ベクトルデータベース市場:オファリング別(ソリューションとサービス)、テクノロジー別(NLP、コンピュータビジョン、レコメンデーションシステム)、業種別(メディア&エンターテイメント、IT&ITeS、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Vector Database Market by Offering (Solutions and Services), Technology (NLP, Computer Vision, and Recommendation Systems), Vertical (Media & Entertainment, IT & ITeS, Healthcare & Life Sciences) and Region - Global Forecast to 2028 MarketsandMarketsは、世界のベクトルデータベース市場規模は2023年の15億米ドルから、予測期間中のCAGR23.3%で2028年までに43億米ドルに成長すると予測している。ベクトルデータベースは、機械翻訳やチャットボ... もっと見る
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サマリーMarketsandMarketsは、世界のベクトルデータベース市場規模は2023年の15億米ドルから、予測期間中のCAGR23.3%で2028年までに43億米ドルに成長すると予測している。ベクトルデータベースは、機械翻訳やチャットボットなどのNLPアプリケーションを強化する。これらのアプリケーションは、言語の翻訳やテキストの生成に不可欠な、類似したフレーズや文書を素早く特定することができる。"導入・統合サービス分野が予測期間中最大の市場規模を占める" ベクトルデータベースにおける展開・統合サービスとは、ベクトルデータベースモデルとアルゴリズムを既存のビジネスシステム、ソフトウェア、インフラストラクチャにシームレスに統合することを指す。これらのサービスは、ベクトルデータベースソリューションが既存のITシステムを統合し、異なるプラットフォーム間でデータがスムーズに流れることを保証する。これらのサービスには、AIアルゴリズムのカスタマイズ、データパイプラインの設計、クラウドインフラストラクチャのセットアップ、セキュリティとコンプライアンスのコンサルティングなどが含まれます。これらのサービスにより、企業は既存のオペレーションやプロセスへの影響を最小限に抑えながら、ベクトルデータベースのパワーを活用できるようになります。データベースが増加するワークロードに対応できるように、レプリケーション、ロードバランシング、シャーディングメカニズムの設定など、高可用性とスケーラビリティのための導入戦略を検討する。 「予測期間中、メディア&エンターテインメント産業が最大の市場規模を占める" メディアとエンターテインメント業界は、AIとML技術の出現により、近年大きな変化を経験している。ベクターデータベースは、アルゴリズムとモデルを使用して、人間が作成したものと同様の画像、動画、音楽などの新しくユニークなコンテンツを作成するもので、この業界におけるAIの最も有望で急速に発展している分野の1つである。映画やテレビの制作、音楽、ゲーム、広告など、メディアやエンターテインメント業界のさまざまな分野で利用されている。 メディアやエンターテインメント企業は、ベクターデータベースを活用して、従来の方法よりも効率的かつタイムリーに、魅力的で独占的なコンテンツを制作している。例えば、映画やテレビ番組のバーチャルセットやキャラクターは、ベクターデータベースを使用して作成されており、制作コストの節約につながっています。音楽業界もベクターデータベースを使用して、斬新で独創的なサウンドやスタイルを開発しています。ゲームでは、ゲームの世界やキャラクターをリアルタイムで生成することで、プレイヤーの没入感を高めている。さらに、ベクターデータベースは、特定の視聴者とつながるパーソナライズされたターゲットコンテンツを生成するために広告で使用されています。 "アジア太平洋地域のベクターデータベース市場は予測期間中に最も高いCAGRで成長する" アジア太平洋地域のベクターデータベース市場には、中国、日本、ANZ、その他のアジア太平洋地域の分析が含まれます。この地域は、高い個人消費、インターネットの普及、ML、AI、LLMなどの先端技術の採用の高まりにより、広範な成長機会を経験するでしょう。小売&eコマース、BFSI、ヘルスケア&ライフサイエンス産業は、同地域の市場成長に大きく貢献するだろう。これらの産業は、特に中国、インド、韓国において、消費者の意識の向上と様々な分野での新技術の採用が増加しているため、市場にとって大きな成長の可能性があります。同地域におけるプレーヤー数の拡大が、アジア太平洋地域におけるベクターデータベース市場の成長を促進する。技術に裏打ちされた経済構造が急速に拡大しているため、アジア太平洋地域は予測期間中、ベクターデータベースの需要において最も急成長する地域となるでしょう。 さらに、アジア太平洋地域は今後5年間に大きな成長機会を提供する。クラウドドリブンでクラウドに対応した先進的なソリューションに対する需要の高まりは、アジア太平洋地域におけるベクトルデータベースソリューションの需要増につながり、その結果、業界全体で投資と技術進歩が増加している。アジア太平洋地域の企業は、顧客の要求を満たすためにベクトルデータベースを急速に採用しているため、アジア太平洋地域の市場は力強い成長を遂げている。同地域の競争は細分化されており、市場ベンダーは同地域でのプレゼンス拡大を図っている。アジア太平洋地域の企業は、情報、セキュリティ意識、技術的専門知識において、北米や欧州の企業よりも劣っています。ベクターのデータベースは、アジア太平洋地域の企業が商品や資材を販売・発送する方法を改善するのに役立つ。 さらに、当チームは、ベクターデータベース市場で事業を展開する様々な著名企業や組織の最高経営責任者(CEO)、最高マーケティング責任者(CMO)、最高執行責任者(COO)、最高技術責任者(CTO)、副社長(VP)、常務取締役(MD)、ドメイン責任者、技術・イノベーション責任者、関連する主要幹部との詳細なインタビューを実施した。 企業別 - Tier 1-30%、Tier 2-45%、Tier 3-25 職位別 - Cレベル幹部-50%、ディレクターレベル-35%、その他-15 地域別 - 北米-50%、欧州-30%、アジア太平洋地域-15%、RoW-5 ベクトルデータベース市場の主要プレーヤーは、Microsoft(米国)、Elastic(米国)、Alibaba Cloud(中国)、MongoDB(米国)、Redis(米国)、SingleStore(米国)、Zilliz(米国)、Pinecone(米国)、Google(米国)、AWS(米国)、Milvus(米国)、Weaviate(オランダ)、Qdrant(ベルリン)である。この調査には、ベクターデータベース市場におけるこれらの主要企業の会社概要、最近の動向、主要市場戦略などの詳細な競合分析が含まれています。 調査範囲 本調査は、二次情報源、一次情報源、関係者インタビュー、調査から得られたインプット、洞察、トレンド、出来事を対象としている。二次情報源には、D&B Hoovers、Bloomberg、Factiva、CoinDeskなどのデータベースやリポジトリからの情報が含まれる。我々は、最高経営責任者(CEO)、最高技術責任者(CTO)、最高執行責任者(COO)、IT担当副社長(VP)、マネージング・ディレクター(MD)などを務めるサプライサイドの業界専門家から一次データを入手した。また、一次インタビューでは、いくつかの新興企業にも接触した。さらに、いくつかの政府機関、公的情報源、ウェビナーやセミナーの記録、ジャーナル、カンファレンス、イベントから情報や統計データ、過去のデータを取得しました。 本レポートを購入する理由 本レポートは、ベクターデータベース市場全体とサブセグメントの収益数の最も近い近似値に関する情報を提供し、市場リーダー/新規参入者に役立ちます。本レポートは、利害関係者が競争状況を理解し、より多くの洞察を得ることで、事業の位置づけを高め、適切な市場参入戦略を計画するのに役立ちます。また、市場脈拍を理解し、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します。本レポートでは、市場における企業プロフィールを含む重要なセクションを設けており、製品ポートフォリオの提供や事業戦略などの観点からベンダーを徹底的に評価しています。これにより、市場における主要プレイヤーの現在の地位や、パートナーシップ、契約、提携、M&A、合弁事業、新製品やサービスの発売、事業拡大などの進行中の開発について全体的な見解が得られます。この評価は、主要ベンダーがどのようにサービスの差別化を達成しているかを理解するのに役立ち、バイヤーは、既存のサービスと、この市場で新たに開発されたソリューションに対応するために必要な新しいサービスのニーズギャップ分析を理解することができます。本レポートは、バイヤーがこれらのサービスにおけるバイヤーの発展の主要な成長ドライバーとなっている重要な利点や推進要因を理解するのに役立ちます。 本レポートは、以下のポイントに関する洞察を提供する。 - ベクトルデータベース市場の成長に影響を与える主な促進要因(AIとMLの進歩、LLMの利用増加、ベクトルデータベースへの多額の投資)、阻害要因(データベースに保存されるデータのプライバシーとセキュリティ)、機会(リアルタイム分析の需要、セマンティック検索の必要性)、課題(技術的専門知識の不足、規制とコンプライアンスポリシーの厳守の必要性)の分析 - 製品開発/イノベーション:ベクターデータベース市場における今後の技術、研究開発活動、新製品・サービス開始に関する詳細な洞察 - 市場開発:有利な市場に関する包括的な情報 - 当レポートでは、さまざまな地域のベクターデータベース市場を分析しています。 - 市場の多様化:ベクターデータベース市場における新製品&サービス、未開拓の地域、最近の開発、投資に関する詳細情報 競合評価:Microsoft(米国)、Elastic(米国)、Alibaba Cloud(中国)、MongoDB(米国)、Redis(米国)、SingleStore(米国)、Zilliz(米国)、Pinecone(米国)、Google(米国)、AWS(米国)など、主要企業の市場シェア、成長戦略、サービス内容を詳細に評価、Milvus(米国)、Weaviate(オランダ)、Qdrant(ベルリン)Datastax(米国)、KX(米国)、GSI Technology(米国)、Clarifai(米国)、Kinetica(米国)、Rockset(米国)、Activeloop(米国)、OpenSearch(米国)、Vespa(ノルウェー)、Marqo AI(オーストラリア)、Clickhouse(米国)ベクトルデータベース市場における。また、本レポートは、関係者がこれらの市場プレイヤーの競合分析を理解するのに役立ちます。 目次1 INTRODUCTION 251.1 STUDY OBJECTIVES 25 1.2 MARKET DEFINITION 25 1.2.1 INCLUSIONS AND EXCLUSIONS 26 1.3 MARKET SCOPE 26 1.3.1 MARKET SEGMENTATION 26 1.3.2 REGIONS COVERED 27 1.4 YEARS CONSIDERED 27 1.5 CURRENCY CONSIDERED 28 TABLE 1 USD EXCHANGE RATES, 2018–2022 28 1.6 STAKEHOLDERS 28 1.7 RECESSION IMPACT 29 2 RESEARCH METHODOLOGY 30 2.1 RESEARCH DATA 30 FIGURE 1 VECTOR DATABASE MARKET: RESEARCH DESIGN 31 2.1.1 SECONDARY DATA 32 2.1.2 PRIMARY DATA 32 2.1.2.1 Breakup of primary profiles 33 2.1.2.2 Key insights from industry experts 33 2.2 DATA TRIANGULATION 34 FIGURE 2 VECTOR DATABASE MARKET: DATA TRIANGULATION 34 2.3 MARKET SIZE ESTIMATION 35 FIGURE 3 VECTOR DATABASE MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 35 2.3.1 TOP-DOWN APPROACH 36 FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY: TOP-DOWN APPROACH 36 2.3.2 BOTTOM-UP APPROACH 36 FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP APPROACH 37 FIGURE 6 VECTOR DATABASE MARKET: RESEARCH FLOW 37 2.3.3 MARKET ESTIMATION APPROACHES 38 FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY (SUPPLY SIDE): ILLUSTRATION OF VENDOR REVENUE ESTIMATION 38 FIGURE 8 MARKET SIZE ESTIMATION METHODOLOGY: SUPPLY-SIDE ANALYSIS 39 FIGURE 9 BOTTOM-UP APPROACH FROM SUPPLY SIDE: COLLECTIVE REVENUE OF VENDORS 39 FIGURE 10 DEMAND-SIDE APPROACH: REVENUE GENERATED FROM DIFFERENT VERTICALS 40 FIGURE 11 DEMAND-SIDE APPROACH: VECTOR DATABASE MARKET 40 2.4 MARKET FORECAST 41 TABLE 2 FACTOR ANALYSIS 41 2.5 IMPACT OF RECESSION ON GLOBAL VECTOR DATABASE MARKET 42 2.6 RESEARCH ASSUMPTIONS 42 2.7 LIMITATIONS AND RISK ASSESSMENT 45 3 EXECUTIVE SUMMARY 46 TABLE 3 VECTOR DATABASE MARKET SIZE AND GROWTH, 2019–2022 (USD MILLION, Y-O-Y %) 47 TABLE 4 VECTOR DATABASE MARKET SIZE AND GROWTH, 2023–2028 (USD MILLION, Y-O-Y %) 47 FIGURE 12 GLOBAL VECTOR DATABASE MARKET TO WITNESS SIGNIFICANT GROWTH 47 FIGURE 13 NORTH AMERICA TO ACCOUNT FOR LARGEST SHARE IN 2023 48 FIGURE 14 FASTEST-GROWING SEGMENTS OF VECTOR DATABASE MARKET 49 4 PREMIUM INSIGHTS 50 4.1 ATTRACTIVE OPPORTUNITIES FOR COMPANIES IN VECTOR DATABASE MARKET 50 FIGURE 15 MACHINE LEARNING AND ARTIFICIAL INTELLIGENCE TO DRIVE GROWTH OF VECTOR DATABASE MARKET 50 4.2 VECTOR DATABASE MARKET, BY OFFERING, 2023 VS. 2028 50 FIGURE 16 SOLUTIONS SEGMENT TO HOLD LARGER MARKET SHARE IN 2023 50 4.2.1 VECTOR DATABASE MARKET, BY SOLUTION, 2023 VS. 2028 51 FIGURE 17 VECTOR SEARCH SEGMENT TO HOLD LARGEST MARKET SHARE IN 2023 51 4.2.2 VECTOR DATABASE MARKET, BY SERVICE, 2023 VS. 2028 51 FIGURE 18 PROFESSIONAL SERVICES SEGMENT TO HOLD LARGER MARKET SHARE IN 2023 51 4.3 VECTOR DATABASE MARKET, BY PROFESSIONAL SERVICE, 2023 VS. 2028 52 FIGURE 19 DEPLOYMENT & INTEGRATION SEGMENT TO HOLD LARGEST MARKET SHARE IN 2023 52 4.4 VECTOR DATABASE MARKET, BY TECHNOLOGY, 2023 VS. 2028 52 FIGURE 20 NLP SEGMENT TO HOLD LARGEST MARKET SHARE IN 2023 52 4.5 VECTOR DATABASE MARKET, BY VERTICAL, 2023 VS. 2028 53 FIGURE 21 MEDIA & ENTERTAINMENT VERTICAL TO HOLD LARGEST MARKET SHARE IN 2023 53 4.6 VECTOR DATABASE MARKET: REGIONAL SCENARIO, 2023–2028 53 FIGURE 22 ASIA PACIFIC TO EMERGE AS BEST MARKET FOR INVESTMENTS IN NEXT FIVE YEARS 53 5 MARKET OVERVIEW AND INDUSTRY TRENDS 54 5.1 INTRODUCTION 54 5.2 MARKET DYNAMICS 54 FIGURE 23 MARKET DYNAMICS: VECTOR DATABASE MARKET 54 5.2.1 DRIVERS 55 5.2.1.1 Advancements in AI and ML 55 5.2.1.2 Increasing usage of large language models 55 5.2.1.3 Growing demand for solutions to process low-latency queries 56 5.2.1.4 Increasing demand for automating repetitive database management processes 56 5.2.1.5 Huge investments in vector database 56 FIGURE 24 VECTOR DATABASE INVESTMENTS BY COMPANIES IN 2022–2023 (USD MILLION) 57 5.2.2 RESTRAINTS 57 5.2.2.1 Privacy and security of data stored on databases 57 