AI・機械学習の運用化ソフトウェア市場規模、シェア、動向分析レポート：展開別、機能別、用途別、企業規模別、最終用途別、地域別、セグメント別予測、2025年～2033年

AI・機械学習運用化ソフトウェア市場サマリー

世界のAI・機械学習運用化ソフトウェア市場規模は、2024年に16億6,840万米ドルと推計され、2033年には282億8,640万米ドルに達し、2025年から2033年までのCAGRは37.2%で成長すると予測されます。AI・機械学習運用化ソフトウェア市場が急成長しているのは、企業がプロセスを合理化し、AIを活用したソリューションの可能性を十分に活用できるようにする上で不可欠になっているからです。

AIと機械学習の運用化（MLOps）ソフトウェア市場は、組織が機械学習モデルのエンドツーエンドのライフサイクルを合理化しようとしていることから、勢いを増しています。MLOpsツールは、モデルのデプロイメント、パフォーマンスモニタリング、コンプライアンスガバナンスなどの主なプロセスを自動化し、開発環境から本番環境へのスムーズな移行を可能にします。この自動化により、信頼性、拡張性、一貫性が強化され、運用のオーバーヘッドを削減しながら、価値実現までの時間を短縮することができます。MLOpsソリューションは、複雑なワークフローを簡素化することで、不正検知、予知保全、パーソナライズされた顧客体験など、インパクトの大きい使用事例にAIと機械学習をフル活用することを可能にします。これらのプラットフォームは、イノベーション・サイクルの迅速化と業務効率の向上をサポートし、最終的には測定可能なビジネス成果とデータ主導の意思決定における競合優位性をもたらします。

さまざまな業界において人工知能（AI）と機械学習（ML）への依存が高まっているため、MLOpsソフトウェアへの需要が高まっています。MLモデルの開発、導入、保守の複雑さを管理するには、MLOpsプラットフォームが提供する合理化されたワークフローが必要です。MLOpsソリューションは、デプロイメント、モニタリング、ガバナンスなどの重要なタスクを自動化することで、エラーの削減、業務効率の向上、AI主導の成果提供の迅速化を支援し、AIイニシアチブを効果的に拡張するために不可欠なツールとなります。

AIとML用途に対する規制当局の監視が強化されるにつれ、モデルのガバナンスと透明性とコンプライアンスを確保する能力にますます注目が集まっています。MLOpsソフトウェアは、モデルの挙動を追跡、監査、解釈するための強力なツールを提供することで、これらの懸念に対応し、規制要件を満たすだけでなく、AIシステムに対する信頼も構築します。さらに、クラウド・コンピューティングの急速な普及は、MLOpsベンダーに大きなチャンスをもたらしています。クラウドベースのプラットフォームは、拡張性、柔軟性、コスト効率に優れたソリューションを提供するため、AIの運用を効率的に管理したい組織にとって理想的なものとなっています。このようなクラウドへのシフトは、MLOpsソフトウェア市場の拡大を支える重要な要因となっています。

目次

第1章 調査手法と範囲

第2章 エグゼクティブサマリー

第3章 AI・機械学習運用化ソフトウェア市場の変数、動向、範囲

• 市場イントロダクション/系統展望
• 市場力学
  • 市場促進要因分析
  • 市場抑制要因分析
  • 業界の課題
• AI・機械学習運用化ソフトウェア市場分析ツール
  • ポーター分析
  • PESTEL分析

第4章 AI・機械学習運用化ソフトウェア市場：展開推定・動向分析

• セグメントダッシュボード
• AI・機械学習運用化ソフトウェア市場：展開変動分析、2024年および2033年
• オンプレミス
• クラウドベース

第5章 AI・機械学習運用化ソフトウェア市場：機能推定・動向分析

• セグメントダッシュボード
• AI・機械学習運用化ソフトウェア市場：機能変動分析、2024年および2033年
• モデルの展開と管理
• データ前処理と特徴エンジニアリング
• モデルの監視とパフォーマンス評価
• 既存システムとの統合

第6章 AI・機械学習運用化ソフトウェア市場：用途の推定・動向分析

• セグメントダッシュボード
• AI・機械学習運用化ソフトウェア市場：用途変動分析、2024年および2033年
• 予測分析
• 不正行為の検出とリスク管理
• 顧客体験管理
• 自然言語処理（NLP）とテキスト分析

第7章 AI・機械学習運用化ソフトウェア市場：企業規模の推定・動向分析

• セグメントダッシュボード
• AI・機械学習運用化ソフトウェア市場：企業規模の変動分析、2024年および2033年
• 小・中サイズ
• 大企業

第8章 AI・機械学習運用化ソフトウェア市場：最終用途の推定・動向分析

• セグメントダッシュボード
• AI・機械学習運用化ソフトウェア市場：最終用途変動分析、2024年および2033年
• 銀行、金融サービス、保険（BFSI）
• ヘルスケアとライフサイエンス
• 小売業とeコマース
• ITおよび通信
• その他

