, BY OFFERING 109 6.1 INTRODUCTION 110 6.1.1 OFFERINGS: CONVERSATIONAL AI MARKET DRIVERS 110 FIGURE 37 SERVICES SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD 110 TABLE 18 CONVERSATIONAL AI MARKET, BY OFFERING, 2018–2022 (USD MILLION) 110 TABLE 19 CONVERSATIONAL AI MARKET, BY OFFERING, 2023–2028 (USD MILLION) 111 6.2 SOLUTIONS 111 6.2.1 ENHANCED BUSINESS OPERATIONS AND OPERATIONAL EFFECTIVENESS TO DRIVE DEMAND FOR SOLUTIONS 111 TABLE 20 CONVERSATIONAL AI SOLUTIONS MARKET, BY REGION, 2018–2022 (USD MILLION) 111 TABLE 21 CONVERSATIONAL AI SOLUTIONS MARKET, BY REGION, 2023–2028 (USD MILLION) 112 6.3 SERVICES 112 FIGURE 38 SYSTEM INTEGRATION AND IMPLEMENTATION TO REGISTER HIGHEST CAGR IN 2023 112 TABLE 22 CONVERSATIONAL AI SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION) 113 TABLE 23 CONVERSATIONAL AI SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION) 113 TABLE 24 CONVERSATIONAL AI SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION) 113 TABLE 25 CONVERSATIONAL AI SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION) 113 6.3.1 TRAINING AND CONSULTING 114 6.3.1.1 Training and consulting services play a crucial role in managing operations and technology updates 114 TABLE 26 TRAINING AND CONSULTING SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION) 114 TABLE 27 TRAINING AND CONSULTING SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION) 114 6.3.2 SYSTEM INTEGRATION AND IMPLEMENTATION 115 6.3.2.1 System integration and implementation services to gain traction due to the rising need to ensure effective system communication 115 TABLE 28 SYSTEM INTEGRATION AND IMPLEMENTATION SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION) 115 TABLE 29 SYSTEM INTEGRATION AND IMPLEMENTATION SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION) 115 6.3.3 SUPPORT AND MAINTENANCE 116 6.3.3.1 Demand for support and maintenance services to increase with rising conversational AI deployment 116 TABLE 30 SUPPORT AND MAINTENANCE SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION) 116 TABLE 31 SUPPORT AND MAINTENANCE SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION) 116 7 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION 117 7.1 INTRODUCTION 118 7.1.1 BUSINESS FUNCTION: CONVERSATIONAL AI MARKET DRIVERS 118 FIGURE 39 SALES AND MARKETING SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE IN 2023 118 TABLE 32 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2018–2022 (USD MILLION) 119 TABLE 33 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2023–2028 (USD MILLION) 119 7.2 SALES AND MARKETING 119 7.2.1 GROWING NEED TO RECOGNIZE CUSTOMER PURCHASING PATTERNS TO BOOST DEMAND FOR CONVERSATIONAL AI SOLUTIONS 119 TABLE 34 CONVERSATIONAL AI MARKET FOR SALES AND MARKETING, BY REGION, 2018–2022 (USD MILLION) 120 TABLE 35 CONVERSATIONAL AI MARKET FOR SALES AND MARKETING, BY REGION, 2023–2028 (USD MILLION) 120 7.2.2 SALES AND MARKETING APPLICATIONS 120 FIGURE 40 CUSTOMER ENGAGEMENT AND RETENTION TO HOLD LARGEST SHARE IN 2023 120 TABLE 36 CONVERSATIONAL AI MARKET FOR SALES AND MARKETING, BY APPLICATION, 2018–2022 (USD MILLION) 121 TABLE 37 CONVERSATIONAL AI MARKET FOR SALES AND MARKETING, BY APPLICATION, 2023–2028 (USD MILLION) 121 7.2.2.1 Customer engagement and retention 121 7.2.2.2 Branding and advertisement 122 7.2.2.3 Campaign management 122 7.2.2.4 Personalized recommendations 122 7.2.2.5 Other sales and marketing applications 122 7.3 FINANCE AND ACCOUNTING 123 7.3.1 SUPPORT FOR TRACKING OUTSTANDING INVOICES AND AUTOMATING FOLLOW-UPS TO DRIVE EMPHASIS ON CONVERSATIONAL AI 123 TABLE 38 CONVERSATIONAL AI MARKET FOR FINANCE AND ACCOUNTING, BY REGION, 2018–2022 (USD MILLION) 123 TABLE 39 CONVERSATIONAL AI MARKET FOR FINANCE AND ACCOUNTING, BY REGION, 2023–2028 (USD MILLION) 123 7.3.2 FINANCE AND ACCOUNTING APPLICATIONS 124 FIGURE 41 CUSTOMER SUPPORT SEGMENT TO DOMINATE MARKET IN 2023 124 TABLE 40 CONVERSATIONAL AI MARKET FOR FINANCE AND ACCOUNTING, BY APPLICATION, 2018–2022 (USD MILLION) 124 TABLE 41 CONVERSATIONAL AI MARKET FOR FINANCE AND ACCOUNTING, BY APPLICATION, 2023–2028 (USD MILLION) 124 7.3.2.1 Customer support 125 7.3.2.2 Procurement management 125 7.3.2.3 Expense tracking and reporting 125 7.3.2.4 Data privacy and compliance 125 7.3.2.5 Other finance and accounting applications 125 7.4 HR 126 7.4.1 NEED TO AUTOMATE EMPLOYEE ENGAGEMENT AND MANAGE COMPLEX ONBOARDING PROCESSES TO DRIVE ADOPTION 126 TABLE 42 CONVERSATIONAL AI MARKET FOR HR, BY REGION, 2018–2022 (USD MILLION) 126 TABLE 43 CONVERSATIONAL AI MARKET FOR HR, BY REGION, 2023–2028 (USD MILLION) 126 7.4.2 HR APPLICATIONS 127 FIGURE 42 EMPLOYEE ENGAGEMENT AND ONBOARDING SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE IN 2023 127 TABLE 44 CONVERSATIONAL AI MARKET FOR HR, BY APPLICATION, 2018–2022 (USD MILLION) 127 TABLE 45 CONVERSATIONAL AI MARKET FOR HR, BY APPLICATION, 2023–2028 (USD MILLION) 127 7.4.2.1 Employee engagement and onboarding 128 7.4.2.2 Performance management 128 7.4.2.3 Document management 128 7.4.2.4 Leave management 128 7.4.2.5 Other HR applications 129 7.5 OPERATIONS AND SUPPLY CHAIN 129 7.5.1 EFFICIENCY IN HANDLING COMPLEX OPERATIONS AND IMPROVED PRODUCTIVITY TO BOOST ADOPTION OF CONVERSATIONAL AI 129 TABLE 46 CONVERSATIONAL AI MARKET FOR OPERATIONS AND SUPPLY CHAIN, BY REGION, 2018–2022 (USD MILLION) 129 TABLE 47 CONVERSATIONAL AI MARKET FOR OPERATIONS AND SUPPLY CHAIN, BY REGION, 2023–2028 (USD MILLION) 130 7.5.2 OPERATIONS AND SUPPLY CHAIN APPLICATIONS 130 FIGURE 43 WORKFLOW OPTIMIZATION SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE IN 2023 130 TABLE 48 CONVERSATIONAL AI MARKET FOR OPERATIONS AND SUPPLY CHAIN, BY APPLICATION, 2018–2022 (USD MILLION) 130 TABLE 49 CONVERSATIONAL AI MARKET FOR OPERATIONS AND SUPPLY CHAIN, BY APPLICATION, 2023–2028 (USD MILLION) 131 7.5.2.1 Workflow optimization 131 7.5.2.2 Scheduling and routing 131 7.5.2.3 Inventory management 131 7.5.2.4 Vendor management 131 7.5.2.5 Other operations and supply chain applications 132 7.6 ITSM 132 7.6.1 POTENTIAL TO STREAMLINE IT PROCESSES AND HASTEN QUERY RESOLUTION TO BOOST ADOPTION 132 TABLE 50 CONVERSATIONAL AI MARKET FOR ITSM, BY REGION, 2018–2022 (USD MILLION) 132 TABLE 51 CONVERSATIONAL AI MARKET FOR ITSM, BY REGION, 2023–2028 (USD MILLION) 132 7.6.2 ITSM APPLICATIONS 133 FIGURE 44 INCIDENT MANAGEMENT TO DOMINATE MARKET TILL 2028 133 TABLE 52 CONVERSATIONAL AI MARKET FOR ITSM, BY APPLICATION, 2018–2022 (USD MILLION) 133 TABLE 53 CONVERSATIONAL AI MARKET FOR ITSM, BY APPLICATION, 2023–2028 (USD MILLION) 133 7.6.2.1 Incident management 134 7.6.2.2 Cost optimization 134 7.6.2.3 Query handling 134 7.6.2.4 Knowledge management 134 7.6.2.5 Other ITSM