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ModelOps市場規模、シェア、動向分析レポート：オファリング別、展開別、用途別、モデル別、産業別、地域別、セグメント予測、2025年～2030年

ModelOps Market Size, Share & Trends Analysis Report By Offering, By Deployment, By Application (CI/CD), By Model (ML Model, Graph-based Model), By Vertical, By Region, And Segment Forecasts, 2025 - 2030

出版日
ページ情報
英文 100 Pages
納期
2～10営業日
カスタマイズ可能
価格
価格表記: USDを日本円(税抜)に換算
本日の銀行送金レート: 1USD=144.64円
ModelOps市場規模、シェア、動向分析レポート：オファリング別、展開別、用途別、モデル別、産業別、地域別、セグメント予測、2025年～2030年
出版日: 2025年01月23日
発行: Grand View Research
ページ情報: 英文 100 Pages
納期: 2～10営業日
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  • 全表示
  • 概要
  • 図表
  • 目次
概要

ModelOpsの市場規模と動向

世界のModelOps市場規模は2024年に56億4,000万米ドルと推定され、2025～2030年にかけてCAGR 41.3％で成長すると予測されます。

産業全体におけるAIとMLの急速な導入、スケーラビリティのある大規模なAI導入、コスト効率と自動化のニーズ、AIモデルのパフォーマンスモニタリングがModelOps市場の主要促進要因です。ModelOpsは、モデルのドリフトや不具合が重要なビジネスプロセスに影響を与える前に検出・修正するツールを提供することで、企業が運用リスクを軽減し、一貫した意思決定を保証し、潜在的な混乱を軽減するのに役立ちます。

BFSI、医療など様々な産業における厳格な規制は、透明性が高く、説明可能で、コンプライアンスに準拠したAIモデルを必要としています。ModelOpsプラットフォームは、企業が規制要件を満たし、コストのかかるコンプライアンス違反を回避し、監査可能性を確保するのに役立つガバナンスフレームワークを記載しています。例えば、2024年12月、企業向けAIガバナンスソフトウェアの主要プロバイダーであるModelOpは、年間を通じてプラットフォームの利用が大幅に急増したことを発表しました。新規顧客の獲得がこの成長、生成AIの採用、同社のAIポートフォリオインテリジェンスとガバナンスソリューションに対する需要の増加を後押ししました。同社は2年連続で、特に医療、金融サービス、消費者包装財（CPG）セグメントで大幅かつ持続的な拡大を達成しました。

ModelOpsは、企業がAIモデルを開発から生産に移行するスピードを向上させています。市場投入までの時間を短縮することで、企業はAI主導洞察を迅速に活用し、市場の変化や顧客の要求に俊敏に対応できるようになります。継続的なビジネス価値を確保するため、ModelOpsはモデルのパフォーマンス、ドリフト、バイアスを継続的にモニタリングします。このプロアクティブなアプローチにより、パフォーマンスの低いモデルによる収益損失を防ぎ、AI主導の意思決定の一貫性と正確性を確保します。AI/MLモデルの展開、モニタリング、再トレーニングを自動化することで、手作業による介入の必要性が減り、大幅なコスト削減につながります。企業にとって、これは高品質のAI運用を維持しながらリソースを最適化することを意味します。

さまざまなセグメントの企業が競争上の優位性を獲得するために人工知能（AI）と機械学習（ML）を採用するケースが増えているため、展開と管理を合理化するModelOpsソリューションの必要性が重要になっています。AIモデルを効率的に運用することは、投資収益率（ROI）をより早く確保するための最優先事項です。企業がAIイニシアチブを拡大し、多数のモデルを展開する中で、ModelOpsはこれらのモデルを効率的にスケール管理し、さまざまな環境で一貫したパフォーマンスを確保し、運用コストを削減することを可能にします。

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 ModelOps市場の変数、動向、範囲

  • 市場イントロダクション/系統展望
  • 市場規模と成長展望
  • 産業バリューチェーン分析
  • 市場力学
    • 市場促進要因分析
    • 市場抑制要因分析
    • 産業の機会
    • 産業の課題
  • ModelOps市場分析ツール
    • ポーターの分析
    • PESTEL分析

第4章 ModelOps市場：オファリング別、推定・動向分析

  • セグメントダッシュボード
  • ModelOps市場：オファリング変動分析、2024年と2030年
  • プラットフォーム
  • サービス

第5章 ModelOps市場：展開別、推定・動向分析

  • セグメントダッシュボード
  • ModelOps市場：展開変動分析、2024年と2030年
  • クラウド
  • オンプレミス

第6章 ModelOps市場：モデル別、推定・動向分析

  • セグメントダッシュボード
  • ModelOps市場：モデル変動分析、2024年と2030年
  • MLモデル
  • グラフベースのモデル
  • ルールとヒューリスティックモデル
  • 言語モデル
  • エージェントベースモデル
  • その他

