エッジAIソフトウェア市場：オファリング別（ソリューション（スタンドアロン、統合）、サービス）、データタイプ別（映像・画像データ、音声データ、テキスト・言語データ、生体認証データ、マルチモーダルデータ）、分野別、地域別 - 2028年までの世界予測

Edge AI Software Market by Offering (Solutions (Standalone and Integrated) and Services), Data Type (Video & Image Data, Audio Data, Text & Language Data, Biometric Data, and Multi-modal Data), Vertical and Region - Global Forecast to 2028

エッジAIソフトウェアの世界市場は、2023年の11億米ドルから2028年には41億米ドルに成長し、予測期間中の年平均成長率は30.5％と予測されている。エッジAIソフトウェアは、リアルタイムでデータを処理し、遅延を... もっと見る

出版社	出版年月	電子版価格	ページ数	図表数	言語
MarketsandMarkets マーケッツアンドマーケッツ	2023年11月16日	US$4,950 シングルユーザライセンスライセンス・価格情報注文方法はこちら	331	364	英語

日本語のページは自動翻訳を利用し作成しています。

サマリー

エッジAIソフトウェアの世界市場は、2023年の11億米ドルから2028年には41億米ドルに成長し、予測期間中の年平均成長率は30.5％と予測されている。エッジAIソフトウェアは、リアルタイムでデータを処理し、遅延を最小限に抑え、セキュリティを強化する能力によって、世界中の産業に革命をもたらしている。この急激な成長は、リアルタイム処理を必要とする大量のデータを生成するIoTデバイスの急増など、いくつかの要因に起因している。エッジAIソフトウェアは、エッジ上でデータを分析することで、クラウド伝送の必要性を排除し、このニーズに効果的に対応します。さらに、エッジAIソフトウェアは、データをソースにより近い場所で処理することで待ち時間を短縮し、自律走行車やスマートシティなどのアプリケーションに不可欠なリアルタイム応答を保証します。さらに、エッジ上でデータを分離することでセキュリティを強化し、不正アクセスへの耐性を高めている。

"ヘルスケア＆ライフサイエンス分野は、予測期間中に最大のCAGRを維持すると予測されている。"
エッジAIソフトウェアは、デジタル診断と遠隔患者モニタリングを備えたスマート医療施設を実現するために、ヘルスケア＆ライフサイエンス垂直分野で採用されている。医療におけるエッジAIの採用は、作業の自動化、病室や患者の自律的なモニタリング、バイタルサインのモニタリングが可能になるため、患者と医療提供者の双方にとって極めて重要である。エッジAIコンピューティングの利用事例は、医療サービスの幅を大きく広げることができ、大手チップメーカーはエッジAIに多額の投資を行っている。エッジAIは、病院内の患者監視、転倒検知、放射線検査、異常・傷害検知などに活用されている。不審な活動や物体が検出されると、オペレーターにリアルタイムの洞察やアラートを与えることができる。

"データタイプの中では、ビデオと画像データが予測期間中に最大の市場を占める"
エッジAIソフトウェアは、ビジネスやミッションクリティカルなシステムでコンピュータビジョンを実現するため、画像や音声データに採用されている。エッジAIは、物理的世界の至る所にあるデバイスにAIアプリケーションを導入することで、集中型のクラウドコンピューティング施設やプライベートデータセンターではなく、データが実際に作成される場所の近くで計算を行うことを可能にする。エッジAIデバイスには、スマートスピーカー、スマートフォン、ノートパソコン、ロボット、自動運転車、ドローン、ビデオ解析を使用する監視カメラなどが含まれる。物体の検出と認識は、エッジAIソフトウェアの主要機能である。AIの画像認識技術は、ディープラーニングの中核となるアプリケーションだ。AIシステムは、画像のコレクションから隠れたパターンを見つけ出し、独立したスマートな判断を下すことができる。エッジAIの利点には、プライバシーの向上、消費電力の削減、高速・低コスト・低消費電力でのリアルタイム分析の高速化などがある。

"サービスの中では、プロフェッショナルサービスが予測期間中に最大の市場シェアを占めると予測されている。"
エッジAIソフトウェアは、リアルタイムのデータ分析と意思決定を可能にすることで、プロフェッショナルサービスに革命をもたらしている。この技術は、データのプライバシーを確保し、待ち時間を最小限に抑えながら、予測保守、不正検出、リスク評価、コンプライアンス監視、遠隔監視を可能にする。その結果、エッジAIはプロフェッショナル・サービスの提供方法を変革し、効率性、生産性、顧客満足度の向上につながります。
"予測期間中、北米が最大の市場規模を占める"
北米におけるエッジAIソフトウェアの採用は、政府のイニシアチブ、業界の採用、技術の進歩に後押しされ、急速に普及している。政府の支援により、重要なインフラやサービスへのエッジAIの統合が加速している一方、企業は予知保全、リアルタイム患者モニタリング、自律走行車、スマートシティインフラのためにエッジAIを採用している。継続的なイノベーションと採用により、エッジAIは北米全域のさまざまな分野で変革的な役割を果たす態勢が整っている。
プライマリーの内訳
エッジAIソフトウェア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、経営幹部に対して詳細なインタビューを実施。
 企業別：ティアI：35％、ティアII：45％、ティアIII：20
 役職別Cレベルエグゼクティブ35%, 取締役：25%、その他40%
 地域別北米: 40%、ヨーロッパ: 20%, APAC：30％、MEA：5％、ラテンアメリカ：5
世界中でEdge AIソフトウェアソリューションとサービスを提供している主なベンダーは、Microsoft（米国）、IBM（米国）、Google（米国）、AWS（米国）、Nutanix（米国）、Synaptics（米国）、TIBCO（米国）、Octonion（スイス）、Imagimob（スウェーデン）、Anagog（イスラエル）、Veea（米国）、Gorilla Technology（中国）、Azion（米国）、Bragi（ドイツ）、Tact.ai（米国）、Ekinops（フランス）、Clearblade（米国）、Alef Edge（米国）、Adapdix（米国）、byteLAKE（ポーランド）、Reality Al（米国）、Deli（イスラエル）、Edgeworx（米国）、Swim（米国）、Invision Al（カナダ）、Horizon Robotics（中国）、Kneron（米国）、DeepBrainz（インド）、Johnson Controls（アイルランド）、Blaize（米国）。

調査対象
この調査レポートは、セグメント横断的にエッジAIソフトウェアを対象としています。提供、データタイプ、垂直、地域などの異なるセグメントにわたる市場規模と成長の可能性を推定することを目的としています。市場の主要企業の詳細な競合分析、企業プロフィール、製品および事業提供、最近の動向、主要市場戦略に関連する主な見解を含みます。
レポート購入の主な利点
本レポートは、本市場の市場リーダー/新規参入者に、エッジAIソフトウェア市場全体とその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する。本レポートは、利害関係者が競合状況を理解し、自社のビジネスを位置付け、適切な市場参入戦略を計画するためのより多くの洞察を得るのに役立つだろう。また、利害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、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する：

- 主な促進要因（クラウド上の企業ワークロードの増加、インテリジェントアプリケーション数の急増、指数関数的に増加するデータ量とネットワークトラフィック、エッジAIソフトウェアの需要を促進するIoT利用の増加、市場成長を後押しする5Gネットワークの導入の増加）、阻害要因（エッジAIソリューションに関連するプライバシーとセキュリティの懸念、AI専門家の不足）、機会（ITと通信を一体化させる5Gネットワークの出現、コネクテッドカー・インフラと相まって自律走行車の出現、IoTにおけるエッジコンピューティングのニーズの高まり、様々な分野における新たなアプリケーションの開拓）、課題（エッジAIソフトウェアの採用を遅らせる相互運用性の問題、エッジAI標準の最適化）