第9章 AI・機械学習運用化ソフトウェア市場：地域推定・動向分析

• AI・機械学習運用化ソフトウェア市場シェア、地域別、2024年および2033年
• 北米
  • 米国
  • カナダ
  • 欧州
• 欧州
  • 英国
  • ドイツ
  • フランス
• アジア太平洋
  • 中国
  • 日本
  • インド
  • 韓国
  • オーストラリア
• ラテンアメリカ
  • ブラジル
• 中東およびアフリカ
  • サウジアラビア
  • アラブ首長国連邦
  • 南アフリカ

第10章 競合情勢

• 企業分類
• Company MarketPositioning
• 参入企業の概要
• 財務実績
• 製品ベンチマーク
• 企業ヒートマップ分析
• 戦略マッピング
• 企業プロファイル/上場企業
  • Amazon Web Services, Inc.
  • Google LLC
  • IBM Corporation
  • Intel Corporation
  • Oracle
  • DataRobot, Inc.
  • Microsoft
  • NVIDIA Corporation
  • Databricks
  • SAS Institute Inc.

List of Tables

• Table 1 AI and Machine Learning Operationalization Software Market- Industry Snapshot & Key Buying Criteria, 2021 - 2033
• Table 2 Global AI and Machine Learning Operationalization Software Market, 2021 - 2033 (USD Million)
• Table 3 Global AI and Machine Learning Operationalization Software Market estimates and Forecast by Deployment, 2021 - 2033 (USD Million)
• Table 4 Global AI and Machine Learning Operationalization Software Market estimates and Forecast by Functionality, 2021 - 2033 (USD Million)
• Table 5 Global AI and Machine Learning Operationalization Software Market estimates and Forecast by Application, 2021 - 2033 (USD Million)
• Table 6 Global AI and Machine Learning Operationalization Software Market estimates and Forecast by Enterprise Size, 2021 - 2033 (USD Million)
• Table 7 Global AI and Machine Learning Operationalization Software Market estimates and Forecast by End Use, 2021 - 2033 (USD Million)
• Table 8 Global AI and Machine Learning Operationalization Software Market estimates and Forecasts by Region, 2021 - 2033 (USD Million)
• Table 9 North America AI and Machine Learning Operationalization Software Market estimates and Forecast, 2021 - 2033 (USD Million)
• Table 10 North America AI and Machine Learning Operationalization Software Market estimates and Forecast, by Deployment, 2021 - 2033 (USD Million)
• Table 11 North America AI and Machine Learning Operationalization Software Market estimates and Forecast, by Functionality, 2021 - 2033 (USD Million)
• Table 12 North America AI and Machine Learning Operationalization Software Market estimates and Forecast, by Application, 2021 - 2033 (USD Million)
• Table 13 North America AI and Machine Learning Operationalization Software Market estimates and Forecast, by Enterprise Size, 2021 - 2033 (USD Million)
• Table 14 North America AI and Machine Learning Operationalization Software Market estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
• Table 15 U.S. AI and Machine Learning Operationalization Software Market estimates and Forecast, 2021 - 2033 (USD Million)
• Table 16 U.S. AI and Machine Learning Operationalization Software Market estimates and Forecast, by Deployment, 2021 - 2033 (USD Million)
• Table 17 U.S. AI and Machine Learning Operationalization Software Market estimates and Forecast, by Functionality, 2021 - 2033 (USD Million)
• Table 18 U.S. AI and Machine Learning Operationalization Software Market estimates and Forecast, by Application, 2021 - 2033 (USD Million)
• Table 19 U.S. AI and Machine Learning Operationalization Software Market estimates and Forecast, by Enterprise Size, 2021 - 2033 (USD Million)
• Table 20 U.S. AI and Machine Learning Operationalization Software Market estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
• Table 21 Canada AI and Machine Learning Operationalization Software Market estimates and Forecast, 2021 - 2033 (USD Million)
• Table 22 Canada AI and Machine Learning Operationalization Software Market estimates and Forecast, by Deployment, 2021 - 2033 (USD Million)
• Table 23 Canada AI and Machine Learning Operationalization Software Market estimates and Forecast, by Functionality, 2021 - 2033 (USD Million)
• Table 24 Canada AI and Machine Learning Operationalization Software Market estimates and Forecast, by Application, 2021 - 2033 (USD Million)
• Table 25 Canada AI and Machine Learning Operationalization Software Market estimates and Forecast, by Enterprise Size, 2021 - 2033 (USD Million)
• Table 26 Canada AI and Machine Learning Operationalization Software Market estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
• Table 27 Europe AI and Machine Learning Operationalization Software Market estimates and Forecast, 2021 - 2033 (USD Million)
• Table 28 Europe AI and Machine Learning Operationalization Software Market estimates and Forecast, by Deployment, 2021 - 2033 (USD Million)
• Table 29 Europe AI and Machine Learning Operationalization Software Market estimates and Forecast, by Functionality, 2021 - 2033 (USD Million)
• Table 30 Europe AI and Machine Learning Operationalization Software Market estimates and Forecast, by Application, 2021 - 2033 (USD Million)
• Table 31 Europe AI and Machine Learning Operationalization Software Market estimates and Forecast, by Enterprise Size, 2021 - 2033 (USD Million)
• Table 32 Europe AI and Machine Learning Operationalization Software Market estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
• Table 33 Europe AI and Machine Learning Operationalization Software Market estimates and Forecast, 2021 - 2033 (USD Million)
• Table 34 Europe AI and Machine Learning Operationalization Software Market estimates and Forecast, by Deployment, 2021 - 2033 (USD Million)
• Table 35 Europe AI and Machine Learning Operationalization Software Market estimates and Forecast, by Functionality, 2021 - 2033 (USD Million)
• Table 36 Europe AI and Machine Learning Operationalization Software Market estimates and Forecast, by Application, 2021 - 2033 (USD Million)
• Table 37 Europe AI and Machine Learning Operationalization Software Market estimates and Forecast, by Enterprise Size, 2021 - 2033 (USD Million)
• Table 38 Europe AI and Machine Learning Operationalization Software Market estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
• Table 39 UK AI and Machine Learning Operationalization Software Market estimates and Forecast, 2021 - 2033 (USD Million)
• Table 40 UK AI and Machine Learning Operationalization Software Market estimates and Forecast, by Deployment, 2021 - 2033 (USD Million)