第7章 ModelOps市場：用途別、推定・動向分析

  • セグメントダッシュボード
  • ModelOps市場：用途変動分析、2024年と2030年
  • 継続的インテグレーション/継続的展開
  • バッチスコアリング
  • ガバナンス、リスク、コンプライアンス
  • 並列化と分散コンピューティング
  • モニタリングとアラート
  • ダッシュボードとレポート
  • モデルライフサイクル管理
  • その他

第8章 ModelOps市場：産業別、推定・動向分析

  • セグメントダッシュボード
  • ModelOps市場：産業変動分析、2024年と2030年
  • BFSI
  • 小売・eコマース
  • 医療とライフサイエンス
  • ITと通信
  • エネルギー公益事業
  • 製造業
  • 運輸・物流
  • その他

第9章 ModelOps市場：地域別、推定・動向分析

  • ModelOps市場シェア、地域別、2024年と2030年
  • 北米
    • オファリング別、2017～2030年
    • 展開別、2017～2030年
    • モデル別、2017～2030年
    • 産業別、2017～2030年
    • 用途別、2017～2030年
    • 米国
    • カナダ
    • メキシコ
  • 欧州
    • オファリング別、2017～2030年
    • 展開別、2017～2030年
    • モデル別、2017～2030年
    • 産業別、2017～2030年
    • 用途別、2017～2030年
    • 英国
    • ドイツ
    • フランス
  • アジア太平洋
    • オファリング別、2017～2030年
    • 展開別、2017～2030年
    • モデル別、2017～2030年
    • 産業別、2017～2030年
    • 用途別、2017～2030年
    • 中国
    • 日本
    • インド
    • オーストラリア
    • 韓国
  • ラテンアメリカ
    • オファリング別、2017～2030年
    • 展開別、2017～2030年
    • モデル別、2017～2030年
    • 産業別、2017～2030年
    • 用途別、2017～2030年
    • ブラジル
  • 中東・アフリカ
    • オファリング別、2017～2030年
    • 展開別、2017～2030年
    • モデル別、2017～2030年
    • 産業別、2017～2030年
    • 用途別、2017～2030年
    • アラブ首長国連邦
    • 南アフリカ
    • サウジアラビア

第7章 競合情勢

  • 主要市場参入企業による最近の動向と影響分析
  • 企業分類
  • 企業の市場ポジショニング
  • 企業の市場シェア分析
  • 企業ヒートマップ分析
  • 戦略マッピング
    • 拡大
    • 合併と買収
    • パートナーシップとコラボレーション
    • 新製品の発売
    • 研究開発
  • 企業プロファイル
    • Amazon Web Services, Inc.
    • Cloud Software Group, Inc.
    • Cloudera, Inc.
    • DataRobot, Inc.
    • Domino Data Lab, Inc.
    • Google Cloud
    • Hewlett Packard Enterprise Development LP
    • IBM Corporation
    • Microsoft
    • SAS Institute Inc.
図表