5.2.3 OPPORTUNITIES 57 5.2.3.1 Rising demand for real-time analytics 57 5.2.3.2 Rising demand for semantic search 58 5.2.3.3 Data complexity and diversity 58 5.2.4 CHALLENGES 59 5.2.4.1 Lack of technical expertise 59 5.2.4.2 Need for strict adherence to regulatory and compliance policies 59 5.3 CASE STUDY ANALYSIS 59 5.3.1 CASE STUDY 1: MONGODB ATLAS HELPED TO MANAGE DATABASE PROPERLY 60 5.3.2 CASE STUDY 2: CHIPPER CASH DECREASED FRAUDULENT ACTIVITIES BY USING PINECONE 60 5.3.3 CASE STUDY 3: SMARTNEWS HANDLED LARGE VECTOR DATA BY USING MILVUS 61 5.3.4 CASE STUDY 4: ACI SAVED MILLIONS OF DOLLARS OF CUSTOMERS BY USING DATASTAX 61 5.3.5 CASE STUDY 5: BEIERSDORF HELPED SUMMARIZE DOCUMENTS BY USING AZURE COGNITIVE SEARCH 62 5.4 PORTER’S FIVE FORCES ANALYSIS 63 FIGURE 25 VECTOR DATABASE MARKET: PORTER’S FIVE FORCES ANALYSIS 63 TABLE 5 IMPACT OF PORTER’S FIVE FORCES ON VECTOR DATABASE MARKET 63 5.4.1 THREAT OF NEW ENTRANTS 64 5.4.2 THREAT OF SUBSTITUTES 64 5.4.3 BARGAINING POWER OF SUPPLIERS 64 5.4.4 BARGAINING POWER OF BUYERS 64 5.4.5 INTENSITY OF COMPETITIVE RIVALRY 64 5.5 PRICING ANALYSIS 65 5.5.1 AVERAGE SELLING PRICE (ASP) TREND OF KEY PLAYERS, BY SOLUTION 65 FIGURE 26 AVERAGE SELLING PRICE TREND OF KEY PLAYERS, BY SOLUTION (USD MILLION/MONTH) 65 5.5.2 INDICATIVE PRICING ANALYSIS OF VECTOR DATABASE SOLUTIONS 65 TABLE 6 INDICATIVE PRICING ANALYSIS OF VECTOR DATABASE SOLUTIONS 65 5.6 PATENT ANALYSIS 66 FIGURE 27 NUMBER OF PATENTS PUBLISHED, 2012–2022 66 FIGURE 28 TOP FIVE PATENT OWNERS (GLOBAL) 67 TABLE 7 TOP TEN PATENT OWNERS (US) 67 TABLE 8 PATENTS IN VECTOR DATABASE MARKET, 2023 68 5.7 TECHNOLOGY ANALYSIS 70 5.7.1 KEY TECHNOLOGIES 71 5.7.1.1 NLP 71 5.7.1.2 Computer Vision 71 5.7.2 COMPLEMENTARY TECHNOLOGIES 71 5.7.2.1 Cloud 71 5.7.2.2 IoT 72 5.7.2.3 Big Data 72 5.7.3 ADJACENT TECHNOLOGIES 72 5.7.3.1 Deep Learning Models 72 5.7.3.2 Machine Learning Frameworks 73 5.7.3.3 Generative AI 73 5.8 REGULATORY LANDSCAPE 73 5.8.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 73 TABLE 9 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 74 TABLE 10 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 74 TABLE 11 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 75 TABLE 12 MIDDLE EAST & AFRICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 75 TABLE 13 LATIN AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 76 5.8.2 THE EUROPEAN UNION (EU) - ARTIFICIAL INTELLIGENCE ACT (AIA) 77 5.8.3 INTERIM ADMINISTRATIVE MEASURES FOR GENERATIVE ARTIFICIAL INTELLIGENCE SERVICES 77 5.8.4 GENERAL DATA PROTECTION REGULATION 77 5.8.5 NATIONAL ARTIFICIAL INTELLIGENCE INITIATIVE ACT (NAIIA) 78 5.8.6 INFORMATION SECURITY TECHNOLOGY - PERSONAL INFORMATION SECURITY SPECIFICATION GB/T 35273-2017 78 5.8.7 THE ARTIFICIAL INTELLIGENCE AND DATA ACT (AIDA) 78 5.8.8 GENERAL DATA PROTECTION LAW 78 5.8.9 LAW NO 13 OF 2016 ON PROTECTING PERSONAL DATA 79 5.8.10 NIST SPECIAL PUBLICATION 800-144 - GUIDELINES ON SECURITY AND PRIVACY IN PUBLIC CLOUD COMPUTING 79 5.9 KEY CONFERENCES AND EVENTS, 2023–2024 80 TABLE 14 VECTOR DATABASE MARKET: DETAILED LIST OF CONFERENCES AND EVENTS, 2023–2024 80 5.10 KEY STAKEHOLDERS AND BUYING CRITERIA 81 5.10.1 KEY STAKEHOLDERS IN BUYING PROCESS 81 FIGURE 29 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR MAJOR VERTICALS 81 TABLE 15 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR MAJOR VERTICALS (%) 82 5.10.2 BUYING CRITERIA 82 FIGURE 30 KEY BUYING CRITERIA FOR MAJOR VERTICALS 82 TABLE 16 KEY BUYING CRITERIA FOR MAJOR VERTICALS 82 5.11 VALUE CHAIN ANALYSIS 83 FIGURE 31 VECTOR DATABASE MARKET: VALUE CHAIN 84 5.12 ECOSYSTEM ANALYSIS 84 FIGURE 32 VECTOR DATABASE MARKET: ECOSYSTEM 84 TABLE 17 VECTOR DATABASE MARKET: COMPANIES AND THEIR ROLE IN ECOSYSTEM 85 5.13 TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS’ BUSINESSES 86 FIGURE 33 VECTOR DATABASE MARKET: TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS’ BUSINESSES 86 5.14 VECTOR DATABASE MARKET: BUSINESS MODEL ANALYSIS 87 FIGURE 34 VECTOR DATABASE MARKET: BUSINESS MODELS 87 5.14.1 SUBSCRIPTION MODEL 87 5.14.2 MANAGED SERVICE MODEL 88 6 VECTOR DATABASE MARKET, BY OFFERING 89 6.1 INTRODUCTION 90 6.1.1 OFFERING: VECTOR DATABASE MARKET DRIVERS 90 FIGURE 35 SOLUTIONS SEGMENT TO HOLD LARGEST MARKET SIZE DURING FORECAST PERIOD 91 TABLE 18 VECTOR DATABASE MARKET, BY OFFERING, 2019–2022 (USD MILLION) 91 TABLE 19 VECTOR DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 91 6.2 SOLUTIONS 92 FIGURE 36 VECTOR SEARCH SEGMENT TO HOLD LARGEST MARKET SIZE DURING FORECAST PERIOD 92 TABLE 20 SOLUTIONS: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 93 TABLE 21 SOLUTIONS: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 93 TABLE 22 VECTOR DATABASE MARKET, BY SOLUTION, 2019–2022 (USD MILLION) 93 TABLE 23 VECTOR DATABASE MARKET, BY SOLUTION, 2023–2028 (USD MILLION) 94 6.2.1 VECTOR GENERATION 94 6.2.1.1 Rise of AI and ML to lead to development of new and sophisticated vector-generation algorithms 94 TABLE 24 VECTOR GENERATION: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 94 TABLE 25 VECTOR GENERATION: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 95 6.2.1.1.1 Word Embeddings 95 6.2.1.1.2 Image Embeddings 95 6.2.1.1.3 Others 95 6.2.2 VECTOR SEARCH 96 6.2.2.1 Statistical models to provide powerful ways to capture complex patterns in data and generate precise outputs 96 TABLE 26 VECTOR SEARCH: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 96 TABLE 27 VECTOR SEARCH: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 97 6.2.2.1.1 Exact Vector Search 97 6.2.2.1.2 Semantic Search 97 6.2.2.1.3 Approximate Nearest Neighbor Search 97 6.2.2.1.4 Others 98 6.2.3 STORAGE AND RETRIEVAL VECTORS 98 6.2.3.1 Deep learning models to excel at generative tasks requiring fine-grained details 98 TABLE 28 STORAGE AND RETRIEVAL VECTORS: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 98 TABLE 29 STORAGE AND RETRIEVAL VECTORS: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 99 6.2.3.1.1 Text Vectors 99 6.2.3.1.2 Image Vectors 99 6.2.3.1.3 Geospatial Vectors 99 6.3 SERVICES 100 FIGURE 37 MANAGED SERVICES SEGMENT TO REGISTER HIGHER CAGR DURING THE FORECAST PERIOD 100 TABLE 30 SERVICES: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 100 TABLE 31 SERVICES: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 101 TABLE 32 VECTOR DATABASE MARKET, BY SERVICE, 2019–2022 (USD MILLION) 101 TABLE 33 VECTOR DATABASE MARKET, BY SERVICE, 2023–2028 (USD MILLION) 101 6.3.1 PROFESSIONAL SERVICES 102 6.3.1.1 Professional services to offer specialized expertise in vector databases to meet specific needs 102 FIGURE 38 DEPLOYMENT & INTEGRATION TO HOLD LARGEST MARKET SIZE DURING FORECAST PERIOD 102 TABLE 34 PROFESSIONAL SERVICES: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 103 TABLE 35 PROFESSIONAL SERVICES: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 103 TABLE 36 VECTOR DATABASE MARKET, BY PROFESSIONAL SERVICE, 2019–2022 (USD MILLION) 103 TABLE 37 VECTOR DATABASE MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 104 6.3.1.1.1 Consulting 104 TABLE 38 CONSULTING: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 104 TABLE 39 CONSULTING: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 105 6.3.1.1.2 Deployment & Integration 105 TABLE 40 DEPLOYMENT & INTEGRATION: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 105 TABLE 41 DEPLOYMENT & INTEGRATION: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 106 6.3.1.1.3 Training, Support, and Maintenance 106 TABLE 42 TRAINING, SUPPORT, AND MAINTENANCE: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 106 TABLE 43 TRAINING, SUPPORT, AND MAINTENANCE: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 107 6.3.2 MANAGED SERVICES 107 6.3.2.1 Managed services to provide end-to-end management for vector databases and help businesses focus on core competencies 107 TABLE 44 MANAGED SERVICES: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 107 TABLE 45 MANAGED SERVICES: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 108 7 VECTOR DATABASE MARKET, BY TECHNOLOGY 109 7.1 INTRODUCTION 110 7.1.1 TECHNOLOGY: VECTOR DATABASE MARKET DRIVERS 110 FIGURE 39 COMPUTER VISION SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 111 TABLE 46 VECTOR DATABASE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 111 TABLE 47 VECTOR DATABASE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 111 7.2 NATURAL LANGUAGE PROCESSING 112 7.2.1 VECTOR DATABASE TO BE USED FOR DOCUMENT RETRIEVAL, SEMANTIC SEARCH, SENTIMENT ANALYSIS, AND CHATBOTS IN NLP 112 TABLE 48 NLP: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 