- 製品開発／イノベーション：エッジAIソフトウェア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、さまざまな地域のエッジAIソフトウェア市場を分析しています。

- 市場の多様化：新製品とサービス、未開拓の地域、最近の開発、Edge AIソフトウェア市場戦略への投資に関する網羅的な情報。また、ステークホルダーがEdge AIソフトウェア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、機会に関する情報を提供します。

- 競合評価：エッジAIソフトウェア市場におけるマイクロソフト（米国）、IBM（米国）、グーグル（米国）、AWS（米国）、Nutanix（米国）などの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。

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1 INTRODUCTION 32
1.1 STUDY OBJECTIVES 32
1.2 MARKET DEFINITION 32
1.2.1 INCLUSIONS AND EXCLUSIONS 33
1.3 MARKET SCOPE 34
1.3.1 MARKET SEGMENTATION 34
1.3.2 REGIONS COVERED 35
1.3.3 YEARS CONSIDERED 35
1.4 CURRENCY CONSIDERED 36
TABLE 1 USD EXCHANGE RATE, 2020–2022 36
1.5 STAKEHOLDERS 36
1.6 SUMMARY OF CHANGES 36
1.6.1 RECESSION IMPACT 37
2 RESEARCH METHODOLOGY 38
2.1 RESEARCH DATA 38
FIGURE 1 EDGE AI SOFTWARE MARKET: RESEARCH DESIGN 38
2.1.1 SECONDARY DATA 39
2.1.2 PRIMARY DATA 39
TABLE 2 PRIMARY INTERVIEWS 40
2.1.2.1 Breakup of primary profiles 40
2.1.2.2 Key industry insights 41
2.2 MARKET BREAKUP AND DATA TRIANGULATION 42
FIGURE 2 EDGE AI SOFTWARE MARKET: DATA TRIANGULATION 42
2.3 MARKET SIZE ESTIMATION 43
FIGURE 3 TOP-DOWN AND BOTTOM-UP APPROACHES 43
2.3.1 TOP-DOWN APPROACH 43
2.3.2 BOTTOM-UP APPROACH 44
FIGURE 4 APPROACH 1 (SUPPLY-SIDE): REVENUE OF SOLUTIONS/SERVICES OF EDGE AI SOFTWARE MARKET 44
FIGURE 5 APPROACH 2, BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE OF EDGE AI SOFTWARE SOLUTIONS/SERVICES 45
FIGURE 6 APPROACH 3, BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE FROM EDGE AI SOFTWARE SOLUTIONS/SERVICES 45
FIGURE 7 APPROACH 4, BOTTOM-UP (DEMAND SIDE): SHARE OF EDGE AI SOFTWARE THROUGH OVERALL EDGE AI SOFTWARE SPENDING 46
2.4 MARKET FORECAST 47
TABLE 3 FACTOR ANALYSIS 47

2.5 RESEARCH ASSUMPTIONS 48
2.6 LIMITATIONS 49
2.7 IMPLICATION OF RECESSION ON GLOBAL EDGE AI SOFTWARE MARKET 50
TABLE 4 RECESSION IMPACT ON EDGE AI SOFTWARE MARKET 50
3 EXECUTIVE SUMMARY 52
TABLE 5 GLOBAL EDGE AI SOFTWARE MARKET AND GROWTH RATE, 2018–2022 (USD MILLION & Y-O-Y) 53
TABLE 6 GLOBAL EDGE AI SOFTWARE MARKET AND GROWTH RATE, 2023–2028 (USD MILLION & Y-O-Y) 53
FIGURE 8 EDGE AI SOFTWARE SOLUTIONS TO ACCOUNT FOR LARGER MARKET THAN SERVICES IN 2023 54
FIGURE 9 INTEGRATED EDGE AI SOFTWARE SOLUTIONS TO BE LARGER MARKET SHARE THAN STANDALONE SOLUTIONS IN 2023 54
FIGURE 10 CLOUD DEPLOYMENT OF EDGE AI SOFTWARE TO DOMINATE MARKET IN 2023 55
FIGURE 11 PROFESSIONAL EDGE AI SOFTWARE SERVICES TO LEAD MARKET IN 2023 55
FIGURE 12 TRAINING & CONSULTING SERVICES TO BE LARGEST PROFESSIONAL SERVICES MARKET IN 2023 56
FIGURE 13 VIDEO & IMAGE DATA TO ACCOUNT FOR LARGEST SHARE IN EDGE AI SOFTWARE MARKET IN 2023 56
FIGURE 14 HEALTHCARE & LIFE SCIENCES VERTICAL TO GROW AT HIGHEST CAGR IN 2023–2028 57
FIGURE 15 NORTH AMERICA TO BE LARGEST MARKET; ASIA PACIFIC TO GROW AT HIGHEST CAGR IN EDGE AI SOFTWARE MARKET 57
4 PREMIUM INSIGHTS 58
4.1 ATTRACTIVE OPPORTUNITIES FOR EDGE AI SOFTWARE MARKET PLAYERS 58
FIGURE 16 EVER-INCREASING ENTERPRISE WORKLOADS ON CLOUD AND RAPID GROWTH IN NUMBER OF INTELLIGENT APPLICATIONS TO DRIVE MARKET GROWTH 58
4.2 EDGE AI SOFTWARE MARKET: TOP THREE DATA TYPE 59
FIGURE 17 BIOMETRIC DATA SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 59
4.3 EDGE AI SOFTWARE MARKET, BY OFFERING AND KEY VERTICALS 59
FIGURE 18 SOLUTIONS SEGMENT AND AUTOMOTIVE, TRANSPORTATION & LOGISTICS VERTICAL TO HOLD LARGEST SEGMENTAL SHARES IN NORTH AMERICA IN 2023 59
4.4 EDGE AI SOFTWARE MARKET, BY REGION 60
FIGURE 19 NORTH AMERICA TO BE LARGEST MARKET IN 2023 60
5 MARKET OVERVIEW AND INDUSTRY TRENDS 61
5.1 INTRODUCTION 61
5.2 MARKET DYNAMICS 61
FIGURE 20 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: EDGE AI SOFTWARE MARKET 61
5.2.1 DRIVERS 62
5.2.1.1 Ever-increasing enterprise workloads on cloud 62
5.2.1.2 Rapid growth in number of intelligent applications 62
5.2.1.3 Exponential growth of data volume and network traffic 62
5.2.1.4 Increase in use of IoT driving demand for edge AI software 63
5.2.1.5 Rise in adoption of 5G network technology 63
5.2.2 RESTRAINTS 63
5.2.2.1 Privacy and security concerns related to edge AI solutions 63
5.2.2.2 Inadequate number of AI experts 63
5.2.3 OPPORTUNITIES 64
5.2.3.1 Emergence of 5G network to bring IT and telecom together 64
5.2.3.2 Advent of autonomous vehicles coupled with connected car infrastructure 64
5.2.3.3 Rise in need for edge computing in IoT 64
5.2.3.4 Exploring emerging applications in various fields 65
5.2.4 CHALLENGES 65
5.2.4.1 Interoperability issues slowing adoption of edge AI software 65
5.2.4.2 Optimization of edge AI standards 65
5.3 TECHNOLOGY ANALYSIS 65
5.3.1 KEY TECHNOLOGY 66
5.3.1.1 AI 66
5.3.1.2 Edge computing 66
5.3.1.3 IoT 66
5.3.1.4 Computer vision 66
5.3.2 COMPLIMENTARY TECHNOLOGY 67
5.3.2.1 5G 67
5.3.2.2 Quantum computing 67
5.3.2.3 AR/VR 67
5.3.3 ADJACENT TECHNOLOGY 68
5.3.3.1 Cloud computing 68
5.3.3.2 Blockchain 68
5.3.3.3 Human-machine interface 69
5.4 CASE STUDY ANALYSIS 69
5.4.1 HEALTHCARE & LIFE SCIENCES 69
5.4.1.1 HCA Healthcare used Red Hat solutions to create real-time predictive analytics system to detect sepsis accurately and rapidly 69
5.4.1.2 Top robotic and digital surgery startups implemented NVIDIA Medical Edge AI computing platform 70
5.4.2 GOVERNMENT & PUBLIC SECTOR 71
5.4.2.1 Gorilla supported Taoyuan Airport’s smart city approach 71
5.4.3 MANUFACTURING 72
5.4.3.1 Schindler optimized elevator performance with on-board edge computing 72
5.4.3.2 Food manufacturer turned to TIBCO Spotfire analytics to ensure complex data visibility 72
5.4.3.3 Brembo chose TIBCO Spotfire analytics for implementation of analytics platforms 73
5.4.4 TRANSPORTATION & LOGISTICS 73
5.4.4.1 JetBlue setup real-time data and integration platform using TIBCO technologies 73
5.4.4.2 Imagimob used sensor technology and AI to develop SensorBeat 74
5.4.5 ENERGY AND UTILITIES 74
5.4.5.1 SparkCognition improved safety by preventing critical asset failure with AI at Edge 74
5.4.5.2 Hubco upgraded to Maximo for Oil and Gas 7.6 software and integrated its IT environment 75
5.4.6 TELECOM 76
5.4.6.1 XL Axiata leveraged TIBCO technology to improve customer experience 76
5.4.6.2 Algar Telecom deployed TIBCO Spotfire software for better decision-making 77
5.4.7 OTHER VERTICALS 78
5.4.7.1 Omelete created numerous Edge Applications on Azion platform to accelerate content delivery 78
5.4.7.2 Lojas Renner used edge applications to deliver large volume of requests on Black Friday 79
5.5 BRIEF HISTORY OF EDGE AI SOFTWARE MARKET 80
FIGURE 21 BRIEF HISTORY OF EDGE AI SOFTWARE MARKET 80
5.6 ARCHITECTURE OF EDGE AI SOFTWARE 81
FIGURE 22 ARCHITECTURE OF EDGE AI SOFTWARE 81
5.7 ECOSYSTEM/MARKET MAP 82
TABLE 7 EDGE AI SOFTWARE MARKET: ECOSYSTEM 82
FIGURE 23 KEY PLAYERS IN EDGE AI SOFTWARE MARKET ECOSYSTEM 84
5.8 REGULATORY LANDSCAPE 84
5.8.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 84
TABLE 8 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 84
TABLE 9 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 85
TABLE 10 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 87
TABLE 11 REST OF THE WORLD: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 88
5.8.2 NORTH AMERICA 88
5.8.2.1 US 88
5.8.2.1.1 California Consumer Privacy Act (CCPA) 88
5.8.2.1.2 Health Insurance Portability and Accountability Act (HIPAA) 88
5.8.2.2 Canada 88
5.8.2.2.1 Public Safety Canada Regulation 88