List of Tables

  • Table 1. ModelOps - industry snapshot & key buying criteria, 2017-2030
  • Table 2. Global ModelOps market, 2017 - 2030 (USD Million)
  • Table 3. Global ModelOps market estimates and forecast by offering, 2017 - 2030 (USD Million)
  • Table 4. Global ModelOps market estimates and forecast by deployment, 2017 - 2030 (USD Million)
  • Table 5. Global ModelOps market estimates and forecast by model, 2017 - 2030 (USD Million)
  • Table 6. Global ModelOps market estimates and forecast by application, 2017 - 2030 (USD Million)
  • Table 7. Global ModelOps market estimates and forecast by vertical, 2017 - 2030 (USD Million)
  • Table 8. Global ModelOps market estimates and forecasts by region, 2017 - 2030 (USD Million)
  • Table 9. ModelOps market estimates and forecast by offering, 2017 - 2030 (USD Million)
  • Table 10. ModelOps market estimates and forecast by platforms, 2017 - 2030 (USD Million)
  • Table 11. ModelOps market estimates and forecast by services, 2017 - 2030 (USD Million)
  • Table 12. ModelOps market estimates and forecast by deployment, 2017 - 2030 (USD Million)
  • Table 13. ModelOps market estimates and forecast by cloud, 2017 - 2030 (USD Million)
  • Table 14. ModelOps market estimates and forecast by on-premises, 2017 - 2030 (USD Million)
  • Table 15. ModelOps market estimates and forecast by model, 2017 - 2030 (USD Million)
  • Table 16. ModelOps market estimates and forecast by ML models, 2017 - 2030 (USD Million)
  • Table 17. ModelOps market estimates and forecast by graph-based models, 2017 - 2030 (USD Million)
  • Table 18. ModelOps market estimates and forecast by rule & heuristic models, 2017 - 2030 (USD Million)
  • Table 19. ModelOps market estimates and forecast by linguistic models, 2017 - 2030 (USD Million)
  • Table 20. ModelOps market estimates and forecast by agent-based models, 2017 - 2030 (USD Million)
  • Table 21. ModelOps market estimates and forecast by others, 2017 - 2030 (USD Million)
  • Table 22. ModelOps market estimates and forecast by application, 2017 - 2030 (USD Million)
  • Table 23. ModelOps market estimates and forecast by CI/CD, 2017 - 2030 (USD Million)
  • Table 24. ModelOps market estimates and forecast by batch scoring, 2017 - 2030 (USD Million)
  • Table 25. ModelOps market estimates and forecast by governance, risk and compliance, 2017 - 2030 (USD Million)
  • Table 26. ModelOps market estimates and forecast by parallelization & distributed computing, 2017 - 2030 (USD Million)
  • Table 27. ModelOps market estimates and forecast by monitoring & alerting, 2017 - 2030 (USD Million)
  • Table 28. ModelOps market estimates and forecast by dashboard & reporting, 2017 - 2030 (USD Million)
  • Table 29. ModelOps market estimates and forecast by model lifecycle management, 2017 - 2030 (USD Million)
  • Table 30. ModelOps market estimates and forecast by others, 2017 - 2030 (USD Million)
  • Table 31. ModelOps market estimates and forecast by vertical, 2017 - 2030 (USD Million)
  • Table 32. ModelOps market estimates and forecast by BFSI, 2017 - 2030 (USD Million)
  • Table 33. ModelOps market estimates and forecast by retail & e-commerce, 2017 - 2030 (USD Million)
  • Table 34. ModelOps market estimates and forecast by healthcare & life sciences, 2017 - 2030 (USD Million)
  • Table 35. ModelOps market estimates and forecast by IT & telecommunications, 2017 - 2030 (USD Million)
  • Table 36. ModelOps market estimates and forecast by energy & utilities, 2017 - 2030 (USD Million)
  • Table 37. ModelOps market estimates and forecast by manufacturing, 2017 - 2030 (USD Million)
  • Table 38. ModelOps market estimates and forecast by transportation & logistics, 2017 - 2030 (USD Million)
  • Table 39. ModelOps market estimates and forecast by others, 2017 - 2030 (USD Million)
  • Table 40. North America ModelOps market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 41. North America ModelOps market estimates and forecasts, by offering, 2017 - 2030 (USD Million)
  • Table 42. North America ModelOps market estimates and forecasts, by deployment, 2017 - 2030 (USD Million)
  • Table 43. North America ModelOps market estimates and forecasts, by model, 2017 - 2030 (USD Million)
  • Table 44. North America ModelOps market estimates and forecasts, by vertical, 2017 - 2030 (USD Million)
  • Table 45. North America ModelOps market estimates and forecasts, by application, 2017 - 2030 (USD Million)
  • Table 46. U.S. ModelOps market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 47. U.S. ModelOps market estimates and forecasts, by offering, 2017 - 2030 (USD Million)
  • Table 48. U.S. ModelOps market estimates and forecasts, by deployment, 2017 - 2030 (USD Million)
  • Table 49. U.S. ModelOps market estimates and forecasts, by model, 2017 - 2030 (USD Million)
  • Table 50. U.S. ModelOps market estimates and forecasts, by vertical, 2017 - 2030 (USD Million)
  • Table 51. U.S. ModelOps market estimates and forecasts, by application, 2017 - 2030 (USD Million)
  • Table 52. Canada ModelOps market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 53. Canada ModelOps market estimates and forecasts, by offering, 2017 - 2030 (USD Million)
  • Table 54. Canada ModelOps market estimates and forecasts, by deployment, 2017 - 2030 (USD Million)