applications 135 8 CONVERSATIONAL AI MARKET, BY CHANNEL 136 8.1 INTRODUCTION 137 8.2 CHANNEL: CONVERSATIONAL AI MARKET DRIVERS 137 FIGURE 45 MESSAGING APPS SEGMENT EXPECTED TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 137 TABLE 54 CONVERSATIONAL AI MARKET, BY CHANNEL, 2018–2022 (USD MILLION) 138 TABLE 55 CONVERSATIONAL AI MARKET, BY CHANNEL, 2023–2028 (USD MILLION) 138 8.3 MOBILE APPS 138 8.3.1 PROLIFERATION OF SMARTPHONES TO OFFER OPPORTUNITIES FOR SOLUTION DEPLOYMENT 138 TABLE 56 CONVERSATIONAL AI MARKET FOR MOBILE APPS, BY REGION, 2018–2022 (USD MILLION) 139 TABLE 57 CONVERSATIONAL AI MARKET FOR MOBILE APPS, BY REGION, 2023–2028 (USD MILLION) 139 8.4 TELEPHONES 139 8.4.1 NEED TO FACILITATE CONVERSATIONS BETWEEN CUSTOMERS AND BUSINESSES TO BOOST ADOPTION OF CONVERSATIONAL AI 139 TABLE 58 CONVERSATIONAL AI MARKET FOR TELEPHONES, BY REGION, 2018–2022 (USD MILLION) 140 TABLE 59 CONVERSATIONAL AI MARKET FOR TELEPHONES, BY REGION, 2023–2028 (USD MILLION) 140 8.5 MESSAGING APPS 140 8.5.1 AI USE IN MESSAGING APPS SHOWS STRONG POTENTIAL TO ENHANCE CONSUMER EXPERIENCE 140 TABLE 60 CONVERSATIONAL AI MARKET FOR MESSAGING APPS, BY REGION, 2018–2022 (USD MILLION) 141 TABLE 61 CONVERSATIONAL AI MARKET FOR MESSAGING APPS, BY REGION, 2023–2028 (USD MILLION) 141 8.6 EMAILS AND WEBSITES 141 8.6.1 GROWING NEED TO PROVIDE PRODUCT RECOMMENDATIONS TO WEBSITE VISITORS TO DRIVE MARKET GROWTH 141 TABLE 62 CONVERSATIONAL AI MARKET FOR EMAILS AND WEBSITES, BY REGION, 2018–2022 (USD MILLION) 142 TABLE 63 CONVERSATIONAL AI MARKET FOR EMAILS AND WEBSITES, BY REGION, 2023–2028 (USD MILLION) 142 9 CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE 143 9.1 INTRODUCTION 144 9.1.1 CONVERSATIONAL INTERFACE: CONVERSATIONAL AI MARKET DRIVERS 144 FIGURE 46 CHATBOTS SEGMENT TO GROW AT HIGHEST CAGR TILL 2028 144 TABLE 64 CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE, 2018–2022 (USD MILLION) 144 TABLE 65 CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE, 2023–2028 (USD MILLION) 145 9.2 CHATBOTS 145 9.2.1 USE OF AI-BASED CHATBOTS TO AUTOMATE CONVERSATIONS TO REGISTER RAPID GROWTH 145 TABLE 66 CONVERSATIONAL AI MARKET FOR CHATBOTS, BY REGION, 2018–2022 (USD MILLION) 145 TABLE 67 CONVERSATIONAL AI MARKET FOR CHATBOTS, BY REGION, 2023–2028 (USD MILLION) 146 9.3 IVR 146 9.3.1 GROWING ADOPTION ACROSS ENTERPRISES AND INDUSTRIES TO BOOST MARKET 146 TABLE 68 CONVERSATIONAL AI MARKET FOR IVR, BY REGION, 2018–2022 (USD MILLION) 146 TABLE 69 CONVERSATIONAL AI MARKET FOR IVR, BY REGION, 2023–2028 (USD MILLION) 147 9.4 IVA 147 9.4.1 RISING EMPHASIS ON CONSUMER CONNECTION AND SERVICE TO PROPEL ADOPTION OF IVA 147 TABLE 70 CONVERSATIONAL AI MARKET FOR IVA, BY REGION, 2018–2022 (USD MILLION) 147 TABLE 71 CONVERSATIONAL AI MARKET FOR IVA, BY REGION, 2023–2028 (USD MILLION) 148 10 CONVERSATIONAL AI MARKET, BY TECHNOLOGY 149 10.1 INTRODUCTION 150 10.2 TECHNOLOGY: CONVERSATIONAL AI MARKET DRIVERS 150 FIGURE 47 ML AND DEEP LEARNING TO SHOW HIGHEST GROWTH OVER FORECAST PERIOD 150 TABLE 72 CONVERSATIONAL AI MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION) 150 TABLE 73 CONVERSATIONAL AI MARKET, TECHNOLOGY, 2023–2028 (USD MILLION) 151 10.3 NLP 151 10.3.1 NEED TO RECOGNIZE HUMAN VOICES AND HANDLE QUERIES EFFECTIVELY TO DRIVE GROWTH OF NLP 151 TABLE 74 CONVERSATIONAL AI MARKET FOR NLP, BY REGION, 2018–2022 (USD MILLION) 151 TABLE 75 CONVERSATIONAL AI MARKET FOR NLP, BY REGION, 2023–2028 (USD MILLION) 152 10.4 ML AND DEEP LEARNING 152 10.4.1 GROWING FOCUS ON BUILDING AND MAINTAINING LOW-CODE APPS TO DRIVE MARKET 152 TABLE 76 CONVERSATIONAL AI MARKET FOR ML AND DEEP LEARNING, BY REGION, 2018–2022 (USD MILLION) 152 TABLE 77 CONVERSATIONAL AI MARKET FOR ML AND DEEP LEARNING, BY REGION, 2023–2028 (USD MILLION) 153 10.5 ASR 153 10.5.1 RISING NEED TO HANDLE CUSTOMER SERVICES AND RESOLVE CUSTOMER QUERIES ACROSS LARGE ENTERPRISES TO BOOST GROWTH 153 TABLE 78 CONVERSATIONAL AI MARKET FOR ASR, BY REGION, 2018–2022 (USD MILLION) 153 TABLE 79 CONVERSATIONAL AI MARKET FOR ASR, BY REGION, 2023–2028 (USD MILLION) 154 10.6 OTHER TECHNOLOGIES 154 TABLE 80 CONVERSATIONAL AI MARKET FOR OTHER TECHNOLOGIES, BY REGION, 2018–2022 (USD MILLION) 155 TABLE 81 CONVERSATIONAL AI MARKET FOR OTHER TECHNOLOGIES, BY REGION, 2023–2028 (USD MILLION) 155 11 CONVERSATIONAL AI MARKET, BY VERTICAL 156 11.1 INTRODUCTION 157 11.1.1 VERTICALS: CONVERSATIONAL AI MARKET DRIVERS 157 FIGURE 48 HEALTHCARE AND LIFE SCIENCES VERTICAL TO REGISTER FASTEST GROWTH 158 11.1.2 MAJOR USE CASES: BY VERTICAL 158 TABLE 82 CONVERSATIONAL AI MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 160 TABLE 83 CONVERSATIONAL AI MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 160 11.2 BFSI 161 11.2.1 BFSI TO REGISTER HIGHEST ADOPTION OF CONVERSATIONAL AI 161 TABLE 84 CONVERSATIONAL AI MARKET FOR BFSI, BY REGION, 2018–2022 (USD MILLION) 161 TABLE 85 CONVERSATIONAL AI MARKET FOR BFSI, BY REGION, 2023–2028 (USD MILLION) 161 11.3 RETAIL AND ECOMMERCE 162 11.3.1 INCREASING DEPLOYMENT OF CONVERSATIONAL AI SOLUTIONS TARGETED AT BOOSTING ENGAGEMENT AND LOYALTY 162 TABLE 86 CONVERSATIONAL AI MARKET FOR RETAIL AND ECOMMERCE, BY REGION, 2018–2022 (USD MILLION) 162 TABLE 87 CONVERSATIONAL AI MARKET FOR RETAIL AND ECOMMERCE, BY REGION, 2023–2028 (USD MILLION) 162 11.4 TELECOM 163 11.4.1 DRIVE TO IMPROVE CONTACT CENTER EFFICIENCY AND REDUCE COSTS TO AUGMENT DEMAND FOR CONVERSATIONAL AI 163 TABLE 88 CONVERSATIONAL AI MARKET FOR TELECOM, BY REGION, 2018–2022 (USD MILLION) 163 TABLE 89 CONVERSATIONAL AI MARKET FOR TELECOM, BY REGION, 2023–2028 (USD MILLION) 163 11.5 MEDIA AND ENTERTAINMENT 164 11.5.1 RISING DEMAND FOR PERSONALIZED CUSTOMER EXPERIENCE TO INCREASE ADOPTION OF CONVERSATIONAL AI 164 TABLE 90 CONVERSATIONAL AI MARKET FOR MEDIA AND ENTERTAINMENT, BY REGION, 2018–2022 (USD MILLION) 164 TABLE 91 CONVERSATIONAL AI MARKET FOR MEDIA AND ENTERTAINMENT, BY REGION, 2023–2028 (USD MILLION) 164 11.6 HEALTHCARE AND LIFE SCIENCES 165 11.6.1 EMPHASIS ON IMPROVING PATIENT MANAGEMENT, MONITORING, AND EXPERIENCE TO SUPPORT USAGE OF CONVERSATIONAL AI 165 TABLE 92 CONVERSATIONAL AI MARKET FOR HEALTHCARE AND LIFE SCIENCES, BY REGION, 2018–2022 (USD MILLION) 165 TABLE 93 CONVERSATIONAL AI MARKET FOR HEALTHCARE AND LIFE SCIENCES, BY REGION, 2023–2028 (USD MILLION) 165 11.7 TRAVEL AND HOSPITALITY 166 11.7.1 EMPHASIS ON AUTOMATING BOOKING AND IMPROVING SCHEDULE MANAGEMENT INDICATES POTENTIAL FOR AI 166 TABLE 94 CONVERSATIONAL AI MARKET FOR TRAVEL AND HOSPITALITY, BY REGION, 2018–2022 (USD MILLION) 166 TABLE 95 CONVERSATIONAL AI MARKET FOR TRAVEL AND HOSPITALITY, BY REGION, 2023–2028 (USD MILLION) 166 11.8 AUTOMOTIVE AND TRANSPORTATION 167 11.8.1 FOCUS ON DRIVING CUSTOMER AWARENESS ABOUT