112 TABLE 49 NLP: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 112 7.2.1.1 Semantic Search 113 7.2.1.2 Document/Text Retrieval 113 7.2.1.3 Sentiment Analysis 113 7.2.1.4 Chatbots & Virtual Assistants 114 7.2.1.5 Others 114 7.3 COMPUTER VISION 114 7.3.1 COMPUTER VISION AND VECTOR DATABASES TO OFFER POWERFUL SOLUTIONS FOR APPLICATIONS THAT INVOLVE PROCESSING AND UNDERSTANDING VISUAL CONTENT EFFICIENTLY 114 TABLE 50 COMPUTER VISION: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 115 TABLE 51 COMPUTER VISION: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 115 7.3.1.1 Image Retrieval 115 7.3.1.2 Object Detection 115 7.3.1.3 Face/Image Recognition 116 7.3.1.4 Others 116 7.4 RECOMMENDATION SYSTEMS 116 7.4.1 ENHANCED ACCURACY AND EFFICIENCY OF CONTENT RECOMMENDATIONS TO DRIVE MARKET GROWTH 116 TABLE 52 RECOMMENDATION SYSTEMS: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 117 TABLE 53 RECOMMENDATION SYSTEMS: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 117 7.4.1.1 Collaborative Filtering 117 7.4.1.2 Content-based Filtering 117 7.4.1.3 Session-based Recommendations 118 7.4.1.4 Others 118 8 VECTOR DATABASE MARKET, BY VERTICAL 119 8.1 INTRODUCTION 120 8.1.1 VERTICAL: VECTOR DATABASE MARKET DRIVERS 120 FIGURE 40 MEDIA & ENTERTAINMENT TO RECORD LARGEST MARKET SIZE DURING FORECAST PERIOD 121 TABLE 54 VECTOR DATABASE MARKET, BY VERTICAL, 2019–2022 (USD MILLION) 121 TABLE 55 VECTOR DATABASE MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 122 8.2 BFSI 122 8.2.1 VECTOR DATABASE TO OPTIMIZE OPERATIONS, IMPROVE CUSTOMER EXPERIENCE, AND MANAGE RISKS 122 8.2.2 BFSI: VECTOR DATABASE USE CASES 123 TABLE 56 BFSI: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 123 TABLE 57 BFSI: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 123 8.2.2.1 Risk Assessment 124 8.2.2.2 Customer Segmentation 124 8.2.2.3 Fraud Detection/Risk Management 124 8.2.2.4 Others 125 8.3 RETAIL & E-COMMERCE 125 8.3.1 VECTOR DATABASE TO HELP RETAIL SECTOR OPTIMIZE INVENTORY PLANNING WHILE REDUCING SHELF SHRINKAGE 125 8.3.2 RETAIL & E-COMMERCE: VECTOR DATABASE USE CASES 125 TABLE 58 RETAIL & E-COMMERCE: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 126 TABLE 59 RETAIL & E-COMMERCE: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 126 8.3.2.1 Product Recommendations 126 8.3.2.2 Inventory Management 126 8.3.2.3 Others 127 8.4 HEALTHCARE & LIFE SCIENCES 127 8.4.1 VECTOR DATABASES TO HELP IN DIAGNOSING DISEASES AND CREATING NEW DRUGS 127 8.4.2 HEALTHCARE & LIFE SCIENCES: VECTOR DATABASE USE CASES 127 TABLE 60 HEALTHCARE & LIFE SCIENCES: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 127 TABLE 61 HEALTHCARE & LIFE SCIENCES: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 128 8.4.2.1 Medical Imaging 128 8.4.2.2 EHR 128 8.4.2.3 Others 128 8.5 IT & ITES 129 8.5.1 VECTOR DATABASE TO HELP IMPROVE CYBERSECURITY, MINIMIZE COSTS, AND ENHANCE USER EXPERIENCE 129 8.5.2 IT & ITES: VECTOR DATABASE USE CASES 129 TABLE 62 IT & ITES: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 129 TABLE 63 IT & ITES: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 130 8.5.2.1 IT Operations and Monitoring 130 8.5.2.2 Search and Content Recommendation 130 8.5.2.3 Customer Support and Chatbots 130 8.5.2.4 Others 131 8.6 MEDIA & ENTERTAINMENT 131 8.6.1 VECTOR DATABASE TO PRODUCE CAPTIVATING AND EXCLUSIVE CONTENT EFFICIENTLY THAN TRADITIONAL METHODS 131 8.6.2 MEDIA & ENTERTAINMENT: VECTOR DATABASE USE CASES 131 TABLE 64 MEDIA & ENTERTAINMENT: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 132 TABLE 65 MEDIA & ENTERTAINMENT: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 132 8.6.2.1 Content Recommendation 132 8.6.2.2 Content Metadata Management 132 8.6.2.3 Content Similarity Search 133 8.6.2.4 Others 133 8.7 MANUFACTURING 133 8.7.1 VECTOR DATABASE TO IMPROVE PROTOTYPE DESIGN AND CAPACITY PLANNING IN SMART FACTORIES 133 8.7.2 MANUFACTURING: VECTOR DATABASE USE CASES 133 TABLE 66 MANUFACTURING: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 134 TABLE 67 MANUFACTURING: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 134 8.7.2.1 Quality Control and Inspection 134 8.7.2.2 Predictive Maintenance 135 8.7.2.3 Others 135 8.8 GOVERNMENT & DEFENSE 135 8.8.1 VECTOR DATABASE TOOLS TO DETECT THREAT AND ENHANCE SURVEILLANCE 135 8.8.2 GOVERNMENT & DEFENSE: VECTOR DATABASE USE CASES 136 TABLE 68 GOVERNMENT & DEFENSE: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 136 TABLE 69 GOVERNMENT & DEFENSE: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 136 8.8.2.1 Geospatial Intelligence 137 8.8.2.2 Image Analysis and Recognition 137 8.8.2.3 Others 137 8.9 OTHER VERTICALS 137 TABLE 70 OTHER VERTICALS: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 138 TABLE 71 OTHER VERTICALS: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 138 9 VECTOR DATABASE MARKET, BY REGION 139 9.1 INTRODUCTION 140 FIGURE 41 ASIA PACIFIC TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 140 TABLE 72 VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 140 TABLE 73 VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 141 9.2 NORTH AMERICA 141 9.2.1 NORTH AMERICA: VECTOR DATABASE MARKET DRIVERS 141 9.2.2 NORTH AMERICA: RECESSION IMPACT 142 FIGURE 42 NORTH AMERICA: MARKET SNAPSHOT 142 TABLE 74 NORTH AMERICA: VECTOR DATABASE MARKET, BY OFFERING, 2019–2022 (USD MILLION) 143 TABLE 75 NORTH AMERICA: VECTOR DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 143 TABLE 76 NORTH AMERICA: VECTOR DATABASE MARKET, BY SOLUTION, 2019–2022 (USD MILLION) 143 TABLE 77 NORTH AMERICA: VECTOR DATABASE MARKET, BY SOLUTION, 2023–2028 (USD MILLION) 143 TABLE 78 NORTH AMERICA: VECTOR DATABASE MARKET, BY SERVICE, 2019–2022 (USD MILLION) 144 TABLE 79 NORTH AMERICA: VECTOR DATABASE MARKET, BY SERVICE, 2023–2028 (USD MILLION) 144 TABLE 80 NORTH AMERICA: VECTOR DATABASE MARKET, BY PROFESSIONAL SERVICE, 2019–2022 (USD MILLION) 144 TABLE 81 NORTH AMERICA: VECTOR DATABASE MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 144 TABLE 82 NORTH AMERICA: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 145 TABLE 83 NORTH AMERICA: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 145 TABLE 84 NORTH AMERICA: VECTOR DATABASE MARKET, BY VERTICAL, 2019–2022 (USD MILLION) 145 TABLE 85 NORTH AMERICA: VECTOR DATABASE MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 146 TABLE 86 NORTH AMERICA: VECTOR DATABASE MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 146 TABLE 87 NORTH AMERICA: VECTOR DATABASE MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 146 9.2.3 US 147 9.2.3.1 Rising demand for vector database majorly contributing to US revenue 147 TABLE 88 US: VECTOR DATABASE MARKET, BY OFFERING, 2019–2022 (USD MILLION) 147 TABLE 89 US: VECTOR DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 147 TABLE 90 US: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 147 TABLE 91 US: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 148 9.2.4 CANADA 148 9.2.4.1 Increasing investments in cutting-edge technologies to fuel market growth 148 TABLE 92 CANADA: VECTOR DATABASE MARKET, BY OFFERING, 2019–2022 (USD MILLION) 148 TABLE 93 CANADA: VECTOR DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 148 TABLE 94 CANADA: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 149 TABLE 95 CANADA: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 149 9.3 EUROPE 149 9.3.1 EUROPE: VECTOR DATABASE MARKET DRIVERS 150 9.3.2 EUROPE: RECESSION IMPACT 150 TABLE 96 EUROPE: VECTOR DATABASE MARKET, BY OFFERING, 2019–2022 (USD MILLION) 150 TABLE 97 EUROPE: VECTOR DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 151 TABLE 98 EUROPE: VECTOR DATABASE MARKET, BY SOLUTION, 2019–2022 (USD MILLION) 151 TABLE 99 EUROPE: VECTOR DATABASE MARKET, BY SOLUTION, 2023–2028 (USD MILLION) 151 TABLE 100 EUROPE: VECTOR DATABASE MARKET, BY SERVICE, 2019–2022 (USD MILLION) 151 TABLE 101 EUROPE: VECTOR DATABASE MARKET, BY SERVICE, 2023–2028 (USD MILLION) 152 TABLE 102 EUROPE: VECTOR DATABASE MARKET, BY PROFESSIONAL SERVICE, 2019–2022 (USD MILLION) 152 TABLE 103 EUROPE: VECTOR DATABASE MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 152 TABLE 104 EUROPE: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 152 TABLE 105 EUROPE: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 153 TABLE 106 EUROPE: VECTOR DATABASE MARKET, BY VERTICAL, 2019–2022 (USD MILLION) 153 TABLE 107 EUROPE: VECTOR DATABASE MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 153 TABLE 108 EUROPE: VECTOR DATABASE MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 154 TABLE 109 EUROPE: VECTOR DATABASE MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 154 9.3.3 UK 154 9.3.3.1 Increasing focus on digitalization to drive market growth 154 TABLE 110 UK: VECTOR DATABASE MARKET, BY OFFERING, 2019–2022 (USD MILLION) 155 TABLE 111 UK: VECTOR DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 155 TABLE 112 UK: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 155 TABLE 113 UK: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 155 9.3.4 GERMANY 156 9.3.4.1 German government ready to become global tech leader by galvanizing AI research, development, and applications 156 TABLE 114 GERMANY: VECTOR DATABASE MARKET, BY OFFERING, 2019–2022 (USD MILLION) 156 TABLE 115 GERMANY: VECTOR DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 156 TABLE 116 GERMANY: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 157 TABLE 117 GERMANY: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 157 9.3.5 FRANCE 157 9.3.5.1 Increasing research and educational excellence to drive demand for chatbots, data retrieval, and image retrieval 157 TABLE 118 FRANCE: VECTOR DATABASE MARKET, BY OFFERING, 2019–2022 (USD MILLION) 158 TABLE 119 FRANCE: VECTOR DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 158 TABLE 120 FRANCE: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 158 TABLE 121 FRANCE: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 159 9.3.6 ITALY 159 9.3.6.1 Italian researchers to build deep learning model that can perform source separation and music generation 159 TABLE 122 ITALY: VECTOR DATABASE MARKET, BY OFFERING, 2019–2022 (USD MILLION) 159 TABLE 123 ITALY: VECTOR DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 160 TABLE 124 ITALY: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 160 TABLE 125 ITALY: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 160 9.3.7 REST OF EUROPE 160 TABLE 126 REST OF EUROPE: VECTOR DATABASE MARKET, BY OFFERING, 2019–2022 (USD MILLION) 161 TABLE 127 REST OF EUROPE: VECTOR DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 161 TABLE 128 REST OF EUROPE: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 161 TABLE 129 REST OF EUROPE: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 161 9.4 ASIA PACIFIC 162 9.4.1 ASIA PACIFIC: VECTOR DATABASE MARKET DRIVERS 162 9.4.2 ASIA PACIFIC: RECESSION IMPACT 162 FIGURE 43 ASIA PACIFIC: MARKET SNAPSHOT 163 TABLE 130 ASIA PACIFIC: VECTOR DATABASE MARKET, BY OFFERING, 2019–2022 (USD MILLION) 164 TABLE 131 ASIA PACIFIC: VECTOR DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 164 TABLE 132 ASIA PACIFIC: VECTOR DATABASE MARKET, BY SOLUTION, 2019–2022 (USD MILLION) 164 TABLE 133 ASIA PACIFIC: VECTOR DATABASE MARKET, BY SOLUTION, 2023–2028 (USD MILLION) 164 TABLE 134 ASIA PACIFIC: VECTOR DATABASE MARKET, BY SERVICE, 2019–2022 (USD MILLION) 165 TABLE 135 ASIA PACIFIC: VECTOR DATABASE MARKET, BY SERVICE, 2023–2028 (USD MILLION) 165 TABLE 136 ASIA PACIFIC: VECTOR DATABASE MARKET, BY PROFESSIONAL SERVICE, 2019–2022 (USD MILLION) 165 TABLE 137 ASIA PACIFIC: VECTOR DATABASE MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 165 TABLE 138 ASIA PACIFIC: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 166 TABLE 139 ASIA PACIFIC: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 166 TABLE 140 ASIA PACIFIC: VECTOR DATABASE MARKET, BY VERTICAL, 2019–2022 (USD MILLION) 166 TABLE 141 ASIA PACIFIC: VECTOR DATABASE MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 167 TABLE 142 ASIA PACIFIC: VECTOR DATABASE MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 167 TABLE 143 ASIA PACIFIC: VECTOR DATABASE MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 167 9.4.3 CHINA 168 9.4.3.1 Rising number of local players producing vector databases to propel market 168 TABLE 144 CHINA: VECTOR DATABASE MARKET, BY OFFERING, 2019–2022 (USD MILLION) 168 TABLE 145 CHINA: VECTOR DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 168 TABLE 146 CHINA: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 169 TABLE 147 CHINA: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 169 9.4.4 JAPAN 169 9.4.4.1 Tokyo-1 to accelerate Japan’s pharma industry 169 TABLE 148 JAPAN: VECTOR DATABASE MARKET, BY OFFERING, 2019–2022 (USD MILLION) 170 TABLE 149 JAPAN: VECTOR DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 170 TABLE 150 JAPAN: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 170 TABLE 151 JAPAN: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 170 9.4.5 AUSTRALIA & NEW ZEALAND 171 9.4.5.1 Australia & New Zealand to explore AI and big data analytics’ potential more broadly 171 TABLE 152 ANZ: VECTOR DATABASE MARKET, BY OFFERING, 2019–2022 (USD MILLION) 171 TABLE 153 ANZ: VECTOR DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 172 TABLE 154 ANZ: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 172 TABLE 155 ANZ: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 172 9.4.6 REST OF ASIA PACIFIC 173 TABLE 156 REST OF ASIA PACIFIC: VECTOR DATABASE MARKET, BY OFFERING, 2019–2022 (USD MILLION) 173 TABLE 157 REST OF ASIA PACIFIC: VECTOR DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 173 TABLE 158 REST OF ASIA PACIFIC: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 174 TABLE 159 REST OF ASIA PACIFIC: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 174 9.5 REST OF THE WORLD 174 9.5.1 MIDDLE EAST & AFRICA 174 9.5.2 LATIN AMERICA 175 TABLE 160 REST OF THE WORLD: VECTOR DATABASE MARKET, BY OFFERING, 2019–2022 (USD MILLION) 175 TABLE 161 REST OF THE WORLD: VECTOR DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 175 TABLE 162 REST OF THE WORLD: VECTOR DATABASE MARKET, BY SOLUTION, 2019–2022 (USD MILLION) 176 TABLE 163 REST OF THE WORLD: VECTOR DATABASE MARKET, BY SOLUTION, 2023–2028 (USD MILLION) 176 TABLE 164 REST OF THE WORLD: VECTOR DATABASE MARKET, BY SERVICE, 2019–2022 (USD MILLION) 176 TABLE 165 REST OF THE WORLD: VECTOR DATABASE MARKET, BY SERVICE, 2023–2028 (USD MILLION) 176 TABLE 166 REST OF THE WORLD: VECTOR DATABASE MARKET, BY PROFESSIONAL SERVICE, 2019–2022 (USD MILLION) 177 TABLE 167 REST OF THE WORLD: VECTOR DATABASE MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 177 TABLE 168 REST OF THE WORLD: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 177 TABLE 169 REST OF THE WORLD: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 178 TABLE 170 REST OF THE WORLD: VECTOR DATABASE MARKET, BY VERTICAL, 2019–2022 (USD MILLION) 178 TABLE 171 REST OF THE WORLD: VECTOR DATABASE MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 179 10 COMPETITIVE LANDSCAPE 180 10.1 OVERVIEW 180 10.2 STRATEGIES ADOPTED BY KEY PLAYERS 180 TABLE 172 OVERVIEW OF STRATEGIES BY KEY VECTOR DATABASE VENDORS 180 10.3 REVENUE ANALYSIS 182 FIGURE 44 HISTORICAL FIVE-YEAR SEGMENTAL REVENUE ANALYSIS OF KEY VECTOR DATABASE PROVIDERS 182 10.4 MARKET SHARE ANALYSIS 182 FIGURE 45 MARKET SHARE ANALYSIS, 2022 183 TABLE 173 VECTOR DATABASE MARKET: INTENSITY OF COMPETITIVE RIVALRY 183 10.5 BRANDS COMPARISON/VENDOR PRODUCT LANDSCAPE 184 TABLE 174 BRANDS COMPARISON/VENDOR PRODUCT LANDSCAPE 184 10.6 GLOBAL SNAPSHOT OF KEY MARKET PARTICIPANTS 186 FIGURE 46 VECTOR DATABASE MARKET: GLOBAL SNAPSHOT OF KEY MARKET PARTICIPANTS 187 10.7 COMPANY EVALUATION MATRIX 187 FIGURE 47 COMPANY EVALUATION MATRIX: CRITERIA WEIGHTAGE 188 10.7.1 STARS 188 10.7.2 EMERGING LEADERS 188 10.7.3 PERVASIVE PLAYERS 189 10.7.4 PARTICIPANTS 189 FIGURE 48 COMPANY EVALUATION MATRIX 189 10.7.5 COMPANY FOOTPRINT 190 TABLE 175 COMPANY REGIONAL FOOTPRINT 190 TABLE 176 COMPANY OFFERING FOOTPRINT 190 TABLE 177 COMPANY FOOTPRINT 191 10.8 START-UP/SME EVALUATION MATRIX 192 FIGURE 49 SME/START-UP EVALUATION MATRIX: CRITERIA WEIGHTAGE 192 10.8.1 PROGRESSIVE COMPANIES 193 10.8.2 RESPONSIVE COMPANIES 193 10.8.3 DYNAMIC COMPANIES 193 10.8.4 STARTING BLOCKS 193 FIGURE 50 START-UP/SME EVALUATION MATRIX 194 10.8.5 COMPETITIVE BENCHMARKING 194 TABLE 178 DETAILED LIST OF KEY START-UPS/SMES 194 TABLE 179 COMPANY FOOTPRINT FOR START-UPS/SMES, BY REGION 195 10.9 VALUATION AND FINANCIAL METRICS OF VECTOR DATABASE VENDORS 195 FIGURE 51 VALUATION AND FINANCIAL METRICS OF VECTOR DATABASE VENDORS 195 10.10 KEY MARKET DEVELOPMENTS 196 10.10.1 PRODUCT LAUNCHES AND PRODUCT ENHANCEMENTS 196 TABLE 180 VECTOR DATABASE MARKET: PRODUCT LAUNCHES 196 10.10.2 DEALS 198 TABLE 181 VECTOR DATABASE MARKET: DEALS 198 11 COMPANY PROFILES 201 11.1 INTRODUCTION 201 11.2 KEY PLAYERS 201 (Business Overview, Products/Solutions/Services offered, Recent Developments, MnM View)* 11.2.1 MICROSOFT 201 TABLE 182 MICROSOFT: COMPANY OVERVIEW 201 FIGURE 52 MICROSOFT: COMPANY SNAPSHOT 202 TABLE 183 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED 202 TABLE 184 MICROSOFT: PRODUCT LAUNCHES 203 TABLE 185 MICROSOFT: DEALS 204 11.2.2 ALIBABA CLOUD 206 TABLE 186 ALIBABA CLOUD: COMPANY OVERVIEW 206 FIGURE 53 ALIBABA CLOUD: COMPANY SNAPSHOT 206 TABLE 187 ALIBABA CLOUD: PRODUCTS/SOLUTIONS/SERVICES OFFERED 207 TABLE 188 ALIBABA CLOUD: PRODUCT LAUNCHES 207 TABLE 189 ALIBABA CLOUD: DEALS 207 TABLE 190 ALIBABA CLOUD: OTHERS 208 11.2.3 ELASTIC 209 TABLE 191 ELASTIC: COMPANY OVERVIEW 209 FIGURE 54 ELASTIC: COMPANY SNAPSHOT 210 TABLE 192 ELASTIC: PRODUCTS/SOLUTIONS/SERVICES OFFERED 210 TABLE 193 ELASTIC: PRODUCT LAUNCHES 211 TABLE 194 ELASTIC: DEALS 212 11.2.4 MONGODB 214 TABLE 195 MONGODB: COMPANY OVERVIEW 214 FIGURE 55 MONGODB: COMPANY SNAPSHOT 215 TABLE 196 MONGODB: PRODUCTS/SOLUTIONS/SERVICES OFFERED 215 TABLE 197 MONGODB: PRODUCT LAUNCHES 216 TABLE 198 MONGODB: DEALS 216 11.2.5 REDIS 218 TABLE 199 REDIS: COMPANY OVERVIEW 218 TABLE 200 REDIS: PRODUCTS/SOLUTIONS/SERVICES OFFERED 218 TABLE 201 REDIS: PRODUCT LAUNCHES 219 TABLE 202 REDIS: DEALS 219 11.2.6 SINGLESTORE 220 TABLE 203 SINGLESTORE: COMPANY OVERVIEW 220 TABLE 204 SINGLESTORE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 221 TABLE 205 SINGLESTORE: PRODUCT LAUNCHES 221 11.2.7 DATASTAX 222 TABLE 206 DATASTAX: COMPANY OVERVIEW 222 TABLE 207 DATASTAX: PRODUCTS/SOLUTIONS/SERVICES OFFERED 222 TABLE 208 DATASTAX: PRODUCT LAUNCHES 223 11.2.8 ZILLIZ 224 TABLE 209 ZILLIZ: COMPANY OVERVIEW 224 TABLE 210 ZILLIZ: PRODUCTS/SOLUTIONS/SERVICES OFFERED 224 TABLE 211 ZILLIZ: PRODUCT LAUNCHES 225 11.2.9 PINECONE 226 TABLE 212 PINECONE: COMPANY OVERVIEW 226 TABLE 213 PINECONE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 226 TABLE 214 PINECONE: PRODUCT LAUNCHES 227 11.2.10 GOOGLE 228 TABLE 215 GOOGLE: COMPANY OVERVIEW 228 FIGURE 56 GOOGLE: COMPANY SNAPSHOT 229 TABLE 216 GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 229 TABLE 217 GOOGLE: PRODUCT LAUNCHES 230 TABLE 218 GOOGLE: DEALS 231 11.2.11 AWS 232 TABLE 219 AWS: COMPANY OVERVIEW 232 FIGURE 57 AWS: COMPANY SNAPSHOT 232 TABLE 220 AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED 233 TABLE 221 AWS: PRODUCT LAUNCHES 234 TABLE 222 AWS: DEALS 234
SummaryMarketsandMarkets forecasts the global vector database market size is expected to grow from USD 1.5 billion in 2023 to USD 4.3 billion by 2028 at a CAGR of 23.3% during the forecast period. Vector databases power NLP applications such as machine translation and chatbots. These applications can quickly identify similar phrases and documents, which are essential for translating languages and generating text. Table of Contents1 INTRODUCTION 251.1 STUDY OBJECTIVES 25 1.2 MARKET DEFINITION 25 1.2.1 INCLUSIONS AND EXCLUSIONS 26 1.3 MARKET SCOPE 26 1.3.1 MARKET SEGMENTATION 26 1.3.2 REGIONS COVERED 27 1.4 YEARS CONSIDERED 27 1.5 CURRENCY CONSIDERED 28 TABLE 1 USD EXCHANGE RATES, 2018–2022 28 1.6 STAKEHOLDERS 28 1.7 RECESSION IMPACT 29 2 RESEARCH METHODOLOGY 30 2.1 RESEARCH DATA 30 FIGURE 1 VECTOR DATABASE MARKET: RESEARCH DESIGN 31 2.1.1 SECONDARY DATA 32 2.1.2 PRIMARY DATA 32 2.1.2.1 Breakup of primary profiles 33 2.1.2.2 Key insights from industry experts 33 2.2 DATA TRIANGULATION 34 FIGURE 2 VECTOR DATABASE MARKET: DATA TRIANGULATION 34 2.3 MARKET SIZE ESTIMATION 35 FIGURE 3 VECTOR DATABASE MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 35 2.3.1 TOP-DOWN APPROACH 36 FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY: TOP-DOWN APPROACH 36 2.3.2 BOTTOM-UP APPROACH 36 FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP APPROACH 37 FIGURE 6 VECTOR DATABASE MARKET: RESEARCH FLOW 37 2.3.3 MARKET ESTIMATION APPROACHES 38 FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY (SUPPLY SIDE): ILLUSTRATION OF VENDOR REVENUE ESTIMATION 38 FIGURE 8 MARKET SIZE ESTIMATION METHODOLOGY: SUPPLY-SIDE ANALYSIS 39 FIGURE 9 BOTTOM-UP APPROACH FROM SUPPLY SIDE: COLLECTIVE REVENUE OF VENDORS 39 FIGURE 10 DEMAND-SIDE APPROACH: REVENUE GENERATED FROM DIFFERENT VERTICALS 40 FIGURE 11 DEMAND-SIDE APPROACH: VECTOR DATABASE MARKET 40 2.4 MARKET FORECAST 41 TABLE 2 FACTOR ANALYSIS 41 2.5 IMPACT OF RECESSION ON GLOBAL VECTOR DATABASE MARKET 42 2.6 RESEARCH ASSUMPTIONS 42 2.7 LIMITATIONS AND RISK ASSESSMENT 45 3 EXECUTIVE SUMMARY 46 TABLE 3 VECTOR DATABASE MARKET SIZE AND GROWTH, 2019–2022 (USD MILLION, Y-O-Y %) 47 TABLE 4 VECTOR DATABASE MARKET SIZE AND GROWTH, 2023–2028 (USD MILLION, Y-O-Y %) 47 FIGURE 12 GLOBAL VECTOR DATABASE MARKET TO WITNESS SIGNIFICANT GROWTH 47 FIGURE 13 NORTH AMERICA TO ACCOUNT FOR LARGEST SHARE IN 2023 48 FIGURE 14 FASTEST-GROWING SEGMENTS OF VECTOR DATABASE MARKET 49 4 PREMIUM INSIGHTS 50 4.1 ATTRACTIVE OPPORTUNITIES FOR COMPANIES IN VECTOR DATABASE MARKET 50 FIGURE 15 MACHINE LEARNING AND ARTIFICIAL INTELLIGENCE TO DRIVE GROWTH OF VECTOR DATABASE MARKET 50 4.2 VECTOR DATABASE MARKET, BY OFFERING, 2023 VS. 2028 50 FIGURE 16 SOLUTIONS SEGMENT TO HOLD LARGER MARKET SHARE IN 2023 50 4.2.1 VECTOR DATABASE MARKET, BY SOLUTION, 2023 VS. 2028 51 FIGURE 17 VECTOR SEARCH SEGMENT TO HOLD LARGEST MARKET SHARE IN 2023 51 4.2.2 VECTOR DATABASE MARKET, BY SERVICE, 2023 VS. 2028 51 FIGURE 18 PROFESSIONAL SERVICES SEGMENT TO HOLD LARGER MARKET SHARE IN 2023 51 4.3 VECTOR DATABASE MARKET, BY PROFESSIONAL SERVICE, 2023 VS. 2028 52 FIGURE 19 DEPLOYMENT & INTEGRATION SEGMENT TO HOLD LARGEST MARKET SHARE IN 2023 52 4.4 VECTOR DATABASE MARKET, BY TECHNOLOGY, 2023 VS. 2028 52 FIGURE 20 NLP SEGMENT TO HOLD LARGEST MARKET SHARE IN 2023 52 4.5 VECTOR DATABASE MARKET, BY VERTICAL, 2023 VS. 2028 53 FIGURE 21 MEDIA & ENTERTAINMENT VERTICAL TO HOLD LARGEST MARKET SHARE IN 2023 53 4.6 VECTOR DATABASE MARKET: REGIONAL SCENARIO, 2023–2028 53 FIGURE 22 ASIA PACIFIC TO EMERGE AS BEST MARKET FOR INVESTMENTS IN NEXT FIVE YEARS 53 5 MARKET OVERVIEW AND INDUSTRY TRENDS 54 5.1 INTRODUCTION 54 5.2 MARKET DYNAMICS 54 FIGURE 23 MARKET DYNAMICS: VECTOR DATABASE MARKET 54 5.2.1 DRIVERS 55 5.2.1.1 Advancements in AI and ML 55 5.2.1.2 Increasing usage of large language models 55 5.2.1.3 Growing demand for solutions to process low-latency queries 56 5.2.1.4 Increasing demand for automating repetitive database management processes 56 5.2.1.5 Huge investments in vector database 56 FIGURE 24 VECTOR DATABASE INVESTMENTS BY COMPANIES IN 2022–2023 (USD MILLION) 57 5.2.2 RESTRAINTS 57 5.2.2.1 Privacy and security of data stored on databases 57 5.2.3 OPPORTUNITIES 57 5.2.3.1 Rising demand for real-time analytics 57 5.2.3.2 Rising demand for semantic search 58 5.2.3.3 Data complexity and diversity 58 5.2.4 CHALLENGES 59 5.2.4.1 Lack of technical expertise 59 5.2.4.2 Need for strict adherence to regulatory and compliance policies 59 5.3 CASE STUDY ANALYSIS 59 5.3.1 CASE STUDY 1: MONGODB ATLAS HELPED TO MANAGE DATABASE PROPERLY 60 5.3.2 CASE STUDY 2: CHIPPER CASH DECREASED FRAUDULENT ACTIVITIES BY USING PINECONE 60 5.3.3 CASE STUDY 3: SMARTNEWS HANDLED LARGE VECTOR DATA BY USING MILVUS 61 5.3.4 CASE STUDY 4: ACI SAVED MILLIONS OF DOLLARS OF CUSTOMERS BY USING DATASTAX 61 5.3.5 CASE STUDY 5: BEIERSDORF HELPED SUMMARIZE DOCUMENTS BY USING AZURE COGNITIVE SEARCH 62 5.4 PORTER’S FIVE FORCES ANALYSIS 63 FIGURE 25 VECTOR DATABASE MARKET: PORTER’S FIVE FORCES ANALYSIS 63 TABLE 5 IMPACT OF PORTER’S FIVE FORCES ON VECTOR DATABASE MARKET 63 5.4.1 THREAT OF NEW ENTRANTS 64 5.4.2 THREAT OF SUBSTITUTES 64 5.4.3 BARGAINING POWER OF SUPPLIERS 64 5.4.4 BARGAINING POWER OF BUYERS 64 5.4.5 INTENSITY OF COMPETITIVE RIVALRY 64 5.5 PRICING ANALYSIS 65 5.5.1 AVERAGE SELLING PRICE (ASP) TREND OF KEY PLAYERS, BY SOLUTION 65 FIGURE 26 AVERAGE SELLING PRICE TREND OF KEY PLAYERS, BY SOLUTION (USD MILLION/MONTH) 65 5.5.2 INDICATIVE PRICING ANALYSIS OF VECTOR DATABASE SOLUTIONS 65 TABLE 6 INDICATIVE PRICING ANALYSIS OF VECTOR DATABASE SOLUTIONS 65 5.6 PATENT ANALYSIS 66 FIGURE 27 NUMBER OF PATENTS PUBLISHED, 2012–2022 66 FIGURE 28 TOP FIVE PATENT OWNERS (GLOBAL) 67 TABLE 7 TOP TEN PATENT OWNERS (US) 67 TABLE 8 PATENTS IN VECTOR DATABASE MARKET, 2023 68 5.7 TECHNOLOGY ANALYSIS 70 5.7.1 KEY TECHNOLOGIES 71 5.7.1.1 NLP 71 5.7.1.2 Computer Vision 71 5.7.2 COMPLEMENTARY TECHNOLOGIES 71 5.7.2.1 Cloud 71 5.7.2.2 IoT 72 5.7.2.3 Big Data 72 5.7.3 ADJACENT TECHNOLOGIES 72 5.7.3.1 Deep Learning Models 72 5.7.3.2 Machine Learning Frameworks 73 5.7.3.3 Generative AI 73 5.8 REGULATORY LANDSCAPE 73 5.8.