5.8.3 EUROPE 88
5.8.3.1 General Data Protection Regulation (GDPR) 88
5.8.4 ASIA PACIFIC 89
5.8.4.1 South Korea 89
5.8.4.1.1 Personal Information Protection Act (“PIPA”) 89
5.8.4.2 China 89
5.8.4.3 India 89
5.8.5 MIDDLE EAST & AFRICA 89
5.8.5.1 UAE 89
5.8.5.2 Israel 89
5.8.6 LATIN AMERICA 89
5.8.6.1 Brazil 89
5.8.6.2 Mexico 89
5.9 TARIFF LANDSCAPE 90
5.9.1 TARIFF RELATED TO EDGE AI SOFTWARE 90
TABLE 12 TARIFF RELATED TO EDGE AI SOFTWARE, 2022 90
5.10 SUPPLY CHAIN ANALYSIS 91
FIGURE 24 SUPPLY CHAIN ANALYSIS 91
5.11 PORTER’S FIVE FORCES ANALYSIS 92
FIGURE 25 PORTER’S FIVE FORCES ANALYSIS 92
TABLE 13 EDGE AI SOFTWARE MARKET: PORTER’S FIVE FORCES ANALYSIS 92
5.11.1 THREAT OF NEW ENTRANTS 93
5.11.2 THREAT OF SUBSTITUTES 93
5.11.3 BARGAINING POWER OF SUPPLIERS 93
5.11.4 BARGAINING POWER OF BUYERS 93
5.11.5 INTENSITY OF COMPETITIVE RIVALRY 93
5.12 KEY CONFERENCES AND EVENTS 94
TABLE 14 EDGE AI SOFTWARE MARKET: DETAILED LIST OF CONFERENCES AND EVENTS, 2023–2024 94
5.13 KEY STAKEHOLDERS & BUYING CRITERIA 95
5.13.1 KEY STAKEHOLDERS IN BUYING PROCESS 95
FIGURE 26 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP THREE VERTICALS 95
TABLE 15 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP THREE VERTICALS 95
5.13.2 BUYING CRITERIA 96
FIGURE 27 KEY BUYING CRITERIA FOR TOP THREE VERTICALS 96
TABLE 16 KEY BUYING CRITERIA FOR TOP THREE VERTICALS 96
5.14 PRICING ANALYSIS 96
5.14.1 INDICATIVE PRICING LEVELS OF EDGE AI SOFTWARE SOLUTIONS 97
TABLE 17 INDICATIVE PRICING LEVELS OF EDGE AI SOFTWARE SOLUTIONS 97
5.14.2 AVERAGE SELLING PRICE TREND OF KEY PLAYERS, BY SERVICE 98
FIGURE 28 AVERAGE SELLING PRICE TREND OF KEY PLAYERS, BY SERVICE 98
TABLE 18 AVERAGE SELLING PRICE TREND OF KEY PLAYERS, BY SERVICE 98
5.15 PATENT ANALYSIS 99
5.15.1 METHODOLOGY 99
5.15.2 DOCUMENT TYPE 99
TABLE 19 PATENTS FILED, 2013–2023 99
5.15.3 INNOVATION AND PATENT APPLICATIONS 100
FIGURE 29 TOTAL NUMBER OF PATENTS GRANTED, 2013–2023 100
5.15.3.1 Top applicants 100
FIGURE 30 TOP COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS, 2013–2023 100
FIGURE 31 REGIONAL ANALYSIS OF PATENTS GRANTED, 2013–2023 101
TABLE 20 TOP 20 PATENT OWNERS, 2013–2023 101
TABLE 21 LIST OF MAJOR PATENTS IN EDGE AI SOFTWARE MARKET, 2023 102
5.16 TRADE ANALYSIS 106
5.16.1 IMPORT SCENARIO OF COMPUTER SOFTWARE 106
FIGURE 32 COMPUTER SOFTWARE IMPORT, BY KEY COUNTRY, 2015–2022 (USD BILLION) 107
5.16.2 EXPORT SCENARIO OF COMPUTER SOFTWARE 107
FIGURE 33 COMPUTER SOFTWARE EXPORT, BY KEY COUNTRY, 2015–2022 (USD BILLION) 108
5.17 TRENDS/DISRUPTIONS IMPACTING CUSTOMER’S BUSINESS 109
FIGURE 34 EDGE AI SOFTWARE MARKET: TRENDS/DISRUPTIONS IMPACTING CUSTOMER’S BUSINESS 109
5.18 BEST PRACTICES IN EDGE AI SOFTWARE MARKET 110
TABLE 22 BEST PRACTICES IN EDGE AI SOFTWARE MARKETS 110
5.19 TECHNOLOGY ROADMAP OF EDGE AI SOFTWARE MARKET 111
TABLE 23 SHORT-TERM ROADMAP, 2023–2025 111
TABLE 24 MID-TERM ROADMAP, 2026–2028 111
TABLE 25 LONG-TERM ROADMAP, 2029–2030 112
5.20 BUSINESS MODELS OF EDGE AI SOFTWARE MARKET 112
5.20.1 BUSINESS MODEL FOR SOFTWARE PROVIDERS 112
5.20.2 BUSINESS MODEL FOR SERVICE PROVIDERS 113
6 EDGE AI SOFTWARE MARKET, BY OFFERING 114
6.1 INTRODUCTION 115
6.1.1 OFFERINGS: EDGE AI SOFTWARE MARKET DRIVERS 115
FIGURE 35 EDGE AI SOFTWARE SOLUTIONS TO LEAD MARKET DURING FORECAST PERIOD 116
TABLE 26 EDGE AI SOFTWARE MARKET, BY OFFERING, 2018–2022 (USD MILLION) 116
TABLE 27 EDGE AI SOFTWARE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 116
6.2 SOLUTIONS 116
TABLE 28 EDGE AI SOFTWARE SOLUTIONS MARKET, BY REGION, 2018–2022 (USD MILLION) 117
TABLE 29 EDGE AI SOFTWARE SOLUTIONS MARKET, BY REGION, 2023–2028 (USD MILLION) 117
6.2.1 EDGE AI SOFTWARE SOLUTIONS MARKET, BY TYPE 117
FIGURE 36 INTEGRATED SOLUTIONS TO ACCOUNT FOR LARGEST SHARE DURING FORECAST PERIOD 118
TABLE 30 EDGE AI SOFTWARE SOLUTIONS MARKET, BY TYPE, 2018–2022 (USD MILLION) 118
TABLE 31 EDGE AI SOFTWARE SOLUTIONS MARKET, BY TYPE, 2023–2028 (USD MILLION) 118
6.2.2 STANDALONE 118
6.2.2.1 Deploying power of location intelligence for data-driven insights 118
TABLE 32 STANDALONE EDGE AI SOFTWARE SOLUTIONS MARKET, BY REGION, 2018–2022 (USD MILLION) 119
TABLE 33 STANDALONE EDGE AI SOFTWARE SOLUTIONS MARKET, BY REGION, 2023–2028 (USD MILLION) 119
6.2.3 INTEGRATED 119
6.2.3.1 Use of ETL to extract geographic data from any source system 119
TABLE 34 INTEGRATED EDGE AI SOFTWARE SOLUTIONS MARKET, BY REGION, 2018–2022 (USD MILLION) 120
TABLE 35 INTEGRATED EDGE AI SOFTWARE SOLUTIONS MARKET, BY REGION, 2023–2028 (USD MILLION) 120
6.2.4 EDGE AI SOFTWARE SOLUTIONS MARKET, BY DEPLOYMENT 120
TABLE 36 EDGE AI SOFTWARE SOLUTIONS MARKET, BY DEPLOYMENT, 2018–2022 (USD MILLION) 121
TABLE 37 EDGE AI SOFTWARE SOLUTIONS MARKET, BY DEPLOYMENT, 2023–2028 (USD MILLION) 121
6.2.5 ON-PREMISES 122
6.2.5.1 On-premise deployment efficiently curtails data transfer costs and latency 122
TABLE 38 ON-PREMISE EDGE AI SOFTWARE MARKET, BY REGION, 2018–2022 (USD MILLION) 122