  • Table 55. Canada ModelOps market estimates and forecasts, by model, 2017 - 2030 (USD Million)
  • Table 56. Canada ModelOps market estimates and forecasts, by vertical, 2017 - 2030 (USD Million)
  • Table 57. Canada ModelOps market estimates and forecasts, by application, 2017 - 2030 (USD Million)
  • Table 58. Mexico ModelOps market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 59. Mexico ModelOps market estimates and forecasts, by offering, 2017 - 2030 (USD Million)
  • Table 60. Mexico ModelOps market estimates and forecasts, by deployment, 2017 - 2030 (USD Million)
  • Table 61. Mexico ModelOps market estimates and forecasts, by model, 2017 - 2030 (USD Million)
  • Table 62. Mexico ModelOps market estimates and forecasts, by vertical, 2017 - 2030 (USD Million)
  • Table 63. Mexico ModelOps market estimates and forecasts, by application, 2017 - 2030 (USD Million)
  • Table 64. Europe ModelOps market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 65. Europe ModelOps market estimates and forecasts, by offering, 2017 - 2030 (USD Million)
  • Table 66. Europe ModelOps market estimates and forecasts, by deployment, 2017 - 2030 (USD Million)
  • Table 67. Europe ModelOps market estimates and forecasts, by model, 2017 - 2030 (USD Million)
  • Table 68. Europe ModelOps market estimates and forecasts, by vertical, 2017 - 2030 (USD Million)
  • Table 69. Europe ModelOps market estimates and forecasts, by application, 2017 - 2030 (USD Million)
  • Table 70. UK ModelOps market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 71. UK ModelOps market estimates and forecasts, by offering, 2017 - 2030 (USD Million)
  • Table 72. UK ModelOps market estimates and forecasts, by deployment, 2017 - 2030 (USD Million)
  • Table 73. UK ModelOps market estimates and forecasts, by model, 2017 - 2030 (USD Million)
  • Table 74. UK ModelOps market estimates and forecasts, by vertical, 2017 - 2030 (USD Million)
  • Table 75. UK ModelOps market estimates and forecasts, by application, 2017 - 2030 (USD Million)
  • Table 76. Germany ModelOps market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 77. Germany ModelOps market estimates and forecasts, by offering, 2017 - 2030 (USD Million)
  • Table 78. Germany ModelOps market estimates and forecasts, by deployment, 2017 - 2030 (USD Million)
  • Table 79. Germany ModelOps market estimates and forecasts, by model, 2017 - 2030 (USD Million)
  • Table 80. Germany ModelOps market estimates and forecasts, by vertical, 2017 - 2030 (USD Million)
  • Table 81. Germany ModelOps market estimates and forecasts, by application, 2017 - 2030 (USD Million)
  • Table 82. France ModelOps market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 83. France ModelOps market estimates and forecasts, by offering, 2017 - 2030 (USD Million)
  • Table 84. France ModelOps market estimates and forecasts, by deployment, 2017 - 2030 (USD Million)
  • Table 85. France ModelOps market estimates and forecasts, by model, 2017 - 2030 (USD Million)
  • Table 86. France ModelOps market estimates and forecasts, by vertical, 2017 - 2030 (USD Million)
  • Table 87. France ModelOps market estimates and forecasts, by application, 2017 - 2030 (USD Million)
  • Table 88. Asia Pacific ModelOps market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 89. Asia Pacific ModelOps market estimates and forecasts, by offering, 2017 - 2030 (USD Million)
  • Table 90. Asia Pacific ModelOps market estimates and forecasts, by deployment, 2017 - 2030 (USD Million)
  • Table 91. Asia Pacific ModelOps market estimates and forecasts, by model, 2017 - 2030 (USD Million)
  • Table 92. Asia Pacific ModelOps market estimates and forecasts, by vertical, 2017 - 2030 (USD Million)
  • Table 93. Asia Pacific ModelOps market estimates and forecasts, by application, 2017 - 2030 (USD Million)
  • Table 94. China ModelOps market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 95. China ModelOps market estimates and forecasts, by offering, 2017 - 2030 (USD Million)
  • Table 96. China ModelOps market estimates and forecasts, by deployment, 2017 - 2030 (USD Million)
  • Table 97. China ModelOps market estimates and forecasts, by model, 2017 - 2030 (USD Million)
  • Table 98. China ModelOps market estimates and forecasts, by vertical, 2017 - 2030 (USD Million)
  • Table 99. China ModelOps market estimates and forecasts, by application, 2017 - 2030 (USD Million)
  • Table 100. India ModelOps market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 101. India ModelOps market estimates and forecasts, by offering, 2017 - 2030 (USD Million)
  • Table 102. India ModelOps market estimates and forecasts, by deployment, 2017 - 2030 (USD Million)
  • Table 103. India ModelOps market estimates and forecasts, by model, 2017 - 2030 (USD Million)
  • Table 104. India ModelOps market estimates and forecasts, by vertical, 2017 - 2030 (USD Million)
  • Table 105. India ModelOps market estimates and forecasts, by application, 2017 - 2030 (USD Million)
  • Table 106. Japan ModelOps market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 107. Japan ModelOps market estimates and forecasts, by offering, 2017 - 2030 (USD Million)
  • Table 108. Japan ModelOps market estimates and forecasts, by deployment, 2017 - 2030 (USD Million)