CAR RELEASES, TEST DRIVES, AND NEW SYSTEMS TO PROPEL MARKET GROWTH 167 TABLE 96 CONVERSATIONAL AI MARKET FOR AUTOMOTIVE AND TRANSPORTATION, BY REGION, 2018–2022 (USD MILLION) 167 TABLE 97 CONVERSATIONAL AI MARKET FOR AUTOMOTIVE AND TRANSPORTATION, BY REGION, 2023–2028 (USD MILLION) 167 11.9 IT AND ITES 168 11.9.1 HIGH REQUIREMENTS FOR CUSTOMER CARE AND INTENSE COMPETITION TO PUSH USERS TOWARD ADVANCED SOLUTIONS 168 TABLE 98 CONVERSATIONAL AI MARKET FOR IT AND ITES, BY REGION, 2018–2022 (USD MILLION) 168 TABLE 99 CONVERSATIONAL AI MARKET FOR IT AND ITES, BY REGION, 2023–2028 (USD MILLION) 168 11.10 OTHER VERTICALS 169 TABLE 100 CONVERSATIONAL AI MARKET FOR OTHER VERTICALS, BY REGION, 2018–2022 (USD MILLION) 169 TABLE 101 CONVERSATIONAL AI MARKET FOR OTHER VERTICALS, BY REGION, 2023–2028 (USD MILLION) 170 12 CONVERSATIONAL AI MARKET, BY REGION 171 12.1 INTRODUCTION 172 FIGURE 49 CONVERSATIONAL AI MARKET: GEOGRAPHIC SNAPSHOT, 2023 VS. 2028 172 FIGURE 50 INDIA TO SHOW HIGHEST GROWTH DURING FORECAST PERIOD 172 TABLE 102 CONVERSATIONAL AI MARKET, BY REGION, 2018–2022 (USD MILLION) 173 TABLE 103 CONVERSATIONAL AI MARKET, BY REGION, 2023–2028 (USD MILLION) 173 12.2 NORTH AMERICA 173 12.2.1 NORTH AMERICA: CONVERSATIONAL AI MARKET DRIVERS 174 12.2.2 NORTH AMERICA: IMPACT OF RECESSION 174 FIGURE 51 NORTH AMERICA: MARKET SNAPSHOT 175 TABLE 104 NORTH AMERICA: CONVERSATIONAL AI MARKET, BY OFFERING, 2018–2022 (USD MILLION) 175 TABLE 105 NORTH AMERICA: CONVERSATIONAL AI MARKET, BY OFFERING, 2023–2028 (USD MILLION) 176 TABLE 106 NORTH AMERICA: CONVERSATIONAL AI SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION) 176 TABLE 107 NORTH AMERICA: CONVERSATIONAL AI SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION) 176 TABLE 108 NORTH AMERICA: CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE, 2018–2022 (USD MILLION) 176 TABLE 109 NORTH AMERICA: CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE, 2023–2028 (USD MILLION) 177 TABLE 110 NORTH AMERICA: CONVERSATIONAL AI MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION) 177 TABLE 111 NORTH AMERICA: CONVERSATIONAL AI MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 177 TABLE 112 NORTH AMERICA: CONVERSATIONAL AI MARKET, BY CHANNEL, 2018–2022 (USD MILLION) 178 TABLE 113 NORTH AMERICA: CONVERSATIONAL AI MARKET, BY CHANNEL, 2023–2028 (USD MILLION) 178 TABLE 114 NORTH AMERICA: CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2018–2022 (USD MILLION) 178 TABLE 115 NORTH AMERICA: CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2023–2028 (USD MILLION) 179 TABLE 116 NORTH AMERICA: CONVERSATIONAL AI MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 179 TABLE 117 NORTH AMERICA: CONVERSATIONAL AI MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 180 TABLE 118 NORTH AMERICA: CONVERSATIONAL AI MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 180 TABLE 119 NORTH AMERICA: CONVERSATIONAL AI MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 180 12.2.3 US 181 12.2.3.1 Strong IT infrastructure, innovation, and initiatives to drive market growth 181 12.2.4 CANADA 181 12.2.4.1 Advent of IoT-powered digital economy to support economic growth 181 12.3 EUROPE 181 12.3.1 EUROPE: CONVERSATIONAL AI MARKET DRIVERS 182 12.3.2 EUROPE: IMPACT OF RECESSION 182 TABLE 120 EUROPE: CONVERSATIONAL AI MARKET, BY OFFERING, 2018–2022 (USD MILLION) 183 TABLE 121 EUROPE: CONVERSATIONAL AI MARKET, BY OFFERING, 2023–2028 (USD MILLION) 183 TABLE 122 EUROPE: CONVERSATIONAL AI SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION) 183 TABLE 123 EUROPE: CONVERSATIONAL AI SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION) 183 TABLE 124 EUROPE: CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE, 2018–2022 (USD MILLION) 184 TABLE 125 EUROPE: CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE, 2023–2028 (USD MILLION) 184 TABLE 126 EUROPE: CONVERSATIONAL AI MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION) 184 TABLE 127 EUROPE: CONVERSATIONAL AI MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 184 TABLE 128 EUROPE: CONVERSATIONAL AI MARKET, BY CHANNEL, 2018–2022 (USD MILLION) 185 TABLE 129 EUROPE: CONVERSATIONAL AI MARKET, BY CHANNEL, 2023–2028 (USD MILLION) 185 TABLE 130 EUROPE: CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2018–2022 (USD MILLION) 185 TABLE 131 EUROPE: CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2023–2028 (USD MILLION) 186 TABLE 132 EUROPE: CONVERSATIONAL AI MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 186 TABLE 133 EUROPE: CONVERSATIONAL AI MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 187 TABLE 134 EUROPE: CONVERSATIONAL AI MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 187 TABLE 135 EUROPE: CONVERSATIONAL AI MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 187 12.3.3 UK 188 12.3.3.1 Huge competition in retail to hinder customer retention and drive demand for conversational AI 188 12.3.4 GERMANY 188 12.3.4.1 Rising government support and highly skilled labor force to drive market 188 12.3.5 FRANCE 188 12.3.5.1 Rising demand for better and faster predictive results to propel AI adoption 188 12.3.6 ITALY 189 12.3.6.1 Government initiatives in education and research to support growth of conversational AI 189 12.3.7 SPAIN 189 12.3.7.1 Spain’s prominence in AI startup ecosystem to favor adoption 189 12.3.8 REST OF EUROPE 189 12.4 ASIA PACIFIC 190 12.4.1 ASIA PACIFIC: CONVERSATIONAL AI MARKET DRIVERS 190 12.4.2 ASIA PACIFIC: IMPACT OF RECESSION 190 FIGURE 52 ASIA PACIFIC: MARKET SNAPSHOT 191 TABLE 136 ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY OFFERING, 2018–2022 (USD MILLION) 191 TABLE 137 ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY OFFERING, 2023–2028 (USD MILLION) 192 TABLE 138 ASIA PACIFIC: CONVERSATIONAL AI SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION) 192 TABLE 139 ASIA PACIFIC: CONVERSATIONAL AI SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION) 192 TABLE 140 ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE, 2018–2022 (USD MILLION) 192 TABLE 141 ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE, 2023–2028 (USD MILLION) 193 TABLE 142 ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION) 193 TABLE 143 ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 193 TABLE 144 ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY CHANNEL, 2018–2022 (USD MILLION) 193 TABLE 145 ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY CHANNEL, 2023–2028 (USD MILLION) 194 TABLE 146 ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2018–2022 (USD MILLION) 194 TABLE 147 ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2023–2028 (USD MILLION) 194 TABLE 148 ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 