• Table 41 UK AI and Machine Learning Operationalization Software Market estimates and Forecast, by Functionality, 2021 - 2033 (USD Million)
• Table 42 UK AI and Machine Learning Operationalization Software Market estimates and Forecast, by Application, 2021 - 2033 (USD Million)
• Table 43 UK AI and Machine Learning Operationalization Software Market estimates and Forecast, by Enterprise Size, 2021 - 2033 (USD Million)
• Table 44 UK AI and Machine Learning Operationalization Software Market estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
• Table 45 Germany AI and Machine Learning Operationalization Software Market estimates and Forecast, 2021 - 2033 (USD Million)
• Table 46 Germany AI and Machine Learning Operationalization Software Market estimates and Forecast, by Deployment, 2021 - 2033 (USD Million)
• Table 47 Germany AI and Machine Learning Operationalization Software Market estimates and Forecast, by Functionality, 2021 - 2033 (USD Million)
• Table 48 Germany AI and Machine Learning Operationalization Software Market estimates and Forecast, by Application, 2021 - 2033 (USD Million)
• Table 49 Germany AI and Machine Learning Operationalization Software Market estimates and Forecast, by Enterprise Size, 2021 - 2033 (USD Million)
• Table 50 Germany AI and Machine Learning Operationalization Software Market estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
• Table 51 France AI and Machine Learning Operationalization Software Market estimates and Forecast, 2021 - 2033 (USD Million)
• Table 52 France AI and Machine Learning Operationalization Software Market estimates and Forecast, by Deployment, 2021 - 2033 (USD Million)
• Table 53 France AI and Machine Learning Operationalization Software Market estimates and Forecast, by Functionality, 2021 - 2033 (USD Million)
• Table 54 France AI and Machine Learning Operationalization Software Market estimates and Forecast, by Application, 2021 - 2033 (USD Million)
• Table 55 France AI and Machine Learning Operationalization Software Market estimates and Forecast, by Enterprise Size, 2021 - 2033 (USD Million)
• Table 56 France AI and Machine Learning Operationalization Software Market estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
• Table 57 Asia Pacific AI and Machine Learning Operationalization Software Market estimates and Forecast, 2021 - 2033 (USD Million)
• Table 58 Asia Pacific AI and Machine Learning Operationalization Software Market estimates and Forecast, by Deployment, 2021 - 2033 (USD Million)
• Table 59 Asia Pacific AI and Machine Learning Operationalization Software Market estimates and Forecast, by Functionality, 2021 - 2033 (USD Million)
• Table 60 Asia Pacific AI and Machine Learning Operationalization Software Market estimates and Forecast, by Application, 2021 - 2033 (USD Million)
• Table 61 Asia Pacific AI and Machine Learning Operationalization Software Market estimates and Forecast, by Enterprise Size, 2021 - 2033 (USD Million)
• Table 62 Asia Pacific AI and Machine Learning Operationalization Software Market estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
• Table 63 China AI and Machine Learning Operationalization Software Market estimates and Forecast, 2021 - 2033 (USD Million)
• Table 64 China AI and Machine Learning Operationalization Software Market estimates and Forecast, by Deployment, 2021 - 2033 (USD Million)
• Table 65 China AI and Machine Learning Operationalization Software Market estimates and Forecast, by Functionality, 2021 - 2033 (USD Million)
• Table 66 China AI and Machine Learning Operationalization Software Market estimates and Forecast, by Application, 2021 - 2033 (USD Million)
• Table 67 China AI and Machine Learning Operationalization Software Market estimates and Forecast, by Enterprise Size, 2021 - 2033 (USD Million)
• Table 68 China AI and Machine Learning Operationalization Software Market estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
• Table 69 Japan AI and Machine Learning Operationalization Software Market estimates and Forecast, 2021 - 2033 (USD Million)
• Table 70 Japan AI and Machine Learning Operationalization Software Market estimates and Forecast, by Deployment, 2021 - 2033 (USD Million)
• Table 71 Japan AI and Machine Learning Operationalization Software Market estimates and Forecast, by Functionality, 2021 - 2033 (USD Million)
• Table 72 Japan AI and Machine Learning Operationalization Software Market estimates and Forecast, by Application, 2021 - 2033 (USD Million)
• Table 73 Japan AI and Machine Learning Operationalization Software Market estimates and Forecast, by Enterprise Size, 2021 - 2033 (USD Million)
• Table 74 Japan AI and Machine Learning Operationalization Software Market estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
• Table 75 India AI and Machine Learning Operationalization Software Market estimates and Forecast, 2021 - 2033 (USD Million)
• Table 76 India AI and Machine Learning Operationalization Software Market estimates and Forecast, by Deployment, 2021 - 2033 (USD Million)
• Table 77 India AI and Machine Learning Operationalization Software Market estimates and Forecast, by Functionality, 2021 - 2033 (USD Million)
• Table 78 India AI and Machine Learning Operationalization Software Market estimates and Forecast, by Application, 2021 - 2033 (USD Million)
• Table 79 India AI and Machine Learning Operationalization Software Market estimates and Forecast, by Enterprise Size, 2021 - 2033 (USD Million)
• Table 80 India AI and Machine Learning Operationalization Software Market estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
• Table 81 South Korea AI and Machine Learning Operationalization Software Market estimates and Forecast, 2021 - 2033 (USD Million)
• Table 82 South Korea AI and Machine Learning Operationalization Software Market estimates and Forecast, by Deployment, 2021 - 2033 (USD Million)
• Table 83 South Korea AI and Machine Learning Operationalization Software Market estimates and Forecast, by Functionality, 2021 - 2033 (USD Million)
• Table 84 South Korea AI and Machine Learning Operationalization Software Market estimates and Forecast, by Application, 2021 - 2033 (USD Million)