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 73 TABLE 9 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 74 TABLE 10 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 74 TABLE 11 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 75 TABLE 12 MIDDLE EAST & AFRICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 75 TABLE 13 LATIN AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 76 5.8.2 THE EUROPEAN UNION (EU) - ARTIFICIAL INTELLIGENCE ACT (AIA) 77 5.8.3 INTERIM ADMINISTRATIVE MEASURES FOR GENERATIVE ARTIFICIAL INTELLIGENCE SERVICES 77 5.8.4 GENERAL DATA PROTECTION REGULATION 77 5.8.5 NATIONAL ARTIFICIAL INTELLIGENCE INITIATIVE ACT (NAIIA) 78 5.8.6 INFORMATION SECURITY TECHNOLOGY - PERSONAL INFORMATION SECURITY SPECIFICATION GB/T 35273-2017 78 5.8.7 THE ARTIFICIAL INTELLIGENCE AND DATA ACT (AIDA) 78 5.8.8 GENERAL DATA PROTECTION LAW 78 5.8.9 LAW NO 13 OF 2016 ON PROTECTING PERSONAL DATA 79 5.8.10 NIST SPECIAL PUBLICATION 800-144 - GUIDELINES ON SECURITY AND PRIVACY IN PUBLIC CLOUD COMPUTING 79 5.9 KEY CONFERENCES AND EVENTS, 2023–2024 80 TABLE 14 VECTOR DATABASE MARKET: DETAILED LIST OF CONFERENCES AND EVENTS, 2023–2024 80 5.10 KEY STAKEHOLDERS AND BUYING CRITERIA 81 5.10.1 KEY STAKEHOLDERS IN BUYING PROCESS 81 FIGURE 29 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR MAJOR VERTICALS 81 TABLE 15 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR MAJOR VERTICALS (%) 82 5.10.2 BUYING CRITERIA 82 FIGURE 30 KEY BUYING CRITERIA FOR MAJOR VERTICALS 82 TABLE 16 KEY BUYING CRITERIA FOR MAJOR VERTICALS 82 5.11 VALUE CHAIN ANALYSIS 83 FIGURE 31 VECTOR DATABASE MARKET: VALUE CHAIN 84 5.12 ECOSYSTEM ANALYSIS 84 FIGURE 32 VECTOR DATABASE MARKET: ECOSYSTEM 84 TABLE 17 VECTOR DATABASE MARKET: COMPANIES AND THEIR ROLE IN ECOSYSTEM 85 5.13 TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS’ BUSINESSES 86 FIGURE 33 VECTOR DATABASE MARKET: TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS’ BUSINESSES 86 5.14 VECTOR DATABASE MARKET: BUSINESS MODEL ANALYSIS 87 FIGURE 34 VECTOR DATABASE MARKET: BUSINESS MODELS 87 5.14.1 SUBSCRIPTION MODEL 87 5.14.2 MANAGED SERVICE MODEL 88 6 VECTOR DATABASE MARKET, BY OFFERING 89 6.1 INTRODUCTION 90 6.1.1 OFFERING: VECTOR DATABASE MARKET DRIVERS 90 FIGURE 35 SOLUTIONS SEGMENT TO HOLD LARGEST MARKET SIZE DURING FORECAST PERIOD 91 TABLE 18 VECTOR DATABASE MARKET, BY OFFERING, 2019–2022 (USD MILLION) 91 TABLE 19 VECTOR DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 91 6.2 SOLUTIONS 92 FIGURE 36 VECTOR SEARCH SEGMENT TO HOLD LARGEST MARKET SIZE DURING FORECAST PERIOD 92 TABLE 20 SOLUTIONS: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 93 TABLE 21 SOLUTIONS: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 93 TABLE 22 VECTOR DATABASE MARKET, BY SOLUTION, 2019–2022 (USD MILLION) 93 TABLE 23 VECTOR DATABASE MARKET, BY SOLUTION, 2023–2028 (USD MILLION) 94 6.2.1 VECTOR GENERATION 94 6.2.1.1 Rise of AI and ML to lead to development of new and sophisticated vector-generation algorithms 94 TABLE 24 VECTOR GENERATION: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 94 TABLE 25 VECTOR GENERATION: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 95 6.2.1.1.1 Word Embeddings 95 6.2.1.1.2 Image Embeddings 95 6.2.1.1.3 Others 95 6.2.2 VECTOR SEARCH 96 6.2.2.1 Statistical models to provide powerful ways to capture complex patterns in data and generate precise outputs 96 TABLE 26 VECTOR SEARCH: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 96 TABLE 27 VECTOR SEARCH: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 97 6.2.2.1.1 Exact Vector Search 97 6.2.2.1.2 Semantic Search 97 6.2.2.1.3 Approximate Nearest Neighbor Search 97 6.2.2.1.4 Others 98 6.2.3 STORAGE AND RETRIEVAL VECTORS 98 6.2.3.1 Deep learning models to excel at generative tasks requiring fine-grained details 98 TABLE 28 STORAGE AND RETRIEVAL VECTORS: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 98 TABLE 29 STORAGE AND RETRIEVAL VECTORS: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 99 6.2.3.1.1 Text Vectors 99 6.2.3.1.2 Image Vectors 99 6.2.3.1.3 Geospatial Vectors 99 6.3 SERVICES 100 FIGURE 37 MANAGED SERVICES SEGMENT TO REGISTER HIGHER CAGR DURING THE FORECAST PERIOD 100 TABLE 30 SERVICES: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 100 TABLE 31 SERVICES: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 101 TABLE 32 VECTOR DATABASE MARKET, BY SERVICE, 2019–2022 (USD MILLION) 101 TABLE 33 VECTOR DATABASE MARKET, BY SERVICE, 2023–2028 (USD MILLION) 101 6.3.1 PROFESSIONAL SERVICES 102 6.3.1.1 Professional services to offer specialized expertise in vector databases to meet specific needs 102 FIGURE 38 DEPLOYMENT & INTEGRATION TO HOLD LARGEST MARKET SIZE DURING FORECAST PERIOD 102 TABLE 34 PROFESSIONAL SERVICES: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 103 TABLE 35 PROFESSIONAL SERVICES: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 103 TABLE 36 VECTOR DATABASE MARKET, BY PROFESSIONAL SERVICE, 2019–2022 (USD MILLION) 103 TABLE 37 VECTOR DATABASE MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 104 6.3.1.1.1 Consulting 104 TABLE 38 CONSULTING: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 104 TABLE 39 CONSULTING: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 105 6.3.1.1.2 Deployment & Integration 105 TABLE 40 DEPLOYMENT & INTEGRATION: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 105 TABLE 41 DEPLOYMENT & INTEGRATION: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 106 6.3.1.1.3 Training, Support, and Maintenance 106 TABLE 42 TRAINING, SUPPORT, AND MAINTENANCE: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 106 TABLE 43 TRAINING, SUPPORT, AND MAINTENANCE: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 107 6.3.2 MANAGED SERVICES 107 6.3.2.1 Managed services to provide end-to-end management for vector databases and help businesses focus on core competencies 107 TABLE 44 MANAGED SERVICES: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 107 TABLE 45 MANAGED SERVICES: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 108 7 VECTOR DATABASE MARKET, BY TECHNOLOGY 109 7.1 INTRODUCTION 110 7.1.1 TECHNOLOGY: VECTOR DATABASE MARKET DRIVERS 110 FIGURE 39 COMPUTER VISION SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 111 TABLE 46 VECTOR DATABASE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 111 TABLE 47 VECTOR DATABASE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 111 7.2 NATURAL LANGUAGE PROCESSING 112 7.2.1 VECTOR DATABASE TO BE USED FOR DOCUMENT RETRIEVAL, SEMANTIC SEARCH, SENTIMENT ANALYSIS, AND CHATBOTS IN NLP 112 TABLE 48 NLP: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 112 TABLE 49 NLP: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 112 7.2.1.1 Semantic Search 113 7.2.1.2 Document/Text Retrieval 113 7.2.1.3 Sentiment Analysis 113 7.2.1.4 Chatbots & Virtual Assistants 114 7.2.1.5 Others 114 7.3 COMPUTER VISION 114 7.3.1 COMPUTER VISION AND VECTOR DATABASES TO OFFER POWERFUL SOLUTIONS FOR APPLICATIONS THAT INVOLVE PROCESSING AND UNDERSTANDING VISUAL CONTENT EFFICIENTLY 114 TABLE 50 COMPUTER VISION: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 115 TABLE 51 COMPUTER VISION: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 115 7.3.1.1 Image Retrieval 115 7.3.1.2 Object Detection 115 7.3.1.3 Face/Image Recognition 116 7.3.1.4 Others 116 7.4 RECOMMENDATION SYSTEMS 116 7.4.1 ENHANCED ACCURACY AND EFFICIENCY OF CONTENT RECOMMENDATIONS TO DRIVE MARKET GROWTH 116 TABLE 52 RECOMMENDATION SYSTEMS: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 117 TABLE 53 RECOMMENDATION SYSTEMS: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 117 7.4.1.1 Collaborative Filtering 117 7.4.1.2 Content-based Filtering 117 7.4.1.3 Session-based Recommendations 118 7.4.1.4 Others 118 8 VECTOR DATABASE MARKET, BY VERTICAL 119 8.1 INTRODUCTION 120 8.1.1 VERTICAL: VECTOR DATABASE MARKET DRIVERS 120 FIGURE 40 MEDIA & ENTERTAINMENT TO RECORD LARGEST MARKET SIZE DURING FORECAST PERIOD 121 TABLE 54 VECTOR DATABASE MARKET, BY VERTICAL, 2019–2022 (USD MILLION) 121 TABLE 55 VECTOR DATABASE MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 122 8.2 BFSI 122 8.2.1 VECTOR DATABASE TO OPTIMIZE OPERATIONS, IMPROVE CUSTOMER EXPERIENCE, AND MANAGE RISKS 122 8.2.2 BFSI: VECTOR DATABASE USE CASES 123 TABLE 56 BFSI: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 123 TABLE 57 BFSI: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 123 8.2.2.1 Risk Assessment 124 8.2.2.2 Customer Segmentation 124 8.2.2.3 Fraud Detection/Risk Management 124 8.2.2.4 Others 125 8.3 RETAIL & E-COMMERCE 125 8.3.1 VECTOR DATABASE TO HELP RETAIL SECTOR OPTIMIZE INVENTORY PLANNING WHILE REDUCING SHELF SHRINKAGE 125 8.3.2 RETAIL & E-COMMERCE: VECTOR DATABASE USE CASES 125 TABLE 58 RETAIL & E-COMMERCE: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 126 TABLE 59 RETAIL & E-COMMERCE: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 