195 TABLE 149 ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 195 TABLE 150 ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 196 TABLE 151 ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 196 TABLE 152 ASIA PACIFIC: CONVERSATIONAL AI MARKET FOR ASEAN, BY COUNTRY, 2018–2022 (USD MILLION) 196 TABLE 153 ASIA PACIFIC: CONVERSATIONAL AI MARKET FOR ASEAN, BY COUNTRY, 2023–2028 (USD MILLION) 197 12.4.3 CHINA 197 12.4.3.1 Investments in AI landscape to propel adoption of conversational solutions 197 12.4.4 ASEAN 197 12.4.4.1 Rising need to improve business insights and growing data generation to boost demand 197 12.4.5 JAPAN 198 12.4.5.1 Advancements in innovative technologies and need to prevent data breaches to drive market 198 12.4.6 ANZ 198 12.4.6.1 Emphasis on reducing operational costs and improving customer experience to support growth 198 12.4.7 SOUTH KOREA 198 12.4.7.1 Growing government investments and support for AI startups to boost market growth 198 12.4.8 INDIA 198 12.4.8.1 Rising investments among startups and growth of AI technology to trigger conversational AI adoption 198 12.4.9 REST OF ASIA PACIFIC 199
SummaryThe conversational AI market is expected to grow from USD 10.7 billion in 2023 to USD 29.8 billion by 2028, at a CAGR of 22.6% during the forecast period. There are several commercial utilizes for artificial intelligence (AI) and machine learning. Moreover, the expansion of business across Asian countries would help to strengthen the dominance in the Conversational AI market and garner healthy financials. The integration of predictive analytics technologies and data sources, along with significant advancements in NLP, will soon enable businesses to extract meaningful insights from the conversations in real time. Table of Contents1 INTRODUCTION 401.1 STUDY OBJECTIVES 40 1.2 MARKET DEFINITION 40 1.2.1 INCLUSIONS AND EXCLUSIONS 41 1.3 MARKET SCOPE 42 1.3.1 MARKET SEGMENTATION 42 1.3.2 REGIONS COVERED 42 1.4 YEARS CONSIDERED 43 1.5 CURRENCY CONSIDERED 43 1.6 STAKEHOLDERS 43 1.7 SUMMARY OF CHANGES 44 1.7.1 IMPACT OF RECESSION 44 2 RESEARCH METHODOLOGY 45 2.1 RESEARCH DATA 45 FIGURE 1 CONVERSATIONAL AI MARKET: RESEARCH DESIGN 45 2.1.1 SECONDARY DATA 46 2.1.2 PRIMARY DATA 46 TABLE 1 PRIMARY INTERVIEWS 46 2.1.2.1 Breakup of primary profiles 47 2.1.2.2 Key industry insights 47 2.2 MARKET BREAKUP AND DATA TRIANGULATION 48 FIGURE 2 DATA TRIANGULATION 48 2.3 MARKET SIZE ESTIMATION 49 FIGURE 3 CONVERSATIONAL AI MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 49 2.3.1 TOP-DOWN APPROACH 49 2.3.2 BOTTOM-UP APPROACH 50 FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1 (SUPPLY SIDE): REVENUE FROM SOLUTIONS/SERVICES 50 FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 2, BOTTOM UP (SUPPLY SIDE): COLLECTIVE REVENUE FROM ALL SOLUTIONS/SERVICES 51 FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 3, BOTTOM UP (SUPPLY SIDE): COLLECTIVE REVENUE FROM ALL SOLUTIONS/SERVICES 52 FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 4, BOTTOM UP (DEMAND SIDE): SHARE OF CONVERSATIONAL AI THROUGH OVERALL CONVERSATIONAL AI SPENDING 52 2.4 MARKET FORECAST 53 TABLE 2 FACTOR ANALYSIS 53 2.5 COMPANY EVALUATION MATRIX METHODOLOGY 54 2.6 START-UP/SME EVALUATION MATRIX METHODOLOGY 55 FIGURE 8 START-UP/SME EVALUATION MATRIX: CRITERIA WEIGHTAGE 55 2.7 RESEARCH ASSUMPTIONS 56 2.8 STUDY LIMITATIONS 57 2.9 IMPACT OF RECESSION ON GLOBAL CONVERSATIONAL AI MARKET 58 3 EXECUTIVE SUMMARY 59 TABLE 3 GLOBAL CONVERSATIONAL AI MARKET SIZE AND GROWTH RATE, 2018–2022 (USD MILLION, Y-O-Y%) 60 TABLE 4 GLOBAL CONVERSATIONAL AI MARKET SIZE AND GROWTH RATE, 2023–2028 (USD MILLION, Y-O-Y%) 60 FIGURE 9 SOLUTIONS SEGMENT TO DOMINATE MARKET IN 2023 61 FIGURE 10 TRAINING AND CONSULTING TO HOLD LARGEST MARKET SHARE IN 2023 61 FIGURE 11 CHATBOTS TO DOMINATE MARKET, BY CONVERSATIONAL INTERFACE, IN 2023 61 FIGURE 12 ML AND DEEP LEARNING SEGMENT TO LEAD MARKET, BY TECHNOLOGY, IN 2023 62 FIGURE 13 MOBILE APPS SEGMENT TO DOMINATE MARKET IN 2023 62 FIGURE 14 SALES AND MARKETING TO HOLD LARGEST MARKET SHARE, BY BUSINESS FUNCTION (2023) 62 FIGURE 15 SALES AND MARKETING, BY APPLICATION: CUSTOMER ENGAGEMENT AND RETENTION TO COMMAND LARGEST SHARE, 2023 63 FIGURE 16 FINANCE AND ACCOUNTING, BY APPLICATION: CUSTOMER SUPPORT AND PROCUREMENT MANAGEMENT TO GARNER LEADING SHARES, 2023 63 FIGURE 17 HR, BY APPLICATION: EMPLOYEE ENGAGEMENT AND ONBOARDING TO DOMINATE APPLICATIONS MARKET, 2023 64 FIGURE 18 OPERATIONS AND SUPPLY CHAIN, BY APPLICATION: WORKFLOW OPTIMIZATION SEGMENT TO DOMINATE MARKET, 2023 64 FIGURE 19 ITSM, BY APPLICATION: INCIDENT MANAGEMENT AND COST OPTIMIZATION TO REGISTER LARGEST MARKET SHARES, 2023 65 FIGURE 20 HEALTHCARE AND LIFE SCIENCES SEGMENT TO GROW AT HIGHEST CAGR IN 2023 65 FIGURE 21 GEOGRAPHICAL SNAPSHOT: NORTH AMERICA TO COMMAND LARGEST MARKET SHARE IN 2023 66 4 PREMIUM INSIGHTS 67 4.1 ATTRACTIVE OPPORTUNITIES IN CONVERSATIONAL AI MARKET 67 FIGURE 22 RISING DEMAND TO EMBRACE AI-POWERED DIGITAL EXPERIENCE ACROSS GOVERNMENT SECTOR TO DRIVE MARKET GROWTH 67 4.2 OVERVIEW OF RECESSION IMPACT ON CONVERSATIONAL AI MARKET 68 FIGURE 23 CONVERSATIONAL AI MARKET TO WITNESS MINOR DECLINE IN Y-O-Y GROWTH IN 2023 68 4.3 CONVERSATIONAL AI MARKET: TOP THREE BUSINESS FUNCTIONS 68 FIGURE 24 HR BUSINESS FUNCTION SEGMENT TO GROW AT HIGHEST CAGR 68 4.4 NORTH AMERICA: CONVERSATIONAL AI MARKET, BY OFFERING AND VERTICAL 69 FIGURE 25 CONVERSATIONAL AI SOLUTIONS AND BFSI VERTICAL TO HOLD LARGEST MARKET SHARES IN NORTH AMERICA IN 2023 69 4.5 CONVERSATIONAL AI MARKET: BY REGION 69 FIGURE 26 NORTH AMERICA TO HOLD LARGEST MARKET SHARE IN 2023 69 5 MARKET OVERVIEW AND INDUSTRY TRENDS 70 5.1 INTRODUCTION 70 5.2 CONVERSATIONAL AI: EVOLUTION 70 FIGURE 27 EVOLUTION OF CONVERSATIONAL AI 70 5.3 CONVERSATIONAL AI: ARCHITECTURE 71 FIGURE 28 CONVERSATIONAL AI: HIGH-LEVEL ARCHITECTURE OVERVIEW 72 5.4 MARKET DYNAMICS 73 FIGURE 29 CONVERSATIONAL AI MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 73 5.4.1 DRIVERS 73 5.4.1.1 Increasing demand for AI-powered customer support services 73 5.4.1.2 Omnichannel deployment and reduced chatbot development cost 74 5.4.1.3 Growing focus on customer engagement and retention 74 5.4.1.4 Rising demand to embrace AI-powered digital experience across government sector 75 5.4.2 RESTRAINTS 75 5.4.2.1 Privacy and security breaches 75 5.4.2.2 Limitations of voice command authentication 75 5.4.3 OPPORTUNITIES 76 5.4.3.1 Increasing usage of generative models in conversational AI 76 5.4.3.2 Rising demand for conversational commerce for better purchasing experience and streamlined business processes 76 5.4.3.3 Integration of advanced AI capabilities to add value