  • Table 109. Japan ModelOps market estimates and forecasts, by model, 2017 - 2030 (USD Million)
  • Table 110. Japan ModelOps market estimates and forecasts, by vertical, 2017 - 2030 (USD Million)
  • Table 111. Japan ModelOps market estimates and forecasts, by application, 2017 - 2030 (USD Million)
  • Table 112. South Korea ModelOps market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 113. South Korea ModelOps market estimates and forecasts, by offering, 2017 - 2030 (USD Million)
  • Table 114. South Korea ModelOps market estimates and forecasts, by deployment, 2017 - 2030 (USD Million)
  • Table 115. South Korea ModelOps market estimates and forecasts, by model, 2017 - 2030 (USD Million)
  • Table 116. South Korea ModelOps market estimates and forecasts, by vertical, 2017 - 2030 (USD Million)
  • Table 117. South Korea ModelOps market estimates and forecasts, by application, 2017 - 2030 (USD Million)
  • Table 118. Australia ModelOps market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 119. Australia ModelOps market estimates and forecasts, by offering, 2017 - 2030 (USD Million)
  • Table 120. Australia ModelOps market estimates and forecasts, by deployment, 2017 - 2030 (USD Million)
  • Table 121. Australia ModelOps market estimates and forecasts, by model, 2017 - 2030 (USD Million)
  • Table 122. Australia ModelOps market estimates and forecasts, by vertical, 2017 - 2030 (USD Million)
  • Table 123. Australia ModelOps market estimates and forecasts, by application, 2017 - 2030 (USD Million)
  • Table 124. Latin America ModelOps market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 125. Latin America ModelOps market estimates and forecasts, by offering, 2017 - 2030 (USD Million)
  • Table 126. Latin America ModelOps market estimates and forecasts, by deployment, 2017 - 2030 (USD Million)
  • Table 127. Latin America ModelOps market estimates and forecasts, by model, 2017 - 2030 (USD Million)
  • Table 128. Latin America ModelOps market estimates and forecasts, by vertical, 2017 - 2030 (USD Million)
  • Table 129. Latin America ModelOps market estimates and forecasts, by application, 2017 - 2030 (USD Million)
  • Table 130. Brazil ModelOps market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 131. Brazil ModelOps market estimates and forecasts, by offering, 2017 - 2030 (USD Million)
  • Table 132. Brazil ModelOps market estimates and forecasts, by deployment, 2017 - 2030 (USD Million)
  • Table 133. Brazil ModelOps market estimates and forecasts, by model, 2017 - 2030 (USD Million)
  • Table 134. Brazil ModelOps market estimates and forecasts, by vertical, 2017 - 2030 (USD Million)
  • Table 135. Brazil ModelOps market estimates and forecasts, by application, 2017 - 2030 (USD Million)
  • Table 136. Middle East & Africa ModelOps market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 137. Middle East & Africa ModelOps market estimates and forecasts, by offering, 2017 - 2030 (USD Million)
  • Table 138. Middle East & Africa ModelOps market estimates and forecasts, by deployment, 2017 - 2030 (USD Million)
  • Table 139. Middle East & Africa ModelOps market estimates and forecasts, by model, 2017 - 2030 (USD Million)
  • Table 140. Middle East & Africa ModelOps market estimates and forecasts, by vertical, 2017 - 2030 (USD Million)
  • Table 141. Middle East & Africa ModelOps market estimates and forecasts, by application, 2017 - 2030 (USD Million)
  • Table 142. UAE ModelOps market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 143. UAE ModelOps market estimates and forecasts, by offering, 2017 - 2030 (USD Million)
  • Table 144. UAE ModelOps market estimates and forecasts, by deployment, 2017 - 2030 (USD Million)
  • Table 145. UAE ModelOps market estimates and forecasts, by model, 2017 - 2030 (USD Million)
  • Table 146. UAE ModelOps market estimates and forecasts, by vertical, 2017 - 2030 (USD Million)
  • Table 147. UAE ModelOps market estimates and forecasts, by application, 2017 - 2030 (USD Million)
  • Table 148. South Africa ModelOps market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 149. South Africa ModelOps market estimates and forecasts, by offering, 2017 - 2030 (USD Million)
  • Table 150. South Africa ModelOps market estimates and forecasts, by deployment, 2017 - 2030 (USD Million)
  • Table 151. South Africa ModelOps market estimates and forecasts, by model, 2017 - 2030 (USD Million)
  • Table 152. South Africa ModelOps market estimates and forecasts, by vertical, 2017 - 2030 (USD Million)
  • Table 153. South Africa ModelOps market estimates and forecasts, by application, 2017 - 2030 (USD Million)
  • Table 154. KSA ModelOps market estimates and forecast, 2017 - 2030 (USD Million)
  • Table 155. KSA ModelOps market estimates and forecasts, by offering, 2017 - 2030 (USD Million)
  • Table 156. KSA ModelOps market estimates and forecasts, by deployment, 2017 - 2030 (USD Million)
  • Table 157. KSA ModelOps market estimates and forecasts, by model, 2017 - 2030 (USD Million)
  • Table 158. KSA ModelOps market estimates and forecasts, by vertical, 2017 - 2030 (USD Million)
  • Table 159. KSA ModelOps market estimates and forecasts, by application, 2017 - 2030 (USD Million)