• Table 85 South Korea AI and Machine Learning Operationalization Software Market estimates and Forecast, by Enterprise Size, 2021 - 2033 (USD Million)
• Table 86 South Korea AI and Machine Learning Operationalization Software Market estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
• Table 87 Australia AI and Machine Learning Operationalization Software Market estimates and Forecast, 2021 - 2033 (USD Million)
• Table 88 Australia AI and Machine Learning Operationalization Software Market estimates and Forecast, by Deployment, 2021 - 2033 (USD Million)
• Table 89 Australia AI and Machine Learning Operationalization Software Market estimates and Forecast, by Functionality, 2021 - 2033 (USD Million)
• Table 90 Australia AI and Machine Learning Operationalization Software Market estimates and Forecast, by Application, 2021 - 2033 (USD Million)
• Table 91 Australia AI and Machine Learning Operationalization Software Market estimates and Forecast, by Enterprise Size, 2021 - 2033 (USD Million)
• Table 92 Australia AI and Machine Learning Operationalization Software Market estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
• Table 93 Latin America AI and Machine Learning Operationalization Software Market estimates and Forecast, 2021 - 2033 (USD Million)
• Table 94 Latin America AI and Machine Learning Operationalization Software Market estimates and Forecast, by Deployment, 2021 - 2033 (USD Million)
• Table 95 Latin America AI and Machine Learning Operationalization Software Market estimates and Forecast, by Functionality, 2021 - 2033 (USD Million)
• Table 96 Latin America AI and Machine Learning Operationalization Software Market estimates and Forecast, by Application, 2021 - 2033 (USD Million)
• Table 97 Latin America AI and Machine Learning Operationalization Software Market estimates and Forecast, by Enterprise Size, 2021 - 2033 (USD Million)
• Table 98 Latin America AI and Machine Learning Operationalization Software Market estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
• Table 99 Brazil AI and Machine Learning Operationalization Software Market estimates and Forecast, 2021 - 2033 (USD Million)
• Table 100 Brazil AI and Machine Learning Operationalization Software Market estimates and Forecast, by Deployment, 2021 - 2033 (USD Million)
• Table 101 Brazil AI and Machine Learning Operationalization Software Market estimates and Forecast, by Functionality, 2021 - 2033 (USD Million)
• Table 102 Brazil AI and Machine Learning Operationalization Software Market estimates and Forecast, by Application, 2021 - 2033 (USD Million)
• Table 103 Brazil AI and Machine Learning Operationalization Software Market estimates and Forecast, by Enterprise Size, 2021 - 2033 (USD Million)
• Table 104 Brazil AI and Machine Learning Operationalization Software Market estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
• Table 105 MEA AI and Machine Learning Operationalization Software Market estimates and Forecast, 2021 - 2033 (USD Million)
• Table 106 MEA AI and Machine Learning Operationalization Software Market estimates and Forecast, by Deployment, 2021 - 2033 (USD Million)
• Table 107 MEA AI and Machine Learning Operationalization Software Market estimates and Forecast, by Functionality, 2021 - 2033 (USD Million)
• Table 108 MEA AI and Machine Learning Operationalization Software Market estimates and Forecast, by Application, 2021 - 2033 (USD Million)
• Table 109 MEA AI and Machine Learning Operationalization Software Market estimates and Forecast, by Enterprise Size, 2021 - 2033 (USD Million)
• Table 110 MEA AI and Machine Learning Operationalization Software Market estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
• Table 111 KSA AI and Machine Learning Operationalization Software Market estimates and Forecast, 2021 - 2033 (USD Million)
• Table 112 KSA AI and Machine Learning Operationalization Software Market estimates and Forecast, by Deployment, 2021 - 2033 (USD Million)
• Table 113 KSA AI and Machine Learning Operationalization Software Market estimates and Forecast, by Functionality, 2021 - 2033 (USD Million)
• Table 114 KSA AI and Machine Learning Operationalization Software Market estimates and Forecast, by Application, 2021 - 2033 (USD Million)
• Table 115 KSA AI and Machine Learning Operationalization Software Market estimates and Forecast, by Enterprise Size, 2021 - 2033 (USD Million)
• Table 116 KSA AI and Machine Learning Operationalization Software Market estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
• Table 117 UAE AI and Machine Learning Operationalization Software Market estimates and Forecast, 2021 - 2033 (USD Million)
• Table 118 UAE AI and Machine Learning Operationalization Software Market estimates and Forecast, by Deployment, 2021 - 2033 (USD Million)
• Table 119 UAE AI and Machine Learning Operationalization Software Market estimates and Forecast, by Functionality, 2021 - 2033 (USD Million)
• Table 120 UAE AI and Machine Learning Operationalization Software Market estimates and Forecast, by Application, 2021 - 2033 (USD Million)
• Table 121 UAE AI and Machine Learning Operationalization Software Market estimates and Forecast, by Enterprise Size, 2021 - 2033 (USD Million)
• Table 122 UAE AI and Machine Learning Operationalization Software Market estimates and Forecast, by End Use, 2021 - 2033 (USD Million)
• Table 123 South Africa AI and Machine Learning Operationalization Software Market estimates and Forecast, 2021 - 2033 (USD Million)
• Table 124 South Africa AI and Machine Learning Operationalization Software Market estimates and Forecast, by Deployment, 2021 - 2033 (USD Million)
• Table 125 South Africa AI and Machine Learning Operationalization Software Market estimates and Forecast, by Functionality, 2021 - 2033 (USD Million)
• Table 126 South Africa AI and Machine Learning Operationalization Software Market estimates and Forecast, by Application, 2021 - 2033 (USD Million)
• Table 127 South Africa AI and Machine Learning Operationalization Software Market estimates and Forecast, by Enterprise Size, 2021 - 2033 (USD Million)
• Table 128 South Africa AI and Machine Learning Operationalization Software Market estimates and Forecast, by End Use, 2021 - 2033 (USD Million)