to existing conversational AI offerings 77 5.4.4 CHALLENGES 77 5.4.4.1 Apprehensiveness over disclosing personal or sensitive information 77 5.4.4.2 Lack of accuracy in resolving queries 77 5.4.4.3 Inability to effectively recognize customer intent and behavior 77 5.4.4.4 Dearth of awareness 78 5.5 CONVERSATIONAL AI MARKET: ECOSYSTEM 78 TABLE 5 CONVERSATIONAL AI MARKET: ECOSYSTEM 78 5.6 CASE STUDY ANALYSIS 80 5.6.1 BFSI 80 5.6.1.1 Case Study 1: Nova KBM Bank provides overall customer self-service with AI-powered contact centers 80 5.6.1.2 Case Study 2: Florida Blue provides members with visual IVR support using Kore.ai XO Platform 80 5.6.1.3 Case Study 3: HSBC implemented LivePerson’s Conversation Builder platform to automate customer services queries and improve agent attrition 81 5.6.2 HEALTHCARE AND LIFE SCIENCES 81 5.6.2.1 Case Study 1: Conversational AI helped UCHealth make healthcare more accessible for a large patient network 81 5.6.2.2 Case Study 2: HealthKart uses conversational AI to offer workouts on-demand 82 5.6.2.3 Case Study 3: Max Life Insurance Company harnesses conversational AI to automate email-based customer support 82 5.6.3 TELECOM 83 5.6.3.1 Case Study 1: Haptik increases local queries by 2.5X and decreases human interventions by 80% by utilizing Microsoft Azure Machine Translation models 83 5.6.3.2 Case Study 2: Telenor improves customer experience using conversational AI solution Telmi 84 5.6.4 TRAVEL AND HOSPITALITY 84 5.6.4.1 Case Study 1: Indigo boosts customer satisfaction to 87% with Yellow.ai conversational AI platform 84 5.6.4.2 Case Study 2: Equinox experienced a significant increase in leads with Haptik 85 5.6.5 IT AND ITES 85 5.6.5.1 Case Study 1: IHS Markit uses Conversica Intelligent Virtual Assistants to drive revenue opportunities 85 5.6.5.2 Case Study 2: CSG projects ROI of USD 39 million by implementing Open Question 86 5.6.6 RETAIL AND E-COMMERCE 86 5.6.6.1 Case Study 1: Tata CLiQ increased monthly sales by 10X ROI by leveraging Gupshup’s WhatsApp Business Solution 86 5.6.6.2 Case Study 2: Pepperfry uses Pep, an AI-powered chatbot, to improve customer experience 87 5.6.7 MEDIA AND ENTERTAINMENT 88 5.6.7.1 Case Study 1: Linden Lab successfully boosts customer support with Haptik conversational AI solution 88 5.6.7.2 Case Study 2: SKY launched an automated conversational bot with the help of LivePerson’s Conversational Cloud 88 5.6.8 ENERGY AND UTILITIES 89 5.6.8.1 Case Study 1: ENN transitions to automated AI with IBM Watson Assistant 89 5.6.8.2 Case Study 2: Shell implemented Teneo platform to build digital employees to answer complex questions 90 5.6.9 AUTOMOTIVE AND TRANSPORTATION 90 5.6.9.1 Case Study 1: Conversational AI from Rezo for automobile company CarDekho 90 5.6.9.2 Case Study 2: Skoda deployed Teneo to deliver superior customer service experience, enhance customer journey, and improve website conversion rates 91 5.6.10 GOVERNMENT 91 5.6.10.1 Case Study 1: State of New Jersey and IBM Consulting help citizens more efficiently with IBM virtual agents 91 5.6.11 EDUCATION 92 5.6.11.1 Case Study 1: Doubtnut increases learner engagement by 260% with Gupshup conversational AI solution 92 5.7 TECHNOLOGY ANALYSIS 92 5.7.1 RELATED TECHNOLOGY 92 5.7.1.1 Machine Learning and Deep Learning 92 5.7.1.2 Natural Language Processing 93 5.7.1.3 Natural Language Understanding 93 5.7.1.4 Automated Speech Recognition 93 5.7.2 ALLIED TECHNOLOGIES 94 5.7.2.1 IoT 94 5.7.2.2 Big Data 94 5.7.2.3 AR/VR/Metaverse 94 5.8 SUPPLY/VALUE CHAIN ANALYSIS 95 FIGURE 30 SUPPLY/VALUE CHAIN ANALYSIS 95 5.9 PORTER’S FIVE FORCES ANALYSIS 96 FIGURE 31 PORTER’S FIVE FORCES ANALYSIS 96 TABLE 6 PORTER’S FIVE FORCES ANALYSIS 96 5.9.1 THREAT FROM NEW ENTRANTS 97 5.9.2 THREAT FROM SUBSTITUTES 97 5.9.3 BARGAINING POWER OF SUPPLIERS 97 5.9.4 BARGAINING POWER OF BUYERS 97 5.9.5 INTENSITY OF COMPETITIVE RIVALRY 97 5.10 PRICING MODEL ANALYSIS 98 TABLE 7 CONVERSATIONAL AI MARKET: PRICING MODEL ANALYSIS, 2023 98 5.11 TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS 100 FIGURE 32 CONVERSATIONAL AI MARKET: TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS 100 5.12 PATENT ANALYSIS 101 5.12.1 METHODOLOGY 101 5.12.2 DOCUMENT TYPE 101 TABLE 8 PATENTS FILED, 2021–2023 101 5.12.3 INNOVATION AND PATENT APPLICATIONS 101 FIGURE 33 TOTAL NUMBER OF PATENTS GRANTED, 2021–2023 101 5.12.3.1 Top applicants 102 FIGURE 34 TOP TEN COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS, 2021–2023 102 TABLE 9 TOP TEN PATENT OWNERS, 2021–2023 102 5.13 KEY CONFERENCES & EVENTS, 2023–2024 103 TABLE 10 DETAILED LIST OF CONFERENCES & EVENTS, 2023–2024 103 5.14 REGULATORY LANDSCAPE 104 TABLE 11 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 104 TABLE 12 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 104 TABLE 13 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 105 TABLE 14 MIDDLE EAST AND AFRICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 106 TABLE 15 LATIN AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 106 5.15 KEY STAKEHOLDERS AND BUYING CRITERIA 107 5.15.1 KEY STAKEHOLDERS IN BUYING PROCESS 107 FIGURE 35 KEY STAKEHOLDERS IN BUYING BEHAVIOR: TOP THREE APPLICATIONS 107 TABLE 16 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS (%) 107 5.15.2 BUYING CRITERIA 108 FIGURE 36 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 108 TABLE 17 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 108 6 CONVERSATIONAL AI MARKET, BY OFFERING 109 6.1 INTRODUCTION 110 6.1.1 OFFERINGS: CONVERSATIONAL AI MARKET DRIVERS 110 FIGURE 37 SERVICES SEGMENT TO REGISTER HIGHER CAGR DURING FORECAST PERIOD 110 TABLE 18 CONVERSATIONAL AI MARKET, BY OFFERING, 2018–2022 (USD MILLION) 110 TABLE 19 CONVERSATIONAL AI MARKET, BY OFFERING, 2023–2028 (USD MILLION) 111 6.2 SOLUTIONS 111 6.2.1 ENHANCED BUSINESS OPERATIONS AND OPERATIONAL EFFECTIVENESS TO DRIVE DEMAND FOR SOLUTIONS 111 TABLE 20 CONVERSATIONAL AI SOLUTIONS MARKET, BY REGION, 2018–2022 (USD MILLION) 111 TABLE 21 CONVERSATIONAL AI SOLUTIONS MARKET, BY REGION, 2023–2028 (USD MILLION) 112 6.3 SERVICES 112 FIGURE 38 SYSTEM INTEGRATION AND IMPLEMENTATION TO REGISTER HIGHEST CAGR IN 2023 112 TABLE 22 CONVERSATIONAL AI SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION) 113 TABLE 23 CONVERSATIONAL AI SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION) 113 TABLE 24 CONVERSATIONAL AI SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION) 113 TABLE 25 CONVERSATIONAL AI SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION) 113 6.3.1 TRAINING AND CONSULTING 114 6.3.1.1 Training and consulting services play a crucial role in managing operations and technology updates 114 TABLE 26 TRAINING AND CONSULTING SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION) 114 TABLE 27 TRAINING AND CONSULTING SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION) 114 6.3.2 SYSTEM INTEGRATION AND IMPLEMENTATION 115 6.3.2.1 System integration and implementation services to gain traction due to the rising need to ensure effective system communication 115 TABLE 28 SYSTEM INTEGRATION AND IMPLEMENTATION SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION) 115 TABLE 29 SYSTEM INTEGRATION AND IMPLEMENTATION SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION) 115 6.3.3 SUPPORT AND MAINTENANCE 116 6.3.3.1 Demand for support and maintenance services to increase with rising conversational AI deployment 116 TABLE 30 SUPPORT AND MAINTENANCE SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION) 116 TABLE 31 SUPPORT AND MAINTENANCE SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION) 116 7 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION 117 7.1 INTRODUCTION 118 7.1.1 BUSINESS FUNCTION: CONVERSATIONAL AI MARKET DRIVERS 118 FIGURE 39 SALES AND MARKETING SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE IN 2023 118 TABLE 32 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2018–2022 (USD MILLION) 119 TABLE 33 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2023–2028 (USD MILLION) 119 7.2 SALES AND MARKETING 119 7.2.1 GROWING NEED TO RECOGNIZE CUSTOMER PURCHASING PATTERNS TO BOOST DEMAND FOR CONVERSATIONAL AI SOLUTIONS 119 TABLE 34 CONVERSATIONAL AI MARKET FOR SALES AND MARKETING, BY REGION, 2018–2022 (USD MILLION) 120 TABLE 35 CONVERSATIONAL AI MARKET FOR SALES AND MARKETING, BY REGION, 2023–2028 (USD MILLION) 120 7.2.2 SALES AND MARKETING APPLICATIONS 120 FIGURE 40 CUSTOMER ENGAGEMENT AND RETENTION TO HOLD LARGEST SHARE IN 2023 120 TABLE 36 CONVERSATIONAL AI MARKET FOR SALES AND MARKETING, BY APPLICATION, 2018–2022 (USD MILLION) 121 TABLE 37 CONVERSATIONAL AI MARKET FOR SALES AND MARKETING, BY APPLICATION, 2023–2028 (USD MILLION) 121 7.2.2.1 Customer engagement and retention 121 7.2.2.2 Branding and advertisement 122 7.2.2.3 Campaign management 122 7.2.2.4 Personalized recommendations 122 7.2.2.5 Other sales and marketing applications 122 7.3 FINANCE AND ACCOUNTING 123 7.3.1 SUPPORT FOR TRACKING OUTSTANDING INVOICES AND AUTOMATING FOLLOW-UPS TO DRIVE EMPHASIS ON CONVERSATIONAL AI 123 TABLE 38 CONVERSATIONAL AI MARKET FOR FINANCE AND ACCOUNTING, BY REGION, 2018–2022 (USD MILLION) 123 TABLE 39 CONVERSATIONAL AI MARKET FOR FINANCE AND ACCOUNTING, BY REGION, 2023–2028 (USD MILLION) 123 7.3.2 FINANCE AND ACCOUNTING APPLICATIONS 124 FIGURE 41 CUSTOMER SUPPORT SEGMENT TO DOMINATE MARKET IN 2023 124 TABLE 40 CONVERSATIONAL AI MARKET FOR FINANCE AND ACCOUNTING, BY APPLICATION, 2018–2022 (USD MILLION) 124 TABLE 41 CONVERSATIONAL AI MARKET FOR FINANCE AND ACCOUNTING, BY APPLICATION, 2023–2028 (USD MILLION) 124 7.3.2.1 Customer support 125 7.3.2.2 Procurement management 125 7.3.2.3 Expense tracking and reporting 125 7.3.2.4 Data privacy and compliance 125 7.3.2.5 Other finance and accounting applications 125 7.4 HR 126 7.4.1 NEED TO AUTOMATE EMPLOYEE ENGAGEMENT AND MANAGE COMPLEX ONBOARDING PROCESSES TO DRIVE ADOPTION 126 TABLE 42 CONVERSATIONAL AI MARKET FOR HR, BY REGION, 2018–2022 (USD MILLION) 126 TABLE 43 CONVERSATIONAL AI MARKET FOR HR, BY REGION, 2023–2028 (USD MILLION) 126 7.4.2 HR APPLICATIONS 127 FIGURE 42 EMPLOYEE ENGAGEMENT AND ONBOARDING SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE IN 2023 127 TABLE 44 CONVERSATIONAL AI MARKET FOR HR, BY APPLICATION, 2018–2022 (USD MILLION) 127 TABLE 45 CONVERSATIONAL AI MARKET FOR HR, BY APPLICATION, 2023–2028 (USD MILLION) 127 7.4.2.1 Employee engagement and onboarding 128 7.4.2.2 Performance management 128 7.4.2.3 Document management 128 7.4.2.4 Leave management 128 7.4.2.5 Other HR applications 129 7.5 OPERATIONS AND SUPPLY CHAIN 129 7.5.1 EFFICIENCY IN HANDLING COMPLEX OPERATIONS AND IMPROVED PRODUCTIVITY TO BOOST ADOPTION OF CONVERSATIONAL AI 129 TABLE 46 CONVERSATIONAL AI MARKET FOR OPERATIONS AND SUPPLY CHAIN, BY REGION, 2018–2022 (USD MILLION) 129 TABLE 47 CONVERSATIONAL AI MARKET FOR OPERATIONS AND SUPPLY CHAIN, BY REGION, 2023–2028 (USD MILLION) 130 7.5.2 OPERATIONS AND SUPPLY CHAIN APPLICATIONS 130 FIGURE 43 WORKFLOW OPTIMIZATION SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE IN 2023 130 TABLE 48 CONVERSATIONAL AI MARKET FOR OPERATIONS AND SUPPLY CHAIN, BY APPLICATION, 2018–2022 (USD MILLION) 130 TABLE 49 CONVERSATIONAL AI MARKET FOR OPERATIONS AND SUPPLY CHAIN, BY APPLICATION, 2023–2028 (USD MILLION) 131 7.5.2.1 Workflow optimization 131 7.5.2.2 Scheduling and routing 131 7.5.2.3 Inventory management 131 7.5.2.4 Vendor management 131 7.5.2.5 Other operations and supply chain applications 132 7.6 ITSM 132 7.6.1 POTENTIAL TO STREAMLINE IT PROCESSES AND HASTEN QUERY RESOLUTION TO BOOST ADOPTION 132 TABLE 50 CONVERSATIONAL AI MARKET FOR ITSM, BY REGION, 2018–2022 (USD MILLION) 132 TABLE 51 CONVERSATIONAL AI MARKET FOR ITSM, BY REGION, 2023–2028 (USD MILLION) 132 7.6.2 ITSM APPLICATIONS 133 FIGURE 44 INCIDENT MANAGEMENT TO DOMINATE MARKET TILL 2028 133 TABLE 52 CONVERSATIONAL AI MARKET FOR ITSM, BY APPLICATION, 2018–2022 (USD MILLION) 133 TABLE 53 CONVERSATIONAL AI MARKET FOR ITSM, BY APPLICATION, 2023–2028 (USD MILLION) 133 7.6.2.1 Incident management 134 7.6.2.2 Cost optimization 134 7.6.2.3 Query handling 134 7.6.2.4 Knowledge management 134 7.6.2.5 Other ITSM applications 135 8 CONVERSATIONAL AI MARKET, BY CHANNEL 136 8.1 INTRODUCTION 137 8.2 CHANNEL: CONVERSATIONAL AI MARKET DRIVERS 137 FIGURE 45 MESSAGING APPS SEGMENT EXPECTED TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 137 TABLE 54 CONVERSATIONAL AI MARKET, BY CHANNEL, 2018–2022 (USD MILLION) 138 TABLE 55 CONVERSATIONAL AI MARKET, BY CHANNEL, 2023–2028 (USD MILLION) 138 8.3 MOBILE APPS 138 8.3.1 PROLIFERATION OF SMARTPHONES TO OFFER OPPORTUNITIES FOR SOLUTION DEPLOYMENT 138 TABLE 56 CONVERSATIONAL AI MARKET FOR MOBILE APPS, BY REGION, 2018–2022 (USD MILLION) 139 TABLE 57 CONVERSATIONAL AI MARKET FOR MOBILE APPS, BY REGION, 2023–2028 (USD MILLION) 139 8.4 TELEPHONES 139 8.4.1 NEED TO FACILITATE CONVERSATIONS BETWEEN CUSTOMERS AND BUSINESSES TO BOOST ADOPTION OF CONVERSATIONAL AI 139 TABLE 58 CONVERSATIONAL AI MARKET FOR TELEPHONES, BY REGION, 2018–2022 (USD MILLION) 140 TABLE 59 CONVERSATIONAL AI MARKET FOR TELEPHONES, BY REGION, 2023–2028 (USD MILLION) 140 8.5 MESSAGING APPS 140 8.5.1 AI USE IN MESSAGING APPS SHOWS STRONG POTENTIAL TO ENHANCE CONSUMER EXPERIENCE 140 TABLE 60 CONVERSATIONAL AI MARKET FOR MESSAGING APPS, BY REGION, 2018–2022 (USD MILLION) 141 TABLE 61 CONVERSATIONAL AI MARKET FOR MESSAGING APPS, BY REGION, 2023–2028 (USD MILLION) 141 8.6 EMAILS AND WEBSITES 141 8.6.1 GROWING NEED TO PROVIDE PRODUCT RECOMMENDATIONS TO WEBSITE VISITORS TO DRIVE MARKET GROWTH 141 TABLE 62 CONVERSATIONAL AI MARKET FOR EMAILS AND WEBSITES, BY REGION, 2018–2022 (USD MILLION) 142 TABLE 63 CONVERSATIONAL AI MARKET FOR EMAILS AND WEBSITES, BY REGION, 2023–2028 (USD MILLION) 142 9 CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE 143 9.1 INTRODUCTION 144 9.1.1 CONVERSATIONAL INTERFACE: CONVERSATIONAL AI MARKET DRIVERS 144 FIGURE 46 CHATBOTS SEGMENT TO GROW AT HIGHEST CAGR TILL 2028 144 TABLE 64 CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE, 2018–2022 (USD MILLION) 144 TABLE 65 CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE, 2023–2028 (USD MILLION) 145 9.2 CHATBOTS 145 9.2.1 USE OF AI-BASED CHATBOTS TO AUTOMATE CONVERSATIONS TO REGISTER RAPID GROWTH 145 TABLE 66 CONVERSATIONAL AI MARKET FOR CHATBOTS, BY REGION, 2018–2022 (USD MILLION) 145 TABLE 67 CONVERSATIONAL AI MARKET FOR CHATBOTS, BY REGION, 2023–2028 (USD MILLION) 146 9.3 IVR 146 9.3.1 GROWING ADOPTION ACROSS ENTERPRISES AND INDUSTRIES TO BOOST MARKET 146 TABLE 68 CONVERSATIONAL AI MARKET FOR IVR, BY REGION, 2018–2022 (USD MILLION) 146 TABLE 69 CONVERSATIONAL AI MARKET FOR IVR, BY REGION, 2023–2028 (USD MILLION) 147 9.4 IVA 147 9.4.1 RISING EMPHASIS ON CONSUMER CONNECTION AND SERVICE TO PROPEL ADOPTION OF IVA 147 TABLE 70 CONVERSATIONAL AI MARKET FOR IVA, BY REGION, 2018–2022 (USD MILLION) 147 TABLE 71 CONVERSATIONAL AI MARKET FOR IVA, BY REGION, 2023–2028 (USD MILLION) 148 10 CONVERSATIONAL AI MARKET, BY TECHNOLOGY 149 10.1 INTRODUCTION 150 10.2 TECHNOLOGY: CONVERSATIONAL AI MARKET DRIVERS 150 FIGURE 47 ML AND DEEP LEARNING TO SHOW HIGHEST GROWTH OVER FORECAST PERIOD 150 TABLE 72 CONVERSATIONAL AI MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION) 150 TABLE 73 CONVERSATIONAL AI MARKET, TECHNOLOGY, 2023–2028 (USD MILLION) 151 10.3 NLP 151 10.3.1 NEED TO RECOGNIZE HUMAN VOICES AND HANDLE QUERIES EFFECTIVELY TO DRIVE GROWTH OF NLP 151 TABLE 74 CONVERSATIONAL AI MARKET FOR NLP, BY REGION, 2018–2022 (USD MILLION) 151 TABLE 75 CONVERSATIONAL AI MARKET FOR NLP, BY REGION, 2023–2028 (USD MILLION) 152 10.4 ML AND DEEP LEARNING 152 10.4.1 GROWING FOCUS ON BUILDING AND MAINTAINING LOW-CODE APPS TO DRIVE MARKET 152 TABLE 76 CONVERSATIONAL AI MARKET FOR ML AND DEEP LEARNING, BY REGION, 2018–2022 (USD MILLION) 152 TABLE 77 CONVERSATIONAL AI MARKET FOR ML AND DEEP LEARNING, BY REGION, 2023–2028 (USD MILLION) 153 10.5 ASR 153 10.5.1 RISING NEED TO HANDLE CUSTOMER SERVICES AND RESOLVE CUSTOMER QUERIES ACROSS LARGE ENTERPRISES TO BOOST GROWTH 153 TABLE 78 CONVERSATIONAL AI MARKET FOR ASR, BY REGION, 2018–2022 (USD MILLION) 153 TABLE 79 CONVERSATIONAL AI MARKET FOR ASR, BY REGION, 2023–2028 (USD MILLION) 154 10.6 OTHER TECHNOLOGIES 154 TABLE 80 CONVERSATIONAL AI MARKET FOR OTHER TECHNOLOGIES, BY REGION, 2018–2022 (USD MILLION) 155 TABLE 81 CONVERSATIONAL AI MARKET FOR OTHER TECHNOLOGIES, BY REGION, 2023–2028 (USD MILLION) 155 11 CONVERSATIONAL AI MARKET, BY VERTICAL 156 11.1 INTRODUCTION 157 11.1.1 VERTICALS: CONVERSATIONAL AI MARKET DRIVERS 157 FIGURE 48 HEALTHCARE AND LIFE SCIENCES VERTICAL TO REGISTER FASTEST GROWTH 158 11.1.2 MAJOR USE CASES: BY VERTICAL 158 TABLE 82 CONVERSATIONAL AI MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 160 TABLE 83 CONVERSATIONAL AI MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 160 11.2 BFSI 161 11.2.1 BFSI TO REGISTER HIGHEST ADOPTION OF CONVERSATIONAL AI 161 TABLE 84 CONVERSATIONAL AI MARKET FOR BFSI, BY REGION, 2018–2022 (USD MILLION) 161 TABLE 85 CONVERSATIONAL AI MARKET FOR BFSI, BY REGION, 2023–2028 (USD MILLION) 161 11.3 RETAIL AND ECOMMERCE 162 11.3.1 INCREASING DEPLOYMENT OF CONVERSATIONAL AI SOLUTIONS TARGETED AT BOOSTING ENGAGEMENT AND LOYALTY 162 TABLE 86 CONVERSATIONAL AI MARKET FOR RETAIL AND ECOMMERCE, BY REGION, 2018–2022 (USD MILLION) 162 TABLE 87 CONVERSATIONAL AI MARKET FOR RETAIL AND ECOMMERCE, BY REGION, 2023–2028 (USD MILLION) 162 11.4 TELECOM 163 11.4.1 DRIVE TO IMPROVE CONTACT CENTER EFFICIENCY AND REDUCE COSTS TO AUGMENT DEMAND FOR CONVERSATIONAL AI 163 TABLE 88 CONVERSATIONAL AI MARKET FOR TELECOM, BY REGION, 2018–2022 (USD MILLION) 163 TABLE 89 CONVERSATIONAL AI MARKET FOR TELECOM, BY REGION, 2023–2028 (USD MILLION) 163 11.5 MEDIA AND ENTERTAINMENT 164 11.5.1 RISING DEMAND FOR PERSONALIZED CUSTOMER EXPERIENCE TO INCREASE ADOPTION OF CONVERSATIONAL AI 164 TABLE 90 CONVERSATIONAL AI MARKET FOR MEDIA AND ENTERTAINMENT, BY REGION, 2018–2022 (USD MILLION) 164 TABLE 91 CONVERSATIONAL AI MARKET FOR MEDIA AND ENTERTAINMENT, BY REGION, 2023–2028 (USD MILLION) 164 11.6 HEALTHCARE AND LIFE SCIENCES 165 11.6.1 EMPHASIS ON IMPROVING PATIENT MANAGEMENT, MONITORING, AND EXPERIENCE TO SUPPORT USAGE OF CONVERSATIONAL AI 165 TABLE 92 CONVERSATIONAL AI MARKET FOR HEALTHCARE AND LIFE SCIENCES, BY REGION, 2018–2022 (USD MILLION) 165 TABLE 93 CONVERSATIONAL AI MARKET FOR HEALTHCARE AND LIFE SCIENCES, BY REGION, 2023–2028 (USD MILLION) 165 11.7 TRAVEL AND HOSPITALITY 166 11.7.1 EMPHASIS ON AUTOMATING BOOKING AND IMPROVING SCHEDULE MANAGEMENT INDICATES POTENTIAL FOR AI 166 TABLE 94 CONVERSATIONAL AI MARKET FOR TRAVEL AND HOSPITALITY, BY REGION, 2018–2022 (USD MILLION) 166 TABLE 95 CONVERSATIONAL AI MARKET FOR TRAVEL AND HOSPITALITY, BY REGION, 2023–2028 (USD MILLION) 166 11.8 AUTOMOTIVE AND TRANSPORTATION 167 11.8.1 FOCUS ON DRIVING CUSTOMER AWARENESS ABOUT CAR RELEASES, TEST DRIVES, AND NEW SYSTEMS TO PROPEL MARKET GROWTH 167 TABLE 96 CONVERSATIONAL AI MARKET FOR AUTOMOTIVE AND TRANSPORTATION, BY REGION, 2018–2022 (USD MILLION) 167 TABLE 97 CONVERSATIONAL AI MARKET FOR AUTOMOTIVE AND TRANSPORTATION, BY REGION, 2023–2028 (USD MILLION) 167 11.9 IT AND ITES 168 11.9.1 HIGH REQUIREMENTS FOR CUSTOMER CARE AND INTENSE COMPETITION TO PUSH USERS TOWARD ADVANCED SOLUTIONS 168 TABLE 98 CONVERSATIONAL AI MARKET FOR IT AND ITES, BY REGION, 2018–2022 (USD MILLION) 168 TABLE 99 CONVERSATIONAL AI MARKET FOR IT AND ITES, BY REGION, 2023–2028 (USD MILLION) 168 11.10 OTHER VERTICALS 169 TABLE 100 CONVERSATIONAL AI MARKET FOR OTHER VERTICALS, BY REGION, 2018–2022 (USD MILLION) 169 TABLE 101 CONVERSATIONAL AI MARKET FOR OTHER VERTICALS, BY REGION, 2023–2028 (USD MILLION) 170 12 CONVERSATIONAL AI MARKET, BY REGION 171 12.1 INTRODUCTION 172 FIGURE 49 CONVERSATIONAL AI MARKET: GEOGRAPHIC SNAPSHOT, 2023 VS. 2028 172 FIGURE 50 INDIA TO SHOW HIGHEST GROWTH DURING FORECAST PERIOD 172 TABLE 102 CONVERSATIONAL AI MARKET, BY REGION, 2018–2022 (USD MILLION) 173 TABLE 103 CONVERSATIONAL AI MARKET, BY REGION, 2023–2028 (USD MILLION) 173 12.2 NORTH AMERICA 173 12.2.1 NORTH AMERICA: CONVERSATIONAL AI MARKET DRIVERS 174 12.2.2 