TABLE 39 ON-PREMISE EDGE AI SOFTWARE MARKET, BY REGION, 2023–2028 (USD MILLION) 122
6.2.6 CLOUD 123
6.2.6.1 Need for scalable deployment model in organizations 123
TABLE 40 CLOUD-BASED EDGE AI SOFTWARE MARKET, BY REGION, 2018–2022 (USD MILLION) 123
TABLE 41 CLOUD-BASED EDGE AI SOFTWARE MARKET, BY REGION, 2023–2028 (USD MILLION) 123
6.3 SERVICES 124
TABLE 42 EDGE AI SOFTWARE SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION) 124
TABLE 43 EDGE AI SOFTWARE SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION) 124
TABLE 44 EDGE AI SOFTWARE SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION) 125
TABLE 45 EDGE AI SOFTWARE SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION) 125
6.3.1 PROFESSIONAL SERVICES 125
TABLE 46 EDGE AI SOFTWARE PROFESSIONAL SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION) 126
TABLE 47 EDGE AI SOFTWARE PROFESSIONAL SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION) 126
TABLE 48 EDGE AI SOFTWARE PROFESSIONAL SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION) 127
TABLE 49 EDGE AI SOFTWARE PROFESSIONAL SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION) 127
6.3.1.1 Training & consulting 127
TABLE 50 TRAINING & CONSULTING SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION) 128
TABLE 51 TRAINING & CONSULTING SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION) 128
6.3.1.2 System integration & testing 128
TABLE 52 SYSTEM & INTEGRATION SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION) 129
TABLE 53 SYSTEM & INTEGRATION SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION) 129
6.3.1.3 Support & maintenance 129
TABLE 54 SUPPORT & MAINTENANCE SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION) 130
TABLE 55 SUPPORT & MAINTENANCE SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION) 130
6.3.2 MANAGED SERVICES 130
TABLE 56 EDGE AI SOFTWARE MANAGED SERVICES MARKET, BY REGION, 2018–2022 (USD MILLION) 131
TABLE 57 EDGE AI SOFTWARE MANAGED SERVICES MARKET, BY REGION, 2023–2028 (USD MILLION) 131
7 EDGE AI SOFTWARE MARKET, BY DATA TYPE 132
7.1 INTRODUCTION 133
7.1.1 DATA TYPE: EDGE AI SOFTWARE MARKET DRIVERS 133
FIGURE 40 AUDIO DATA SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 134
TABLE 58 EDGE AI SOFTWARE MARKET, BY DATA TYPE, 2018–2022 (USD MILLION) 134
TABLE 59 EDGE AI SOFTWARE MARKET, BY DATA TYPE, 2023–2028 (USD MILLION) 135
7.2 VIDEO & IMAGE DATA 135
7.2.1 ENABLING REAL-TIME ANALYSIS, REDUCING LATENCY, AND CONSERVING BANDWIDTH 135
TABLE 60 EDGE AI SOFTWARE MARKET FOR VIDEO & IMAGE DATA, BY REGION, 2018–2022 (USD MILLION) 135
TABLE 61 EDGE AI SOFTWARE MARKET FOR VIDEO & IMAGE DATA, BY REGION, 2023–2028 (USD MILLION) 136
TABLE 62 EDGE AI SOFTWARE MARKET FOR VIDEO & IMAGE DATA, BY APPLICATION, 2018–2022 (USD MILLION) 136
TABLE 63 EDGE AI SOFTWARE MARKET FOR VIDEO & IMAGE DATA, BY APPLICATION, 2023–2028 (USD MILLION) 136
7.2.2 OBJECT DETECTION & RECOGNITION 137
7.2.3 FACIAL RECOGNITION 137
7.2.4 VISUAL INSPECTION 137
7.2.5 OTHER VIDEO & IMAGE DATA APPLICATIONS 137
7.3 AUDIO DATA 138
7.3.1 RAPID EDGE AI PROCESSING TO PREVENT TAMPERING WITH AUDIO DATA 138
TABLE 64 EDGE AI SOFTWARE MARKET FOR AUDIO DATA, BY REGION, 2018–2022 (USD MILLION) 138
TABLE 65 EDGE AI SOFTWARE MARKET FOR AUDIO DATA, BY REGION, 2023–2028 (USD MILLION) 138
TABLE 66 EDGE AI SOFTWARE MARKET FOR AUDIO DATA, BY APPLICATION, 2018–2022 (USD MILLION) 139
TABLE 67 EDGE AI SOFTWARE MARKET FOR AUDIO DATA, BY APPLICATION, 2023–2028 (USD MILLION) 139
7.3.2 SPEECH RECOGNITION 139
7.3.3 SOUND ANOMALY DETECTION 140
7.3.4 VOICE ASSISTANTS 140
7.3.5 OTHER AUDIO DATA APPLICATIONS 140
7.4 TEXT & LANGUAGE DATA 141
7.4.1 NLP: KEY IN SIMULATING HUMAN CONVERSATIONS USING COMPUTATIONAL LINGUISTICS WITH DEEP LEARNING MODELS 141
TABLE 68 EDGE AI SOFTWARE MARKET FOR TEXT & LANGUAGE DATA, BY REGION, 2018–2022 (USD MILLION) 141
TABLE 69 EDGE AI SOFTWARE MARKET FOR TEXT & LANGUAGE DATA, BY REGION, 2023–2028 (USD MILLION) 141
TABLE 70 EDGE AI SOFTWARE MARKET FOR TEXT & LANGUAGE DATA, BY APPLICATION, 2018–2022 (USD MILLION) 142
TABLE 71 EDGE AI SOFTWARE MARKET FOR TEXT & LANGUAGE DATA, BY APPLICATION, 2023–2028 (USD MILLION) 142
7.4.2 NATURAL LANGUAGE PROCESSING (NLP) 142
7.4.3 SENTIMENT ANALYSIS 143
7.4.4 CHATBOTS & VIRTUAL ASSISTANTS 143
7.4.5 OTHER TEXT & LANGUAGE DATA APPLICATIONS 143
7.5 ENVIRONMENTAL & LOCATION DATA 144
7.5.1 OFFERING REAL-TIME INSIGHTS TO HELP BUILD SMART CITIES AND BEYOND 144
TABLE 72 EDGE AI SOFTWARE MARKET FOR ENVIRONMENTAL & LOCATION DATA, BY REGION, 2018–2022 (USD MILLION) 144
TABLE 73 EDGE AI SOFTWARE MARKET FOR ENVIRONMENTAL & LOCATION DATA, BY REGION, 2023–2028 (USD MILLION) 144
TABLE 74 EDGE AI SOFTWARE MARKET FOR ENVIRONMENTAL & LOCATION DATA, BY APPLICATION, 2018–2022 (USD MILLION) 145
TABLE 75 EDGE AI SOFTWARE MARKET FOR ENVIRONMENTAL & LOCATION DATA, BY APPLICATION, 2023–2028 (USD MILLION) 145
7.5.2 GEOSPATIAL ANALYSIS 145
7.5.3 WEATHER PREDICTION 146
7.5.4 AIR QUALITY MONITORING 146
7.5.5 OTHER ENVIRONMENTAL & LOCATION DATA APPLICATIONS 146