List of Figures

• Fig. 1 AI and Machine Learning Operationalization Software Market segmentation
• Fig. 2 Market research process
• Fig. 3 Information procurement
• Fig. 4 Primary research pattern
• Fig. 5 Market research approaches
• Fig. 6 Market formulation & validation
• Fig. 7 AI and Machine Learning Operationalization Software Market snapshot
• Fig. 8 AI and Machine Learning Operationalization Software Market segment snapshot
• Fig. 9 AI and Machine Learning Operationalization Software Market competitive landscape snapshot
• Fig. 10 Market driver impact analysis
• Fig. 11 Market restraint impact analysis
• Fig. 12 AI and Machine Learning Operationalization Software Market: Deployment outlook key takeaways (USD Million)
• Fig. 13 AI and Machine Learning Operationalization Software Market: Deployment movement analysis (USD Million), 2024 & 2033
• Fig. 14 On-premises Market revenue estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 15 Cloud based Market revenue estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 16 AI and Machine Learning Operationalization Software Market: Functionality outlook key takeaways (USD Million)
• Fig. 17 AI and Machine Learning Operationalization Software Market: Functionality movement analysis (USD Million), 2024 & 2033
• Fig. 18 Model Deployment & Management Market revenue estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 19 Data Preprocessing & Feature Engineering Market revenue estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 20 Model Monitoring & Performance Evaluation Market revenue estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 21 Integration with Existing Systems Market revenue estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 22 AI and Machine Learning Operationalization Software Market: Application outlook key takeaways (USD Million)
• Fig. 23 AI and Machine Learning Operationalization Software Market: Application movement analysis (USD Million), 2024 & 2033
• Fig. 24 Predictive analytics Market revenue estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 25 Fraud detection and risk management Market revenue estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 26 Customer experience management Market revenue estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 27 Natural language processing (NLP) and text analytics Market revenue estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 28 Others Market revenue estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 29 AI and Machine Learning Operationalization Software Market: Enterprise Size outlook key takeaways (USD Million)
• Fig. 30 AI and Machine Learning Operationalization Software Market: Enterprise Size movement analysis (USD Million), 2024 & 2033
• Fig. 31 Small & Medium size Market revenue estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 32 Large Enterprises Market revenue estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 33 AI and Machine Learning Operationalization Software Market: End Use outlook key takeaways (USD Million)
• Fig. 34 AI and Machine Learning Operationalization Software Market: End Use movement analysis (USD Million), 2024 & 2033
• Fig. 35 Banking, financial services, and insurance (BFSI) Market revenue estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 36 Healthcare and life sciences Market revenue estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 37 Retail and e-commerce Market revenue estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 38 IT and telecommunications Market revenue estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 39 Others Market revenue estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 40 Regional Marketplace: Key takeaways
• Fig. 41 AI and Machine Learning Operationalization Software Market: Regional outlook, 2024 & 2033, USD Million
• Fig. 42 North America AI and Machine Learning Operationalization Software Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 43 U.S. AI and Machine Learning Operationalization Software Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 44 Canada AI and Machine Learning Operationalization Software Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 45 Europe AI and Machine Learning Operationalization Software Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 46 Europe AI and Machine Learning Operationalization Software Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 47 UK AI and Machine Learning Operationalization Software Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 48 Germany AI and Machine Learning Operationalization Software Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 49 France AI and Machine Learning Operationalization Software Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 50 Asia Pacific AI and Machine Learning Operationalization Software Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 51 China AI and Machine Learning Operationalization Software Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 52 Japan AI and Machine Learning Operationalization Software Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 53 India AI and Machine Learning Operationalization Software Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 54 South Korea AI and Machine Learning Operationalization Software Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 55 Australia AI and Machine Learning Operationalization Software Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 56 Latin America AI and Machine Learning Operationalization Software Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 57 Brazil AI and Machine Learning Operationalization Software Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 58 MEA AI and Machine Learning Operationalization Software Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 59 KSA AI and Machine Learning Operationalization Software Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 60 UAE AI and Machine Learning Operationalization Software Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 61 South Africa AI and Machine Learning Operationalization Software Market estimates and forecasts, 2021 - 2033 (USD Million)
• Fig. 62 Company Categorization
• Fig. 63 Company Market Positioning
• Fig. 64 Strategy framework