NORTH AMERICA: IMPACT OF RECESSION 174 FIGURE 51 NORTH AMERICA: MARKET SNAPSHOT 175 TABLE 104 NORTH AMERICA: CONVERSATIONAL AI MARKET, BY OFFERING, 2018–2022 (USD MILLION) 175 TABLE 105 NORTH AMERICA: CONVERSATIONAL AI MARKET, BY OFFERING, 2023–2028 (USD MILLION) 176 TABLE 106 NORTH AMERICA: CONVERSATIONAL AI SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION) 176 TABLE 107 NORTH AMERICA: CONVERSATIONAL AI SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION) 176 TABLE 108 NORTH AMERICA: CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE, 2018–2022 (USD MILLION) 176 TABLE 109 NORTH AMERICA: CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE, 2023–2028 (USD MILLION) 177 TABLE 110 NORTH AMERICA: CONVERSATIONAL AI MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION) 177 TABLE 111 NORTH AMERICA: CONVERSATIONAL AI MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 177 TABLE 112 NORTH AMERICA: CONVERSATIONAL AI MARKET, BY CHANNEL, 2018–2022 (USD MILLION) 178 TABLE 113 NORTH AMERICA: CONVERSATIONAL AI MARKET, BY CHANNEL, 2023–2028 (USD MILLION) 178 TABLE 114 NORTH AMERICA: CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2018–2022 (USD MILLION) 178 TABLE 115 NORTH AMERICA: CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2023–2028 (USD MILLION) 179 TABLE 116 NORTH AMERICA: CONVERSATIONAL AI MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 179 TABLE 117 NORTH AMERICA: CONVERSATIONAL AI MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 180 TABLE 118 NORTH AMERICA: CONVERSATIONAL AI MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 180 TABLE 119 NORTH AMERICA: CONVERSATIONAL AI MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 180 12.2.3 US 181 12.2.3.1 Strong IT infrastructure, innovation, and initiatives to drive market growth 181 12.2.4 CANADA 181 12.2.4.1 Advent of IoT-powered digital economy to support economic growth 181 12.3 EUROPE 181 12.3.1 EUROPE: CONVERSATIONAL AI MARKET DRIVERS 182 12.3.2 EUROPE: IMPACT OF RECESSION 182 TABLE 120 EUROPE: CONVERSATIONAL AI MARKET, BY OFFERING, 2018–2022 (USD MILLION) 183 TABLE 121 EUROPE: CONVERSATIONAL AI MARKET, BY OFFERING, 2023–2028 (USD MILLION) 183 TABLE 122 EUROPE: CONVERSATIONAL AI SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION) 183 TABLE 123 EUROPE: CONVERSATIONAL AI SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION) 183 TABLE 124 EUROPE: CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE, 2018–2022 (USD MILLION) 184 TABLE 125 EUROPE: CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE, 2023–2028 (USD MILLION) 184 TABLE 126 EUROPE: CONVERSATIONAL AI MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION) 184 TABLE 127 EUROPE: CONVERSATIONAL AI MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 184 TABLE 128 EUROPE: CONVERSATIONAL AI MARKET, BY CHANNEL, 2018–2022 (USD MILLION) 185 TABLE 129 EUROPE: CONVERSATIONAL AI MARKET, BY CHANNEL, 2023–2028 (USD MILLION) 185 TABLE 130 EUROPE: CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2018–2022 (USD MILLION) 185 TABLE 131 EUROPE: CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2023–2028 (USD MILLION) 186 TABLE 132 EUROPE: CONVERSATIONAL AI MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 186 TABLE 133 EUROPE: CONVERSATIONAL AI MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 187 TABLE 134 EUROPE: CONVERSATIONAL AI MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 187 TABLE 135 EUROPE: CONVERSATIONAL AI MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 187 12.3.3 UK 188 12.3.3.1 Huge competition in retail to hinder customer retention and drive demand for conversational AI 188 12.3.4 GERMANY 188 12.3.4.1 Rising government support and highly skilled labor force to drive market 188 12.3.5 FRANCE 188 12.3.5.1 Rising demand for better and faster predictive results to propel AI adoption 188 12.3.6 ITALY 189 12.3.6.1 Government initiatives in education and research to support growth of conversational AI 189 12.3.7 SPAIN 189 12.3.7.1 Spain’s prominence in AI startup ecosystem to favor adoption 189 12.3.8 REST OF EUROPE 189 12.4 ASIA PACIFIC 190 12.4.1 ASIA PACIFIC: CONVERSATIONAL AI MARKET DRIVERS 190 12.4.2 ASIA PACIFIC: IMPACT OF RECESSION 190 FIGURE 52 ASIA PACIFIC: MARKET SNAPSHOT 191 TABLE 136 ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY OFFERING, 2018–2022 (USD MILLION) 191 TABLE 137 ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY OFFERING, 2023–2028 (USD MILLION) 192 TABLE 138 ASIA PACIFIC: CONVERSATIONAL AI SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION) 192 TABLE 139 ASIA PACIFIC: CONVERSATIONAL AI SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION) 192 TABLE 140 ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE, 2018–2022 (USD MILLION) 192 TABLE 141 ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE, 2023–2028 (USD MILLION) 193 TABLE 142 ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION) 193 TABLE 143 ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 193 TABLE 144 ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY CHANNEL, 2018–2022 (USD MILLION) 193 TABLE 145 ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY CHANNEL, 2023–2028 (USD MILLION) 194 TABLE 146 ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2018–2022 (USD MILLION) 194 TABLE 147 ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2023–2028 (USD MILLION) 194 TABLE 148 ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 195 TABLE 149 ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 195 TABLE 150 ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 196 TABLE 151 ASIA PACIFIC: CONVERSATIONAL AI MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 196 TABLE 152 ASIA PACIFIC: CONVERSATIONAL AI MARKET FOR ASEAN, BY COUNTRY, 2018–2022 (USD MILLION) 196 TABLE 153 ASIA PACIFIC: CONVERSATIONAL AI MARKET FOR ASEAN, BY COUNTRY, 2023–2028 (USD MILLION) 197 12.4.3 CHINA 197 12.4.3.1 Investments in AI landscape to propel adoption of conversational solutions 197 12.4.4 ASEAN 197 12.4.4.1 Rising need to improve business insights and growing data generation to boost demand 197 12.4.5 JAPAN 198 12.4.5.1 Advancements in innovative technologies and need to prevent data breaches to drive market 198 12.4.6 ANZ 198 12.4.6.1 Emphasis on reducing operational costs and improving customer experience to support growth 198 12.4.7 SOUTH KOREA 198 12.4.7.1 Growing government investments and support for AI startups to boost market growth 198 12.4.8 INDIA 198 12.4.8.1 Rising investments among startups and growth of AI technology to trigger conversational AI adoption 198 12.4.9 REST OF ASIA PACIFIC 199
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