List of Figures

  • Fig. 1 ModelOps Market Segmentation
  • Fig. 2 Market Research Process
  • Fig. 3 Technology landscape
  • Fig. 4 Information Procurement
  • Fig. 5 Data Analysis Models
  • Fig. 6 Market Formulation and Validation
  • Fig. 7 Data Validating & Publishing
  • Fig. 8 Market Snapshot
  • Fig. 9 Segment Snapshot (1/2)
  • Fig. 10 Competitive Landscape Snapshot
  • Fig. 11 ModelOps- Market Size and Growth Prospects (USD Million)
  • Fig. 12 ModelOps Market: Industry Value Chain Analysis
  • Fig. 13 ModelOps Market: Market Dynamics
  • Fig. 14 ModelOps Market: PORTER's Analysis
  • Fig. 15 ModelOps Market: PESTEL Analysis
  • Fig. 16 ModelOps Market Share by Offering, 2024 & 2030 (USD Million)
  • Fig. 17 ModelOps Market, by Offering: Key Takeaways
  • Fig. 18 ModelOps Market, by Offering: Market Share, 2024 & 2030
  • Fig. 19 Plaforms Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 20 Services Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 21 ModelOps Market Share by Deployment, 2024 & 2030 (USD Million)
  • Fig. 22 ModelOps Market, by Deployment: Key Takeaways
  • Fig. 23 ModelOps Market, by Deployment: Market Share, 2024 & 2030
  • Fig. 24 On-premises Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 25 Cloud Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 26 ModelOps Market Share by Model, 2024 & 2030 (USD Million)
  • Fig. 27 ModelOps Market, by Model: Key Takeaways
  • Fig. 28 ModelOps Market, by Model: Market Share, 2024 & 2030
  • Fig. 29 ML Models Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 30 Graph-Based Models Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 31 Rule & Heuristic Models Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 32 Linguistic Models Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 33 Agent-Based Models Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 34 Others Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 35 ModelOps Market Share by Application, 2024 & 2030 (USD Million)
  • Fig. 36 ModelOps Market, by Application: Key Takeaways
  • Fig. 37 ModelOps Market, by Application: Market Share, 2024 & 2030
  • Fig. 38 Continuous Integration/Continuous Deployment Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 39 Batch Scoring Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 40 Governance, Risk and Compliance Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 41 Parallelization & Distributed Computing Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 42 Monitoring & Alerting Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 43 Dashboard & Reporting Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 44 Model Lifecycle Management Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 45 Others Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 46 ModelOps Market Share by Vertical, 2024 & 2030 (USD Million)
  • Fig. 47 ModelOps Market, by Vertical: Key Takeaways
  • Fig. 48 ModelOps Market, by Vertical: Market Share, 2024 & 2030
  • Fig. 49 BFSI Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 50 Retail & E-commerce Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 51 Healthcare & Life Sciences Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 52 IT & Telecommunications Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 53 Energy & Utilities Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 54 Manufacturing Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 55 Transportation & Logistics Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 56 Others Market Estimates & Forecasts, 2017 - 2030 (Revenue, USD Million)
  • Fig. 57 ModelOps Market Revenue, by Region, 2024 & 2030, (USD Million)
  • Fig. 58 Regional Marketplace: Key Takeaways
  • Fig. 59 Regional Marketplace: Key Takeaways
  • Fig. 60 North America ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 61 US ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 62 Canada ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 63 Mexico ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 64 Europe ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 65 UK ModelOps Market Estimates and Forecasts, 2017 - 2030,) (USD Million)
  • Fig. 66 Germany ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 67 France ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 68 Asia Pacific ModelOps Market Estimates and Forecast, 2017 - 2030 (USD Million)
  • Fig. 69 China ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 70 Japan ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 71 India ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 72 Australia ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 73 South Korea ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 74 Latin America ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 75 Brazil ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 76 MEA ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 77 UAE ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 78 South Africa ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 79 KSA ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
  • Fig. 80 Key Company Categorization
  • Fig. 81 Company Market Positioning
  • Fig. 82 Key Company Market Share Analysis, 2023
  • Fig. 83 Strategic Framework
目次
Product Code: GVR-4-68040-507-0

ModelOps Market Size & Trends:

The global ModelOps market size was estimated at USD 5.64 billion in 2024 and is expected to grow at a CAGR of 41.3% from 2025 to 2030. Rapid AI and ML adoption across industries, needs for scalability large-scale AI deployment, cost efficiency and automation, and AI model performance monitoring are primarily drivers of the ModelOps market. ModelOps helps businesses mitigate operational risks by providing tools to detect and rectify model drift or failures before they impact critical business processes, ensuring consistent decision-making and reducing potential disruptions.