AI and Machine Learning Operationalization Software Market Summary

The global AI and machine learning operationalization software market size was estimated at USD 1,668.4 million in 2024, and is projected to reach USD 28,286.4 million by 2033, growing at a CAGR of 37.2% from 2025 to 2033. The AI and machine learning operationalization software market is growing rapidly, because it has become essential in enabling businesses to streamline their processes and fully capitalize on the potential of AI-powered solutions.

The AI and machine learning operationalization (MLOps) software market is gaining momentum as organizations seek to streamline the end-to-end lifecycle of machine learning models. MLOps tools automate key processes such as model deployment, performance monitoring, and compliance governance, enabling smoother transitions from development to production environments. This automation enhances reliability, scalability, and consistency, helping businesses accelerate time-to-value while reducing operational overhead. By simplifying complex workflows, MLOps solutions enable companies to fully harness AI and machine learning for high impact use cases such as fraud detection, predictive maintenance, and personalized customer experiences. These platforms support faster innovation cycles and greater operational efficiency, ultimately delivering measurable business outcomes and a competitive edge in data-driven decision-making.

The growing dependency on artificial intelligence (AI) and machine learning (ML) across diverse industries is fueling the demand for MLOps software, as organizations increasingly apply these technologies for automation, smarter decision-making, and process optimization. Managing the complexity of developing, deploying, and maintaining ML models requires streamlined workflows for which MLOps platforms are designed to deliver. By automating critical tasks like deployment, monitoring, and governance, MLOps solutions help reduce errors, enhance operational efficiency, and accelerate the delivery of AI-driven outcomes, making them essential tools for scaling AI initiatives effectively.

As regulatory oversight of AI and ML applications grows, there is an increasing focus on model governance and ability to ensure transparency and compliance. MLOps software addresses these concerns by offering strong tools for tracking, auditing, and interpreting model behavior, which not only meets regulatory requirements but also builds trust in AI systems. In addition, the fast adoption of cloud computing presents significant opportunities for MLOps vendors. Cloud-based platforms offer scalable, flexible, and cost-effective solutions, making them ideal for organizations looking to manage AI operations efficiently. This shift to the cloud is a key driver behind the expanding MLOps software market.

Global AI And Machine Learning Operationalization Software Market Report Segmentation

This report forecasts revenue growth at global, regional, and country levels and provides an analysis of the latest industry trends in each of the sub-segments from 2021 to 2033. For this study, Grand View Research has segmented the global AI and machine learning operationalization software market report based on deployment, functionality, application, enterprise size, and end use:

• Deployment Outlook (Revenue, USD Million, 2021 - 2033)
• On-premises
• Cloud based
• Functionality Outlook (Revenue, USD Million, 2021 - 2033)
• Model Deployment & Management
• Data Preprocessing & Feature Engineering
• Model Monitoring & Performance Evaluation
• Integration with Existing Systems
• Application Outlook (Revenue, USD Million, 2021 - 2033)
• Predictive analytics
• Fraud detection and risk management
• Customer experience management
• Natural language processing (NLP) and text analytics
• Others
• Enterprise Size Outlook (Revenue, USD Million, 2021 - 2033)
• Small & Medium size
• Large Enterprises
• End Use Outlook (Revenue, USD Million, 2021 - 2033)
• Banking, financial services, and insurance (BFSI)
• Healthcare and life sciences
• Retail and e-commerce
• IT and telecommunications
• Others
• Regional Outlook (Revenue, USD Million, 2021 - 2033)
• North America
  • U.S.
  • Canada
  • Europe
• Europe
  • UK
  • Germany
  • France
• Asia Pacific
  • China
  • Japan
  • India
  • South Korea
  • Australia
• Latin America
  • Brazil
• Middle East and Africa (MEA)
  • KSA
  • UAE
  • South Africa