7.6 BIOMETRIC DATA 147
7.6.1 DEMAND TO POWER REAL-TIME, PRIVACY-PRESERVING, AND BANDWIDTH-EFFICIENT APPLICATIONS 147
TABLE 76 EDGE AI SOFTWARE MARKET FOR BIOMETRIC DATA, BY REGION, 2018–2022 (USD MILLION) 147
TABLE 77 EDGE AI SOFTWARE MARKET FOR BIOMETRIC DATA, BY REGION, 2023–2028 (USD MILLION) 147
TABLE 78 EDGE AI SOFTWARE MARKET FOR BIOMETRIC DATA, BY APPLICATION, 2018–2022 (USD MILLION) 148
TABLE 79 EDGE AI SOFTWARE MARKET FOR BIOMETRIC DATA, BY APPLICATION, 2023–2028 (USD MILLION) 148
7.6.2 FINGERPRINT RECOGNITION 148
7.6.3 IRIS & RETINA SCANNING 148
7.6.4 BIOMETRIC AUTHENTICATION 149
7.6.5 OTHER BIOMETRIC DATA APPLICATIONS 149
7.7 MULTI-MODAL DATA 149
7.7.1 NEED TO REVOLUTIONIZE DECISION-MAKING, ACCURACY, RESOURCE UTILIZATION, AND PRIVACY 149
TABLE 80 EDGE AI SOFTWARE MARKET FOR MULTI-MODAL DATA, BY REGION, 2018–2022 (USD MILLION) 150
TABLE 81 EDGE AI SOFTWARE MARKET FOR MULTI-MODAL DATA, BY REGION, 2023–2028 (USD MILLION) 150
TABLE 82 EDGE AI SOFTWARE MARKET FOR MULTI-MODAL DATA, BY APPLICATION, 2018–2022 (USD MILLION) 150
TABLE 83 EDGE AI SOFTWARE MARKET FOR MULTI-MODAL DATA, BY APPLICATION, 2023–2028 (USD MILLION) 151
7.7.2 INTEGRATION OF SENSORS 151
7.7.3 INTEGRATION OF TEXT & VISUAL DATA 151
7.7.4 OTHER MULTI-MODAL DATA APPLICATIONS 151
8 EDGE AI SOFTWARE MARKET, BY VERTICAL 152
8.1 INTRODUCTION 153
8.1.1 VERTICAL: EDGE AI SOFTWARE MARKET DRIVERS 153
FIGURE 41 HEALTHCARE & LIFE SCIENCES SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD 154
TABLE 84 EDGE AI SOFTWARE MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 154
TABLE 85 EDGE AI SOFTWARE MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 155
8.2 BFSI 155
TABLE 86 BFSI: USE CASES 156
TABLE 87 EDGE AI SOFTWARE MARKET IN BFSI VERTICAL, BY REGION, 2018–2022 (USD MILLION) 156
TABLE 88 EDGE AI SOFTWARE MARKET IN BFSI VERTICAL, BY REGION, 2023–2028 (USD MILLION) 156
TABLE 89 EDGE AI SOFTWARE MARKET IN BFSI VERTICAL, BY APPLICATION, 2018–2022 (USD MILLION) 157
TABLE 90 EDGE AI SOFTWARE MARKET IN BFSI VERTICAL, BY APPLICATION, 2023–2028 (USD MILLION) 157
8.2.1 FRAUD DETECTION & PREVENTION 157
8.2.2 CUSTOMER AUTHENTICATION 158
8.2.3 PERSONALIZED CUSTOMER SERVICES 158
8.2.4 CREDIT SCORING 158
8.2.5 OTHER BFSI APPLICATIONS 158
8.3 GOVERNMENT & PUBLIC SECTOR 159
TABLE 91 GOVERNMENT & PUBLIC SECTOR: USE CASES 159
TABLE 92 EDGE AI SOFTWARE MARKET IN GOVERNMENT & PUBLIC SECTOR, BY REGION, 2018–2022 (USD MILLION) 159
TABLE 93 EDGE AI SOFTWARE MARKET IN GOVERNMENT & PUBLIC SECTOR, BY REGION, 2023–2028 (USD MILLION) 160
TABLE 94 EDGE AI SOFTWARE MARKET IN GOVERNMENT & PUBLIC SECTOR, BY APPLICATION, 2018–2022 (USD MILLION) 160
TABLE 95 EDGE AI SOFTWARE MARKET IN GOVERNMENT & PUBLIC SECTOR, BY APPLICATION, 2023–2028 (USD MILLION) 160
8.3.1 TRAFFIC MANAGEMENT 161
8.3.2 WASTE OR WATER MANAGEMENT 161
8.3.3 SMART CITY MANAGEMENT 161
8.3.4 SECURITY & LAW ENFORCEMENT 161
8.3.5 OTHER GOVERNMENT & PUBLIC SECTOR APPLICATIONS 161
8.4 MANUFACTURING 162
TABLE 96 MANUFACTURING: USE CASES 162
TABLE 97 EDGE AI SOFTWARE MARKET IN MANUFACTURING VERTICAL, BY REGION, 2018–2022 (USD MILLION) 162
TABLE 98 EDGE AI SOFTWARE MARKET IN MANUFACTURING VERTICAL, BY REGION, 2023–2028 (USD MILLION) 163
TABLE 99 EDGE AI SOFTWARE MARKET IN MANUFACTURING VERTICAL, BY APPLICATION, 2018–2022 (USD MILLION) 163
TABLE 100 EDGE AI SOFTWARE MARKET IN MANUFACTURING VERTICAL, BY APPLICATION, 2023–2028 (USD MILLION) 163
8.4.1 PREDICTIVE MAINTENANCE 164
8.4.2 YIELD OPTIMIZATION 164
8.4.3 CONDITION & PRECISION MONITORING 164
8.4.4 QUALITY CONTROL 164
8.4.5 OTHER MANUFACTURING APPLICATIONS 165
8.5 HEALTHCARE & LIFE SCIENCES 165
TABLE 101 HEALTHCARE & LIFE SCIENCES: USE CASES 165
TABLE 102 EDGE AI SOFTWARE MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY REGION, 2018–2022 (USD MILLION) 166
TABLE 103 EDGE AI SOFTWARE MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY REGION, 2023–2028 (USD MILLION) 166
TABLE 104 EDGE AI SOFTWARE MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY APPLICATION, 2018–2022 (USD MILLION) 166
TABLE 105 EDGE AI SOFTWARE MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY APPLICATION, 2023–2028 (USD MILLION) 167
8.5.1 IN-HOSPITAL PATIENT MONITORING 167
8.5.2 FALL DETECTION 167
8.5.3 RADIOLOGY 167
8.5.4 ANOMALY & INJURIES DETECTION 168
8.5.5 OTHER HEALTHCARE & LIFE SCIENCE APPLICATIONS 168
8.6 ENERGY & UTILITIES 168
TABLE 106 ENERGY & UTILITIES: USE CASES 168
TABLE 107 EDGE AI SOFTWARE MARKET IN ENERGY & UTILITIES VERTICAL, BY REGION, 2018–2022 (USD MILLION) 169
TABLE 108 EDGE AI SOFTWARE MARKET IN ENERGY & UTILITIES VERTICAL, BY REGION, 2023–2028 (USD MILLION) 169
TABLE 109 EDGE AI SOFTWARE MARKET IN ENERGY & UTILITIES VERTICAL, BY APPLICATION, 2018–2022 (USD MILLION) 169
TABLE 110 EDGE AI SOFTWARE MARKET IN ENERGY & UTILITIES VERTICAL, BY APPLICATION, 2023–2028 (USD MILLION) 170
8.6.1 ENERGY OPTIMIZATION 170
8.6.2 DISTRIBUTED ENERGY MANAGEMENT 170
8.6.3 SMART GRIDS 170
8.6.4 PIPELINE OPTIMIZATION 171