126 8.3.2.1 Product Recommendations 126 8.3.2.2 Inventory Management 126 8.3.2.3 Others 127 8.4 HEALTHCARE & LIFE SCIENCES 127 8.4.1 VECTOR DATABASES TO HELP IN DIAGNOSING DISEASES AND CREATING NEW DRUGS 127 8.4.2 HEALTHCARE & LIFE SCIENCES: VECTOR DATABASE USE CASES 127 TABLE 60 HEALTHCARE & LIFE SCIENCES: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 127 TABLE 61 HEALTHCARE & LIFE SCIENCES: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 128 8.4.2.1 Medical Imaging 128 8.4.2.2 EHR 128 8.4.2.3 Others 128 8.5 IT & ITES 129 8.5.1 VECTOR DATABASE TO HELP IMPROVE CYBERSECURITY, MINIMIZE COSTS, AND ENHANCE USER EXPERIENCE 129 8.5.2 IT & ITES: VECTOR DATABASE USE CASES 129 TABLE 62 IT & ITES: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 129 TABLE 63 IT & ITES: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 130 8.5.2.1 IT Operations and Monitoring 130 8.5.2.2 Search and Content Recommendation 130 8.5.2.3 Customer Support and Chatbots 130 8.5.2.4 Others 131 8.6 MEDIA & ENTERTAINMENT 131 8.6.1 VECTOR DATABASE TO PRODUCE CAPTIVATING AND EXCLUSIVE CONTENT EFFICIENTLY THAN TRADITIONAL METHODS 131 8.6.2 MEDIA & ENTERTAINMENT: VECTOR DATABASE USE CASES 131 TABLE 64 MEDIA & ENTERTAINMENT: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 132 TABLE 65 MEDIA & ENTERTAINMENT: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 132 8.6.2.1 Content Recommendation 132 8.6.2.2 Content Metadata Management 132 8.6.2.3 Content Similarity Search 133 8.6.2.4 Others 133 8.7 MANUFACTURING 133 8.7.1 VECTOR DATABASE TO IMPROVE PROTOTYPE DESIGN AND CAPACITY PLANNING IN SMART FACTORIES 133 8.7.2 MANUFACTURING: VECTOR DATABASE USE CASES 133 TABLE 66 MANUFACTURING: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 134 TABLE 67 MANUFACTURING: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 134 8.7.2.1 Quality Control and Inspection 134 8.7.2.2 Predictive Maintenance 135 8.7.2.3 Others 135 8.8 GOVERNMENT & DEFENSE 135 8.8.1 VECTOR DATABASE TOOLS TO DETECT THREAT AND ENHANCE SURVEILLANCE 135 8.8.2 GOVERNMENT & DEFENSE: VECTOR DATABASE USE CASES 136 TABLE 68 GOVERNMENT & DEFENSE: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 136 TABLE 69 GOVERNMENT & DEFENSE: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 136 8.8.2.1 Geospatial Intelligence 137 8.8.2.2 Image Analysis and Recognition 137 8.8.2.3 Others 137 8.9 OTHER VERTICALS 137 TABLE 70 OTHER VERTICALS: VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 138 TABLE 71 OTHER VERTICALS: VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 138 9 VECTOR DATABASE MARKET, BY REGION 139 9.1 INTRODUCTION 140 FIGURE 41 ASIA PACIFIC TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 140 TABLE 72 VECTOR DATABASE MARKET, BY REGION, 2019–2022 (USD MILLION) 140 TABLE 73 VECTOR DATABASE MARKET, BY REGION, 2023–2028 (USD MILLION) 141 9.2 NORTH AMERICA 141 9.2.1 NORTH AMERICA: VECTOR DATABASE MARKET DRIVERS 141 9.2.2 NORTH AMERICA: RECESSION IMPACT 142 FIGURE 42 NORTH AMERICA: MARKET SNAPSHOT 142 TABLE 74 NORTH AMERICA: VECTOR DATABASE MARKET, BY OFFERING, 2019–2022 (USD MILLION) 143 TABLE 75 NORTH AMERICA: VECTOR DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 143 TABLE 76 NORTH AMERICA: VECTOR DATABASE MARKET, BY SOLUTION, 2019–2022 (USD MILLION) 143 TABLE 77 NORTH AMERICA: VECTOR DATABASE MARKET, BY SOLUTION, 2023–2028 (USD MILLION) 143 TABLE 78 NORTH AMERICA: VECTOR DATABASE MARKET, BY SERVICE, 2019–2022 (USD MILLION) 144 TABLE 79 NORTH AMERICA: VECTOR DATABASE MARKET, BY SERVICE, 2023–2028 (USD MILLION) 144 TABLE 80 NORTH AMERICA: VECTOR DATABASE MARKET, BY PROFESSIONAL SERVICE, 2019–2022 (USD MILLION) 144 TABLE 81 NORTH AMERICA: VECTOR DATABASE MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 144 TABLE 82 NORTH AMERICA: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 145 TABLE 83 NORTH AMERICA: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 145 TABLE 84 NORTH AMERICA: VECTOR DATABASE MARKET, BY VERTICAL, 2019–2022 (USD MILLION) 145 TABLE 85 NORTH AMERICA: VECTOR DATABASE MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 146 TABLE 86 NORTH AMERICA: VECTOR DATABASE MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 146 TABLE 87 NORTH AMERICA: VECTOR DATABASE MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 146 9.2.3 US 147 9.2.3.1 Rising demand for vector database majorly contributing to US revenue 147 TABLE 88 US: VECTOR DATABASE MARKET, BY OFFERING, 2019–2022 (USD MILLION) 147 TABLE 89 US: VECTOR DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 147 TABLE 90 US: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 147 TABLE 91 US: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 148 9.2.4 CANADA 148 9.2.4.1 Increasing investments in cutting-edge technologies to fuel market growth 148 TABLE 92 CANADA: VECTOR DATABASE MARKET, BY OFFERING, 2019–2022 (USD MILLION) 148 TABLE 93 CANADA: VECTOR DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 148 TABLE 94 CANADA: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 149 TABLE 95 CANADA: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 149 9.3 EUROPE 149 9.3.1 EUROPE: VECTOR DATABASE MARKET DRIVERS 150 9.3.2 EUROPE: RECESSION IMPACT 150 TABLE 96 EUROPE: VECTOR DATABASE MARKET, BY OFFERING, 2019–2022 (USD MILLION) 150 TABLE 97 EUROPE: VECTOR DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 151 TABLE 98 EUROPE: VECTOR DATABASE MARKET, BY SOLUTION, 2019–2022 (USD MILLION) 151 TABLE 99 EUROPE: VECTOR DATABASE MARKET, BY SOLUTION, 2023–2028 (USD MILLION) 151 TABLE 100 EUROPE: VECTOR DATABASE MARKET, BY SERVICE, 2019–2022 (USD MILLION) 151 TABLE 101 EUROPE: VECTOR DATABASE MARKET, BY SERVICE, 2023–2028 (USD MILLION) 152 TABLE 102 EUROPE: VECTOR DATABASE MARKET, BY PROFESSIONAL SERVICE, 2019–2022 (USD MILLION) 152 TABLE 103 EUROPE: VECTOR DATABASE MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 152 TABLE 104 EUROPE: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 152 TABLE 105 EUROPE: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 153 TABLE 106 EUROPE: VECTOR DATABASE MARKET, BY VERTICAL, 2019–2022 (USD MILLION) 153 TABLE 107 EUROPE: VECTOR DATABASE MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 153 TABLE 108 EUROPE: VECTOR DATABASE MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 154 TABLE 109 EUROPE: VECTOR DATABASE MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 154 9.3.3 UK 154 9.3.3.1 Increasing focus on digitalization to drive market growth 154 TABLE 110 UK: VECTOR DATABASE MARKET, BY OFFERING, 2019–2022 (USD MILLION) 155 TABLE 111 UK: VECTOR DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 155 TABLE 112 UK: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 155 TABLE 113 UK: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 155 9.3.4 GERMANY 156 9.3.4.1 German government ready to become global tech leader by galvanizing AI research, development, and applications 156 TABLE 114 GERMANY: VECTOR DATABASE MARKET, BY OFFERING, 2019–2022 (USD MILLION) 156 TABLE 115 GERMANY: VECTOR DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 156 TABLE 116 GERMANY: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 157 TABLE 117 GERMANY: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 157 9.3.5 FRANCE 157 9.3.5.1 Increasing research and educational excellence to drive demand for chatbots, data retrieval, and image retrieval 157 TABLE 118 FRANCE: VECTOR DATABASE MARKET, BY OFFERING, 2019–2022 (USD MILLION) 158 TABLE 119 FRANCE: VECTOR DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 158 TABLE 120 FRANCE: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 158 TABLE 121 FRANCE: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 159 9.3.6 ITALY 159 9.3.6.1 Italian researchers to build deep learning model that can perform source separation and music generation 159 TABLE 122 ITALY: VECTOR DATABASE MARKET, BY OFFERING, 2019–2022 (USD MILLION) 159 TABLE 123 ITALY: VECTOR DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 160 TABLE 124 ITALY: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 160 TABLE 125 ITALY: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 160 9.3.7 REST OF EUROPE 160 TABLE 126 REST OF EUROPE: VECTOR DATABASE MARKET, BY OFFERING, 2019–2022 (USD MILLION) 161 TABLE 127 REST OF EUROPE: VECTOR DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 161 TABLE 128 REST OF EUROPE: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 161 TABLE 129 REST OF EUROPE: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 161 9.4 ASIA PACIFIC 162 9.4.1 ASIA PACIFIC: VECTOR DATABASE MARKET DRIVERS 