Table of Contents

Chapter 1. Methodology and Scope

• 1.1. Market Segmentation and Scope
• 1.2. Market Definition
• 1.3. Research Methodology
  • 1.3.1. Information Procurement
  • 1.3.2. Information or Data Analysis
  • 1.3.3. Market Formulation & Data Visualization
  • 1.3.4. Data Validation & Publishing
• 1.4. Research Scope and Assumptions
  • 1.4.1. List of Data Sources

Chapter 2. Executive Summary

• 2.1. Market Outlook
• 2.2. Segment Outlook
• 2.3. Competitive Insights

Chapter 3. AI and Machine Learning Operationalization Software Market Variables, Trends, & Scope

• 3.1. Market Introduction/Lineage Outlook
• 3.2. Market Dynamics
  • 3.2.1. Market Driver Analysis
  • 3.2.2. Market Restraint Analysis
  • 3.2.3. Industry Challenge
• 3.3. AI and Machine Learning Operationalization Software Market Analysis Tools
  • 3.3.1. Porter's Analysis
  • 3.3.2. PESTEL Analysis

Chapter 4. AI and Machine Learning Operationalization Software Market: Deployment Estimates & Trend Analysis

• 4.1. Segment Dashboard
• 4.2. AI and Machine Learning Operationalization Software market: Deployment Movement Analysis, USD Million, 2024 & 2033
• 4.3. On-premises
  • 4.3.1. On-premises AI and Machine Learning Operationalization Software Market revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
• 4.4. Cloud based
  • 4.4.1. Cloud based AI and Machine Learning Operationalization Software Market revenue Estimates and Forecasts, 2021 - 2033 (USD Million)

Chapter 5. AI and Machine Learning Operationalization Software Market: Functionality Estimates & Trend Analysis

• 5.1. Segment Dashboard
• 5.2. AI and Machine Learning Operationalization Software market: Functionality Movement Analysis, USD Million, 2024 & 2033
• 5.3. Model Deployment & Management
  • 5.3.1. Model Deployment & Management AI and Machine Learning Operationalization Software Market revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
• 5.4. Data Preprocessing & Feature Engineering
  • 5.4.1. Data Preprocessing & Feature Engineering AI and Machine Learning Operationalization Software Market revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
• 5.5. Model Monitoring & Performance Evaluation
  • 5.5.1. Model Monitoring & Performance Evaluation AI and Machine Learning Operationalization Software Market revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
• 5.6. Integration with Existing Systems
  • 5.6.1. Integration with Existing Systems AI and Machine Learning Operationalization Software Market revenue Estimates and Forecasts, 2021 - 2033 (USD Million)

Chapter 6. AI and Machine Learning Operationalization Software Market: Application Estimates & Trend Analysis

• 6.1. Segment Dashboard
• 6.2. AI and Machine Learning Operationalization Software market: Application Movement Analysis, USD Million, 2024 & 2033
• 6.3. Predictive analytics
  • 6.3.1. Predictive analytics AI and Machine Learning Operationalization Software Market revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
• 6.4. Fraud detection and risk management
  • 6.4.1. Fraud detection and risk management AI and Machine Learning Operationalization Software Market revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
• 6.5. Customer experience management
  • 6.5.1. Customer experience management AI and Machine Learning Operationalization Software Market revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
• 6.6. Natural language processing (NLP) and text analytics
  • 6.6.1. Natural language processing (NLP) and text analytics AI and Machine Learning Operationalization Software Market revenue Estimates and Forecasts, 2021 - 2033 (USD Million)

Chapter 7. AI and Machine Learning Operationalization Software Market: Enterprise Size Estimates & Trend Analysis

• 7.1. Segment Dashboard
• 7.2. AI and Machine Learning Operationalization Software market: Enterprise Size Movement Analysis, USD Million, 2024 & 2033
• 7.3. Small & Medium size
  • 7.3.1. Small & Medium size AI and Machine Learning Operationalization Software Market revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
• 7.4. Large Enterprises
  • 7.4.1. Large Enterprises AI and Machine Learning Operationalization Software Market revenue Estimates and Forecasts, 2021 - 2033 (USD Million)

Chapter 8. AI and Machine Learning Operationalization Software Market: End Use Estimates & Trend Analysis