8.6.5 OTHER ENERGY & UTILITY APPLICATIONS 171
8.7 TELECOMMUNICATIONS 171
TABLE 111 TELECOMMUNICATIONS: USE CASES 171
TABLE 112 EDGE AI SOFTWARE MARKET IN TELECOMMUNICATIONS VERTICAL, BY REGION, 2018–2022 (USD MILLION) 171
TABLE 113 EDGE AI SOFTWARE MARKET IN TELECOMMUNICATIONS VERTICAL, BY REGION, 2023–2028 (USD MILLION) 172
TABLE 114 EDGE AI SOFTWARE MARKET IN TELECOMMUNICATIONS VERTICAL, BY APPLICATION, 2018–2022 (USD MILLION) 172
TABLE 115 EDGE AI SOFTWARE MARKET IN TELECOMMUNICATIONS VERTICAL, BY APPLICATION, 2023–2028 (USD MILLION) 172
8.7.1 NETWORK MANAGEMENT & OPTIMIZATION 173
8.7.2 CUSTOMER CHURN PREVENTION 173
8.7.3 FAULT DETECTION 173
8.7.4 ROOT CAUSE ANALYSIS 173
8.7.5 OTHER TELECOMMUNICATION APPLICATIONS 174
8.8 MEDIA & ENTERTAINMENT 174
TABLE 116 MEDIA & ENTERTAINMENT: USE CASES 174
TABLE 117 EDGE AI SOFTWARE MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY REGION, 2018–2022 (USD MILLION) 174
TABLE 118 EDGE AI SOFTWARE MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY REGION, 2023–2028 (USD MILLION) 175
TABLE 119 EDGE AI SOFTWARE MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY APPLICATION, 2018–2022 (USD MILLION) 175
TABLE 120 EDGE AI SOFTWARE MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY APPLICATION, 2023–2028 (USD MILLION) 175
8.8.1 VIDEO STREAMING 176
8.8.2 CLOUD GAMING 176
8.8.3 AR/VR/MR 176
8.8.4 CONTENT RENDERING & CACHING 176
8.8.5 OTHER MEDIA & ENTERTAINMENT APPLICATIONS 177
8.9 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS 177
TABLE 121 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: USE CASES 177
TABLE 122 EDGE AI SOFTWARE MARKET IN AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS VERTICAL, BY REGION, 2018–2022 (USD MILLION) 178
TABLE 123 EDGE AI SOFTWARE MARKET IN AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS VERTICAL, BY REGION, 2023–2028 (USD MILLION) 178
TABLE 124 EDGE AI SOFTWARE MARKET IN AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS VERTICAL, BY APPLICATION, 2018–2022 (USD MILLION) 178
TABLE 125 EDGE AI SOFTWARE MARKET IN AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS VERTICAL, BY APPLICATION, 2023–2028 (USD MILLION) 179
8.9.1 SUPPLY CHAIN MANAGEMENT 179
8.9.2 AUTONOMOUS VEHICLES 179
8.9.3 DEVICE FAILURE 180
8.9.4 EQUIPMENT MANAGEMENT 180
8.9.5 DRIVER MONITORING 180
8.9.6 VOICE & GESTURE CONTROL 180
8.9.7 OTHER AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS APPLICATIONS 180
8.10 OTHER VERTICALS 181
TABLE 126 EDGE AI SOFTWARE MARKET IN OTHER VERTICALS, BY REGION, 2018–2022 (USD MILLION) 181
TABLE 127 EDGE AI SOFTWARE MARKET IN OTHER VERTICALS, BY REGION, 2023–2028 (USD MILLION) 181
TABLE 128 EDGE AI SOFTWARE MARKET IN OTHER VERTICALS, BY APPLICATION, 2018–2022 (USD MILLION) 182
TABLE 129 EDGE AI SOFTWARE MARKET IN OTHER VERTICALS, BY APPLICATION, 2023–2028 (USD MILLION) 182
8.10.1 WEATHER MONITORING 182
8.10.2 IDENTIFICATION & ACCESS MANAGEMENT 183
8.10.3 SMART ENERGY SYSTEMS 183
8.10.4 FRAUD DETECTION & PREVENTION 183
8.10.5 CUSTOMER ENGAGEMENT 183
8.10.6 OTHER APPLICATIONS IN OTHER VERTICALS 184
9 EDGE AI SOFTWARE MARKET, BY REGION 185
9.1 INTRODUCTION 186
FIGURE 42 INDIA TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD 186
FIGURE 43 ASIA PACIFIC TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD 187
TABLE 130 EDGE AI SOFTWARE MARKET, BY REGION, 2018–2022 (USD MILLION) 187
TABLE 131 EDGE AI SOFTWARE MARKET, BY REGION, 2023–2028 (USD MILLION) 187
9.2 NORTH AMERICA 188
9.2.1 NORTH AMERICA: EDGE AI SOFTWARE MARKET DRIVERS 188
9.2.2 NORTH AMERICA: RECESSION IMPACT 188
FIGURE 44 NORTH AMERICA: MARKET SNAPSHOT 189
TABLE 132 NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY OFFERING, 2018–2022 (USD MILLION) 189
TABLE 133 NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 190
TABLE 134 NORTH AMERICA: EDGE AI SOFTWARE SOLUTIONS MARKET, BY TYPE, 2018–2022 (USD MILLION) 190
TABLE 135 NORTH AMERICA: EDGE AI SOFTWARE SOLUTIONS MARKET, BY TYPE, 2023–2028 (USD MILLION) 190
TABLE 136 NORTH AMERICA: EDGE AI SOFTWARE SOLUTIONS MARKET, BY DEPLOYMENT, 2018–2022 (USD MILLION) 190
TABLE 137 NORTH AMERICA: EDGE AI SOFTWARE SOLUTIONS MARKET, BY DEPLOYMENT, 2023–2028 (USD MILLION) 191
TABLE 138 NORTH AMERICA: EDGE AI SOFTWARE SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION) 191
TABLE 139 NORTH AMERICA: EDGE AI SOFTWARE SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION) 191
TABLE 140 NORTH AMERICA: EDGE AI SOFTWARE PROFESSIONAL SERVICES, BY TYPE, 2018–2022 (USD MILLION) 191
TABLE 141 NORTH AMERICA: EDGE AI SOFTWARE PROFESSIONAL SERVICES, BY TYPE, 2023–2028 (USD MILLION) 192
TABLE 142 NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY DATA TYPE, 2018–2022 (USD MILLION) 192
TABLE 143 NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY DATA TYPE, 2023–2028 (USD MILLION) 192
TABLE 144 NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 193
TABLE 145 NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 193