162 9.4.2 ASIA PACIFIC: RECESSION IMPACT 162 FIGURE 43 ASIA PACIFIC: MARKET SNAPSHOT 163 TABLE 130 ASIA PACIFIC: VECTOR DATABASE MARKET, BY OFFERING, 2019–2022 (USD MILLION) 164 TABLE 131 ASIA PACIFIC: VECTOR DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 164 TABLE 132 ASIA PACIFIC: VECTOR DATABASE MARKET, BY SOLUTION, 2019–2022 (USD MILLION) 164 TABLE 133 ASIA PACIFIC: VECTOR DATABASE MARKET, BY SOLUTION, 2023–2028 (USD MILLION) 164 TABLE 134 ASIA PACIFIC: VECTOR DATABASE MARKET, BY SERVICE, 2019–2022 (USD MILLION) 165 TABLE 135 ASIA PACIFIC: VECTOR DATABASE MARKET, BY SERVICE, 2023–2028 (USD MILLION) 165 TABLE 136 ASIA PACIFIC: VECTOR DATABASE MARKET, BY PROFESSIONAL SERVICE, 2019–2022 (USD MILLION) 165 TABLE 137 ASIA PACIFIC: VECTOR DATABASE MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 165 TABLE 138 ASIA PACIFIC: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 166 TABLE 139 ASIA PACIFIC: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 166 TABLE 140 ASIA PACIFIC: VECTOR DATABASE MARKET, BY VERTICAL, 2019–2022 (USD MILLION) 166 TABLE 141 ASIA PACIFIC: VECTOR DATABASE MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 167 TABLE 142 ASIA PACIFIC: VECTOR DATABASE MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 167 TABLE 143 ASIA PACIFIC: VECTOR DATABASE MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 167 9.4.3 CHINA 168 9.4.3.1 Rising number of local players producing vector databases to propel market 168 TABLE 144 CHINA: VECTOR DATABASE MARKET, BY OFFERING, 2019–2022 (USD MILLION) 168 TABLE 145 CHINA: VECTOR DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 168 TABLE 146 CHINA: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 169 TABLE 147 CHINA: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 169 9.4.4 JAPAN 169 9.4.4.1 Tokyo-1 to accelerate Japan’s pharma industry 169 TABLE 148 JAPAN: VECTOR DATABASE MARKET, BY OFFERING, 2019–2022 (USD MILLION) 170 TABLE 149 JAPAN: VECTOR DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 170 TABLE 150 JAPAN: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 170 TABLE 151 JAPAN: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 170 9.4.5 AUSTRALIA & NEW ZEALAND 171 9.4.5.1 Australia & New Zealand to explore AI and big data analytics’ potential more broadly 171 TABLE 152 ANZ: VECTOR DATABASE MARKET, BY OFFERING, 2019–2022 (USD MILLION) 171 TABLE 153 ANZ: VECTOR DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 172 TABLE 154 ANZ: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 172 TABLE 155 ANZ: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 172 9.4.6 REST OF ASIA PACIFIC 173 TABLE 156 REST OF ASIA PACIFIC: VECTOR DATABASE MARKET, BY OFFERING, 2019–2022 (USD MILLION) 173 TABLE 157 REST OF ASIA PACIFIC: VECTOR DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 173 TABLE 158 REST OF ASIA PACIFIC: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 174 TABLE 159 REST OF ASIA PACIFIC: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 174 9.5 REST OF THE WORLD 174 9.5.1 MIDDLE EAST & AFRICA 174 9.5.2 LATIN AMERICA 175 TABLE 160 REST OF THE WORLD: VECTOR DATABASE MARKET, BY OFFERING, 2019–2022 (USD MILLION) 175 TABLE 161 REST OF THE WORLD: VECTOR DATABASE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 175 TABLE 162 REST OF THE WORLD: VECTOR DATABASE MARKET, BY SOLUTION, 2019–2022 (USD MILLION) 176 TABLE 163 REST OF THE WORLD: VECTOR DATABASE MARKET, BY SOLUTION, 2023–2028 (USD MILLION) 176 TABLE 164 REST OF THE WORLD: VECTOR DATABASE MARKET, BY SERVICE, 2019–2022 (USD MILLION) 176 TABLE 165 REST OF THE WORLD: VECTOR DATABASE MARKET, BY SERVICE, 2023–2028 (USD MILLION) 176 TABLE 166 REST OF THE WORLD: VECTOR DATABASE MARKET, BY PROFESSIONAL SERVICE, 2019–2022 (USD MILLION) 177 TABLE 167 REST OF THE WORLD: VECTOR DATABASE MARKET, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION) 177 TABLE 168 REST OF THE WORLD: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2019–2022 (USD MILLION) 177 TABLE 169 REST OF THE WORLD: VECTOR DATABASE MARKET, BY TECHNOLOGY, 2023–2028 (USD MILLION) 178 TABLE 170 REST OF THE WORLD: VECTOR DATABASE MARKET, BY VERTICAL, 2019–2022 (USD MILLION) 178 TABLE 171 REST OF THE WORLD: VECTOR DATABASE MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 179 10 COMPETITIVE LANDSCAPE 180 10.1 OVERVIEW 180 10.2 STRATEGIES ADOPTED BY KEY PLAYERS 180 TABLE 172 OVERVIEW OF STRATEGIES BY KEY VECTOR DATABASE VENDORS 180 10.3 REVENUE ANALYSIS 182 FIGURE 44 HISTORICAL FIVE-YEAR SEGMENTAL REVENUE ANALYSIS OF KEY VECTOR DATABASE PROVIDERS 182 10.4 MARKET SHARE ANALYSIS 182 FIGURE 45 MARKET SHARE ANALYSIS, 2022 183 TABLE 173 VECTOR DATABASE MARKET: INTENSITY OF COMPETITIVE RIVALRY 183 10.5 BRANDS COMPARISON/VENDOR PRODUCT LANDSCAPE 184 TABLE 174 BRANDS COMPARISON/VENDOR PRODUCT LANDSCAPE 184 10.6 GLOBAL SNAPSHOT OF KEY MARKET PARTICIPANTS 186 FIGURE 46 VECTOR DATABASE MARKET: GLOBAL SNAPSHOT OF KEY MARKET PARTICIPANTS 187 10.7 COMPANY EVALUATION MATRIX 187 FIGURE 47 COMPANY EVALUATION MATRIX: CRITERIA WEIGHTAGE 188 10.7.1 STARS 188 10.7.2 EMERGING LEADERS 188 10.7.3 PERVASIVE PLAYERS 189 10.7.4 PARTICIPANTS 189 FIGURE 48 COMPANY EVALUATION MATRIX 189 10.7.5 COMPANY FOOTPRINT 190 TABLE 175 COMPANY REGIONAL FOOTPRINT 190 TABLE 176 COMPANY OFFERING FOOTPRINT 190 TABLE 177 COMPANY FOOTPRINT 191 10.8 START-UP/SME EVALUATION MATRIX 192 FIGURE 49 SME/START-UP EVALUATION MATRIX: CRITERIA WEIGHTAGE 192 10.8.1 PROGRESSIVE COMPANIES 193 10.8.2 RESPONSIVE COMPANIES 193 10.8.3 DYNAMIC COMPANIES 193 10.8.4 STARTING BLOCKS 193 FIGURE 50 START-UP/SME EVALUATION MATRIX 194 10.8.5 COMPETITIVE BENCHMARKING 194 TABLE 178 DETAILED LIST OF KEY START-UPS/SMES 194 TABLE 179 COMPANY FOOTPRINT FOR START-UPS/SMES, BY REGION 195 10.9 VALUATION AND FINANCIAL METRICS OF VECTOR DATABASE VENDORS 195 FIGURE 51 VALUATION AND FINANCIAL METRICS OF VECTOR DATABASE VENDORS 195 10.10 KEY MARKET DEVELOPMENTS 196 10.10.1 PRODUCT LAUNCHES AND PRODUCT ENHANCEMENTS 196 TABLE 180 VECTOR DATABASE MARKET: PRODUCT LAUNCHES 196 10.10.2 DEALS 198 TABLE 181 VECTOR DATABASE MARKET: DEALS 198 11 COMPANY PROFILES 201 11.1 INTRODUCTION 201 11.2 KEY PLAYERS 201 (Business Overview, Products/Solutions/Services offered, Recent Developments, MnM View)* 11.2.1 MICROSOFT 201 TABLE 182 MICROSOFT: COMPANY OVERVIEW 201 FIGURE 52 MICROSOFT: COMPANY SNAPSHOT 202 TABLE 183 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED 202 TABLE 184 MICROSOFT: PRODUCT LAUNCHES 203 TABLE 185 MICROSOFT: DEALS 204 11.2.2 ALIBABA CLOUD 206 TABLE 186 ALIBABA CLOUD: COMPANY OVERVIEW 206 FIGURE 53 ALIBABA CLOUD: COMPANY SNAPSHOT 206 TABLE 187 ALIBABA CLOUD: PRODUCTS/SOLUTIONS/SERVICES OFFERED 207 TABLE 188 ALIBABA CLOUD: PRODUCT LAUNCHES 207 TABLE 189 ALIBABA CLOUD: DEALS 207 TABLE 190 ALIBABA CLOUD: OTHERS 208 11.2.3 ELASTIC 209 TABLE 191 ELASTIC: COMPANY OVERVIEW 209 FIGURE 54 ELASTIC: COMPANY SNAPSHOT 210 TABLE 192 ELASTIC: PRODUCTS/SOLUTIONS/SERVICES OFFERED 210 TABLE 193 ELASTIC: PRODUCT LAUNCHES 211 TABLE 194 ELASTIC: DEALS 212 11.2.4 MONGODB 214 TABLE 195 MONGODB: COMPANY OVERVIEW 214 FIGURE 55 MONGODB: COMPANY SNAPSHOT 215 TABLE 196 MONGODB: PRODUCTS/SOLUTIONS/SERVICES OFFERED 215 TABLE 197 MONGODB: PRODUCT LAUNCHES 216 TABLE 198 MONGODB: DEALS 216 11.2.5 REDIS 218 TABLE 199 REDIS: COMPANY OVERVIEW 218 TABLE 200 REDIS: PRODUCTS/SOLUTIONS/SERVICES OFFERED 218 TABLE 201 REDIS: PRODUCT LAUNCHES 219 TABLE 202 REDIS: DEALS 219 11.2.6 SINGLESTORE 220 TABLE 203 SINGLESTORE: COMPANY OVERVIEW 220 TABLE 204 SINGLESTORE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 221 TABLE 205 SINGLESTORE: PRODUCT LAUNCHES 221 11.2.7 DATASTAX 222 TABLE 206 DATASTAX: COMPANY OVERVIEW 222 TABLE 207 DATASTAX: PRODUCTS/SOLUTIONS/SERVICES OFFERED 222 TABLE 208 DATASTAX: PRODUCT LAUNCHES 223 11.2.8 ZILLIZ 224 TABLE 209 ZILLIZ: COMPANY OVERVIEW 224 TABLE 210 ZILLIZ: PRODUCTS/SOLUTIONS/SERVICES OFFERED 224 TABLE 211 ZILLIZ: PRODUCT LAUNCHES 225 11.2.9 PINECONE 226 TABLE 212 PINECONE: COMPANY OVERVIEW 226 TABLE 213 PINECONE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 226 TABLE 214 PINECONE: PRODUCT LAUNCHES 227 11.2.10 GOOGLE 228 TABLE 215 GOOGLE: COMPANY OVERVIEW 228 FIGURE 56 GOOGLE: COMPANY SNAPSHOT 229 TABLE 216 GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED 229 TABLE 217 GOOGLE: PRODUCT LAUNCHES 230 TABLE 218 GOOGLE: DEALS 231 11.2.11 AWS 232 TABLE 219 AWS: COMPANY OVERVIEW 232 FIGURE 57 AWS: COMPANY SNAPSHOT 232 TABLE 220 AWS: PRODUCTS/SOLUTIONS/SERVICES OFFERED 233 TABLE 221 AWS: PRODUCT LAUNCHES 234 TABLE 222 AWS: DEALS 234
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