• 8.1. Segment Dashboard
• 8.2. AI and Machine Learning Operationalization Software market: End Use Movement Analysis, USD Million, 2024 & 2033
• 8.3. Banking, financial services, and insurance (BFSI)
  • 8.3.1. Banking, financial services, and insurance (BFSI) AI and Machine Learning Operationalization Software Market revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
• 8.4. Healthcare and life sciences
  • 8.4.1. Healthcare and life sciences AI and Machine Learning Operationalization Software Market revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
• 8.5. Retail and e-commerce
  • 8.5.1. Retail and e-commerce AI and Machine Learning Operationalization Software Market revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
• 8.6. IT and telecommunications
  • 8.6.1. IT and telecommunications AI and Machine Learning Operationalization Software Market revenue Estimates and Forecasts, 2021 - 2033 (USD Million)
• 8.7. Others
  • 8.7.1. Others AI and Machine Learning Operationalization Software Market revenue Estimates and Forecasts, 2021 - 2033 (USD Million)

Chapter 9. AI and Machine Learning Operationalization Software Market: Regional Estimates & Trend Analysis

• 9.1. AI and Machine Learning Operationalization Software MarketShare, By Region, 2024 & 2033, USD Million
• 9.2. North America
  • 9.2.1. North America AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
  • 9.2.2. U.S.
    • 9.2.2.1. U.S. AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
  • 9.2.3. Canada
    • 9.2.3.1. Canada AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
  • 9.2.4. Europe
    • 9.2.4.1. Europe AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
• 9.3. Europe
  • 9.3.1. Europe AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
  • 9.3.2. UK
    • 9.3.2.1. UK AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
  • 9.3.3. Germany
    • 9.3.3.1. Germany AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
  • 9.3.4. France
    • 9.3.4.1. France AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
• 9.4. Asia Pacific
  • 9.4.1. Asia Pacific AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
  • 9.4.2. China
    • 9.4.2.1. China AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
  • 9.4.3. Japan
    • 9.4.3.1. Japan AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
  • 9.4.4. India
    • 9.4.4.1. India AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
  • 9.4.5. South Korea
    • 9.4.5.1. South Korea AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
  • 9.4.6. Australia
    • 9.4.6.1. Australia AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
• 9.5. Latin America
  • 9.5.1. Latin America AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
  • 9.5.2. Brazil
    • 9.5.2.1. Brazil AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
• 9.6. Middle East and Africa
  • 9.6.1. Middle East and Africa AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
  • 9.6.2. KSA
    • 9.6.2.1. KSA AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
  • 9.6.3. UAE
    • 9.6.3.1. UAE AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)
  • 9.6.4. South Africa
    • 9.6.4.1. South Africa AI and Machine Learning Operationalization Software Market estimates and Forecasts, 2021 - 2033 (USD MILLION)

Chapter 10. Competitive Landscape

• 10.1. Company Categorization
• 10.2. Company MarketPositioning
• 10.3. Participant's Overview
• 10.4. Financial Performance
• 10.5. Product Benchmarking
• 10.6. Company Heat Map Analysis
• 10.7. Strategy Mapping
• 10.8. Company Profiles/Listing
  • 10.8.1. Amazon Web Services, Inc.
    • 10.8.1.1. Participant's Overview
    • 10.8.1.2. Financial Performance
    • 10.8.1.3. Product Benchmarking
    • 10.8.1.4. Recent Developments
  • 10.8.2. Google LLC
    • 10.8.2.1. Participant's Overview
    • 10.8.2.2. Financial Performance
    • 10.8.2.3. Product Benchmarking
    • 10.8.2.4. Recent Developments
  • 10.8.3. IBM Corporation
    • 10.8.3.1. Participant's Overview
    • 10.8.3.2. Financial Performance
    • 10.8.3.3. Product Benchmarking
    • 10.8.3.4. Recent Developments
  • 10.8.4. Intel Corporation
    • 10.8.4.1. Participant's Overview
    • 10.8.4.2. Financial Performance
    • 10.8.4.3. Product Benchmarking
    • 10.8.4.4. Recent Developments
  • 10.8.5. Oracle
    • 10.8.5.1. Participant's Overview
    • 10.8.5.2. Financial Performance
    • 10.8.5.3. Product Benchmarking
    • 10.8.5.4. Recent Developments
  • 10.8.6. DataRobot, Inc.
    • 10.8.6.1. Participant's Overview
    • 10.8.6.2. Financial Performance
    • 10.8.6.3. Product Benchmarking
    • 10.8.6.4. Recent Developments
  • 10.8.7. Microsoft
    • 10.8.7.1. Participant's Overview
    • 10.8.7.2. Financial Performance
    • 10.8.7.3. Product Benchmarking
    • 10.8.7.4. Recent Developments
  • 10.8.8. NVIDIA Corporation
    • 10.8.8.1. Participant's Overview
    • 10.8.8.2. Financial Performance
    • 10.8.8.3. Product Benchmarking
    • 10.8.8.4. Recent Developments
  • 10.8.9. Databricks
    • 10.8.9.1. Participant's Overview
    • 10.8.9.2. Financial Performance
    • 10.8.9.3. Product Benchmarking
    • 10.8.9.4. Recent Developments
  • 10.8.10. SAS Institute Inc.
    • 10.8.10.1. Participant's Overview
    • 10.8.10.2. Financial Performance
    • 10.8.10.3. Product Benchmarking
    • 10.8.10.4. Recent Developments