TABLE 146 NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 194
TABLE 147 NORTH AMERICA: EDGE AI SOFTWARE MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 194
9.2.3 US 194
9.2.3.1 Rapid adoption of advanced technologies to enhance business efficiency 194
9.2.4 CANADA 195
9.2.4.1 Abundant talent pool, global reputation for excellence in AI research, and presence of prominent vendors 195
9.3 EUROPE 195
9.3.1 EUROPE: EDGE AI SOFTWARE MARKET DRIVERS 195
9.3.2 EUROPE: RECESSION IMPACT 196
TABLE 148 EUROPE: EDGE AI SOFTWARE MARKET, BY OFFERING, 2018–2022 (USD MILLION) 196
TABLE 149 EUROPE: EDGE AI SOFTWARE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 196
TABLE 150 EUROPE: EDGE AI SOFTWARE SOLUTIONS MARKET, BY TYPE, 2018–2022 (USD MILLION) 197
TABLE 151 EUROPE: EDGE AI SOFTWARE SOLUTIONS MARKET, BY TYPE, 2023–2028 (USD MILLION) 197
TABLE 152 EUROPE: EDGE AI SOFTWARE SOLUTIONS MARKET, BY DEPLOYMENT, 2018–2022 (USD MILLION) 197
TABLE 153 EUROPE: EDGE AI SOFTWARE SOLUTIONS MARKET, BY DEPLOYMENT, 2023–2028 (USD MILLION) 197
TABLE 154 EUROPE: EDGE AI SOFTWARE SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION) 198
TABLE 155 EUROPE: EDGE AI SOFTWARE SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION) 198
TABLE 156 EUROPE: EDGE AI SOFTWARE PROFESSIONAL SERVICES, BY TYPE, 2018–2022 (USD MILLION) 198
TABLE 157 EUROPE: EDGE AI SOFTWARE PROFESSIONAL SERVICES, BY TYPE, 2023–2028 (USD MILLION) 198
TABLE 158 EUROPE: EDGE AI SOFTWARE MARKET, BY DATA TYPE, 2018–2022 (USD MILLION) 199
TABLE 159 EUROPE: EDGE AI SOFTWARE MARKET, BY DATA TYPE, 2023–2028 (USD MILLION) 199
TABLE 160 EUROPE: EDGE AI SOFTWARE MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 199
TABLE 161 EUROPE: EDGE AI SOFTWARE MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 200
TABLE 162 EUROPE: EDGE AI SOFTWARE MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 200
TABLE 163 EUROPE: EDGE AI SOFTWARE MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 201
9.3.3 UK 201
9.3.3.1 Stringent regulatory compliances, strong customer base, and rise in awareness of potential of AI 201
9.3.4 GERMANY 201
9.3.4.1 Highly skilled labor force, robust infrastructure, and rise in adoption of AI and ML technologies 201
9.3.5 FRANCE 202
9.3.5.1 Investment from various investors and presence of high-potential client base 202
9.3.6 ITALY 202
9.3.6.1 Growing concerns for security, production, and supply chain management 202
9.3.7 SPAIN 202
9.3.7.1 Government support, private sector investment, and various government initiatives 202
9.3.8 BENELUX 203
9.3.8.1 Presence of leading edge AI companies and strong focus on innovation and digitalization 203
9.3.9 REST OF EUROPE 203
9.4 ASIA PACIFIC 203
9.4.1 ASIA PACIFIC: EDGE AI SOFTWARE MARKET DRIVERS 204
9.4.2 ASIA PACIFIC: IMPACT OF RECESSION 204
FIGURE 45 ASIA PACIFIC: MARKET SNAPSHOT 205
TABLE 164 ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY OFFERING, 2018–2022 (USD MILLION) 205
TABLE 165 ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY OFFERING, 2023–2028 (USD MILLION) 206
TABLE 166 ASIA PACIFIC: EDGE AI SOFTWARE SOLUTIONS MARKET, BY TYPE, 2018–2022 (USD MILLION) 206
TABLE 167 ASIA PACIFIC: EDGE AI SOFTWARE SOLUTIONS MARKET, BY TYPE, 2023–2028 (USD MILLION) 206
TABLE 168 ASIA PACIFIC: EDGE AI SOFTWARE SOLUTIONS MARKET, BY DEPLOYMENT, 2018–2022 (USD MILLION) 206
TABLE 169 ASIA PACIFIC: EDGE AI SOFTWARE SOLUTIONS MARKET, BY DEPLOYMENT, 2023–2028 (USD MILLION) 207
TABLE 170 ASIA PACIFIC: EDGE AI SOFTWARE SERVICES MARKET, BY TYPE, 2018–2022 (USD MILLION) 207
TABLE 171 ASIA PACIFIC: EDGE AI SOFTWARE SERVICES MARKET, BY TYPE, 2023–2028 (USD MILLION) 207
TABLE 172 ASIA PACIFIC: EDGE AI SOFTWARE PROFESSIONAL SERVICES, BY TYPE, 2018–2022 (USD MILLION) 207
TABLE 173 ASIA PACIFIC: EDGE AI SOFTWARE PROFESSIONAL SERVICES, BY TYPE, 2023–2028 (USD MILLION) 208
TABLE 174 ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY DATA TYPE, 2018–2022 (USD MILLION) 208
TABLE 175 ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY DATA TYPE, 2023–2028 (USD MILLION) 208
TABLE 176 ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 209
TABLE 177 ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY VERTICAL, 2023–2028 (USD MILLION) 209
TABLE 178 ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 210
TABLE 179 ASIA PACIFIC: EDGE AI SOFTWARE MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 210
9.4.3 CHINA 210
9.4.3.1 Government initiatives and rising AI-based edge video 210
9.4.4 JAPAN 211
9.4.4.1 Need for progressive AI capabilities and government support for technological innovation 211
9.4.5 INDIA 211
9.4.5.1 Presence of major global technology giants and government initiatives 211
9.4.6 ANZ 212
9.4.6.1 Surge in collaborations between MNCs and research institutions, technological infrastructure, and thriving startup ecosystem 212
9.4.7 ASEAN 212
9.4.7.1 Need for real-time data processing and decision-making at edge of networks 212
9.4.8 REST OF ASIA PACIFIC 212