Strict regulations, in various industries such as, BFSI, and healthcare require transparent, explainable, and compliant AI models. ModelOps platforms provide governance frameworks that help businesses meet regulatory requirements, avoiding costly compliance breaches and ensuring auditability. For instance, in December 2024, ModelOp, a foremost provider of AI governance software for enterprises announced a significant surge in platform usage throughout the year. New customer acquisitions drove this growth, the adoption of generative AI, and an increasing demand for its AI portfolio intelligence and governance solutions. For the second year in a row, the company achieved substantial and sustained expansion, particularly in the healthcare, financial services, and consumer packaged goods (CPG) sectors.

ModelOps enhances the speed at which companies can move AI models from development to production. This reduction in time-to-market helps businesses quickly leverage AI-driven insights, ensuring agility in responding to market changes and customer demands. To ensure ongoing business value, ModelOps continuously monitors models for performance, drift, and bias. This proactive approach helps prevent revenue losses due to underperforming models, ensuring the consistency and accuracy of AI-driven decisions. Automating AI/ML model deployment, monitoring, and retraining reduces the need for manual intervention, leading to significant cost savings. For businesses, this means optimizing resources while maintaining high-quality AI operations.

As businesses across sectors increasingly adopt artificial intelligence (AI) and machine learning (ML) to gain competitive advantages, the need for ModelOps solutions to streamline deployment and management becomes critical. Operationalizing AI models efficiently is a top priority to ensure a faster return on investment (ROI). As companies scale their AI initiatives and deploy numerous models, ModelOps enables them to efficiently manage these models at scale, ensuring consistent performance across different environments and reducing operational costs.

Global ModelOps 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 2017 to 2030. For this study, Grand View Research has segmented the global ModelOps market report based on the offering, deployment, model, application, vertical, and region.

  • Offering Outlook (Revenue, USD Million, 2017 - 2030)
  • Platforms
  • Services
  • Deployment Outlook (Revenue, USD Million, 2017 - 2030)
  • Cloud
  • On-premises
  • Model Outlook (Revenue, USD Million, 2017 - 2030)
  • ML Models
  • Graph-based Models
  • Rule & Heuristic Models
  • Linguistic Models
  • Agent-based Models
  • Others
  • Application Outlook (Revenue, USD Million, 2017 - 2030)
  • Continuous Integration/ Continuous Deployment
  • Batch Scoring
  • Governance, Risk and Compliance
  • Parallelization & Distributed Computing
  • Monitoring & Alerting
  • Dashboard & Reporting
  • Model Lifecycle Management
  • Others
  • Vertical Outlook (Revenue, USD Million, 2017 - 2030)
  • BFSI
  • Retail & E-commerce
  • Healthcare & Life sciences
  • IT & Telecommunications
  • Energy & Utilities
  • Manufacturing
  • Transportation & Logistics
  • Others
  • Regional Outlook (Revenue, USD Million, 2017 - 2030)
  • North America
    • U.S.
    • Canada
    • Mexico
  • Europe
    • UK
    • Germany
    • France
  • Asia Pacific
    • China
    • India
    • Japan
    • Australia
    • South Korea
  • Latin America
    • Brazil
  • MEA
    • UAE
    • South Africa
    • KSA

Table of Contents

Chapter 1. Methodology and Scope

  • 1.1. Market Segmentation and Scope
  • 1.2. Market Definitions
  • 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. ModelOps Market Variables, Trends, & Scope

  • 3.1. Market Introduction/Lineage Outlook
  • 3.2. Market Size and Growth Prospects (USD Million)
  • 3.3. Industry Value Chain Analysis
  • 3.4. Market Dynamics
    • 3.4.1. Market Drivers Analysis
      • 3.4.1.1. Integration of ModelOps with DataOps and DevOps
      • 3.4.1.2. Integration of automated CI/CD pipelines
    • 3.4.2. Market Restraints Analysis
      • 3.4.2.1. Model explainability and interpretability
    • 3.4.3. Industry Opportunities
    • 3.4.4. Industry Challenges
  • 3.5. ModelOps Market Analysis Tools
    • 3.5.1. Porter's Analysis
      • 3.5.1.1. Bargaining power of the suppliers
      • 3.5.1.2. Bargaining power of the buyers
      • 3.5.1.3. Threats of substitution
      • 3.5.1.4. Threats from new entrants
      • 3.5.1.5. Competitive rivalry
    • 3.5.2. PESTEL Analysis
      • 3.5.2.1. Political landscape
      • 3.5.2.2. Economic and Social landscape
      • 3.5.2.3. Technological landscape
      • 3.5.2.4. Environmental landscape
      • 3.5.2.5. Legal landscape