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Table of Contents

Summary

The global market for Edge Al Software is projected to grow from USD 1.1 billion in 2023 to USD 4.1 billion by 2028, at a CAGR of 30.5% during the forecast period. Edge AI software is revolutionizing industries worldwide, driven by its ability to process data in real-time, minimize latency, and bolster security. This exponential growth can be attributed to several factors, including the proliferation of IoT devices generating massive amounts of data that require real-time processing. Edge AI software effectively addresses this need by analyzing data on the edge, eliminating the need for cloud transmission. Additionally, edge AI software reduces latency by processing data closer to the source, ensuring real-time responses critical for applications such as autonomous vehicles and smart cities. Furthermore, it enhances security by isolating data on the edge, making it more resistant to unauthorized access.

“The healthcare & life sciences vertical is projected to hold the largest CAGR during the forecast period.”
Edge AI software is being adopted in the healthcare and life sciences vertical to enable smart medical facilities with digital diagnosis and remote patient monitoring. The adoption of Edge AI in healthcare is critical for both patients and healthcare providers, as it can automate tasks, enable autonomous monitoring of hospital rooms and patients, and monitor vital signs. Edge AI computing usage cases can greatly extend the range of health services, and large chip manufacturers have been investing heavily in Edge AI. Edge AI is utilized for in-hospital patient monitoring, fall detection, radiology, and anomaly and injury detection. Real-time insights and alerts can be given to operators as suspicious activity or objects are detected.

“Among data type, video and image data to account for the largest market during the forecast period.”
Edge AI software is being adopted in image and voice data to enable computer vision in business and mission-critical systems. Edge AI involves deploying AI applications in devices throughout the physical world, allowing computations to be done close to where data is actually created, rather than at a centralized cloud computing facility or private data centre. Edge AI devices include smart speakers, smartphones, laptops, robots, self-driven cars, drones, and surveillance cameras that use video analytics. Object detection and recognition are key features of Edge AI software. AI image recognition technology is a core application of deep learning. AI systems can pick up hidden patterns in collections of images and make independent, smart decisions. The benefits of edge AI include increased privacy, reduced power, and faster real-time analytics at higher speeds, lower costs, and with less power.

“Among service, professional services is anticipated to account for the largest market share during the forecast period.”
Edge AI software is revolutionizing professional services by enabling real-time data analysis and decision-making. This technology allows for predictive maintenance, fraud detection, risk assessment, compliance monitoring, and remote monitoring, all while ensuring data privacy and minimizing latency. As a result, edge AI is transforming the way professional services are delivered, leading to improved efficiency, productivity, and customer satisfaction.
“North America to account for the largest market size during the forecast period.”
The adoption of edge AI software in North America is rapidly gaining traction, driven by government initiatives, industry adoption, and technological advancements. Government support is accelerating the integration of edge AI into critical infrastructure and services, while businesses are embracing edge AI for predictive maintenance, real-time patient monitoring, autonomous vehicles, and smart city infrastructure. With continued innovation and adoption, edge AI is poised to play a transformative role in various sectors across North America.
Breakdown of primaries
In-depth interviews were conducted with Chief Executive Officers (CEOs), innovation and technology directors, system integrators, and executives from various key organizations operating in the Edge AI software market.
 By Company: Tier I: 35%, Tier II: 45%, and Tier III: 20%
 By Designation: C-Level Executives: 35%, Directors: 25%, and Others: 40%
 By Region: North America: 40%, Europe: 20%, APAC: 30%, MEA: 5%, Latin America: 5%
Major vendors offering Edge AI software solutions and services across the globe are Microsoft (US), IBM (US), Google (US), AWS (US), Nutanix (US), Synaptics (US), TIBCO (US), Octonion (Switzerland), Imagimob (Sweden), Anagog (Israel), Veea (US), Gorilla Technology (China), Azion (US), Bragi (Germany), Tact.ai (US), Ekinops (France), Clearblade (US), Alef Edge (US), Adapdix (US), byteLAKE (Poland), Reality Al (US), Deci (Israel), Edgeworx (US), Swim (US), Invision Al (Canada), Horizon Robotics (China), Kneron (US), DeepBrainz (India), Johnson Controls(Ireland), and Blaize(US).

Research Coverage
The market study covers Edge AI software across segments. It aims to estimate the market size and the growth potential across different segments, such as offering, data type, vertical, and region. It includes an in-depth competitive analysis of the key players in the market, along with their company profiles, key observations related to product and business offerings, recent developments, and key market strategies.
Key Benefits of Buying the Report
The report would provide the market leaders/new entrants in this market with information on the closest approximations of the revenue numbers for the overall market for Edge AI software and its subsegments. It would help stakeholders understand the competitive landscape and gain more insights to position their business and plan suitable go-to-market strategies. It also helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities.
The report provides insights on the following pointers:

• Analysis of key drivers (Ever-increasing enterprise workloads on the cloud, Rapid growth in the number of intelligent applications, Exponentially growing data volume and network traffic, Increasing Use of IoT Driving Demand for Edge AI Software, Rising Introduction of 5G Network to Boost Market Growth), restraints (Privacy and security concerns related to edge AI solutions, Inadequate number of AI experts), opportunities (Emergence of the 5G network to bring IT and telecom together, Advent of autonomous vehicles coupled with connected car infrastructure, Rising need of edge computing in IoT, Exploring Emerging Applications in Various Fields), and challenges (Interoperability issues slowing the adoption of edge AI software, Optimization of edge AI standards)

• Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the Edge AI software market.

• Market Development: Comprehensive information about lucrative markets – the report analyses the Edge AI software market across varied regions.

• Market Diversification: Exhaustive information about new products & services, untapped geographies, recent developments, and investments in Edge AI software market strategies; the report also helps stakeholders understand the pulse of the Edge AI software market and provides them with information on key market drivers, restraints, challenges, and opportunities.

• Competitive Assessment: In-depth assessment of market shares, growth strategies, and service offerings of leading players such as Microsoft (US), IBM (US), Google (US), AWS (US), Nutanix (US) and others in the Edge AI software market.

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