Chapter 4. ModelOps Market: Offering Estimates & Trend Analysis

  • 4.1. Segment Dashboard
  • 4.2. ModelOps Market: Offering Movement Analysis, 2024 & 2030 (USD Million)
  • 4.3. Platforms
    • 4.3.1. Platforms Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 4.4. Services
    • 4.4.1. Services Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)

Chapter 5. ModelOps Market: Deployment Estimates & Trend Analysis

  • 5.1. Segment Dashboard
  • 5.2. ModelOps Market: Deployment Movement Analysis, 2024 & 2030 (USD Million)
  • 5.3. Cloud
    • 5.3.1. Cloud Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 5.4. On-premises
    • 5.4.1. On-premises Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)

Chapter 6. ModelOps Market: Model Estimates & Trend Analysis

  • 6.1. Segment Dashboard
  • 6.2. ModelOps Market: Model Movement Analysis, 2024 & 2030 (USD Million)
  • 6.3. ML Models
    • 6.3.1. ML Models Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 6.4. Graph-Based Models
    • 6.4.1. Graph-Based Models Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 6.5. Rule & Heuristic Models
    • 6.5.1. Rule & Heuristic Models Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 6.6. Linguistic Models
    • 6.6.1. Linguistic Models Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 6.7. Agent-Based Models
    • 6.7.1. Agent-Based Models Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 6.8. Others
    • 6.8.1. Others Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)

Chapter 7. ModelOps Market: Application Estimates & Trend Analysis

  • 7.1. Segment Dashboard
  • 7.2. ModelOps Market: Application Movement Analysis, 2024 & 2030 (USD Million)
  • 7.3. Continuous Integration/Continuous Deployment
    • 7.3.1. Continuous Integration/Continuous Deployment Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 7.4. Batch Scoring
    • 7.4.1. Batch Scoring Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 7.5. Governance, Risk and Compliance
    • 7.5.1. Governance, Risk and Compliance Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 7.6. Parallelization & Distributed Computing
    • 7.6.1. Parallelization & Distributed Computing Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 7.7. Monitoring & Alerting
    • 7.7.1. Monitoring & Alerting Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 7.8. Dashboard & Reporting
    • 7.8.1. Dashboard & Reporting Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 7.9. Model Lifecycle Management
    • 7.9.1. Model Lifecycle Management Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 7.10. Others
    • 7.10.1. Others Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)

Chapter 8. ModelOps Market: Vertical Estimates & Trend Analysis

  • 8.1. Segment Dashboard
  • 8.2. ModelOps Market: Vertical Movement Analysis, 2024 & 2030 (USD Million)
  • 8.3. BFSI
    • 8.3.1. BFSI Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 8.4. Retail & E-commerce
    • 8.4.1. Retail & E-commerce Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 8.5. Healthcare & Life Sciences
    • 8.5.1. Healthcare & Life Sciences Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 8.6. IT & Telecommunications
    • 8.6.1. IT & Telecommunications Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 8.7. Energy & Utilities
    • 8.7.1. Energy & Utilities Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 8.8. Manufacturing
    • 8.8.1. Manufacturing Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 8.9. Transportation & Logistics
    • 8.9.1. Transportation & Logistics Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)
  • 8.10. Others
    • 8.10.1. Others Market Revenue Estimates and Forecasts, 2017 - 2030 (USD Million)

Chapter 9. ModelOps Market: Regional Estimates & Trend Analysis

  • 9.1. ModelOps Market Share, By Region, 2024 & 2030 (USD Million)
  • 9.2. North America
    • 9.2.1. North America ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
    • 9.2.2. North America ModelOps Market Estimates and Forecasts, By Offering, 2017 - 2030 (USD Million)
    • 9.2.3. North America ModelOps Market Estimates and Forecasts, By Deployment, 2017 - 2030 (USD Million)
    • 9.2.4. North America ModelOps Market Estimates and Forecasts, By Model, 2017 - 2030 (USD Million)
    • 9.2.5. North America ModelOps Market Estimates and Forecasts, By Vertical, 2017 - 2030 (USD Million)
    • 9.2.6. North America ModelOps Market Estimates and Forecasts, By Application, 2017 - 2030 (USD Million)
    • 9.2.7. U.S.
      • 9.2.7.1. U.S. ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 9.2.7.2. U.S. ModelOps Market Estimates and Forecasts, By Offering, 2017 - 2030 (USD Million)
      • 9.2.7.3. U.S. ModelOps Market Estimates and Forecasts, By Deployment, 2017 - 2030 (USD Million)
      • 9.2.7.4. U.S. ModelOps Market Estimates and Forecasts, By Model, 2017 - 2030 (USD Million)
      • 9.2.7.5. U.S. ModelOps Market Estimates and Forecasts, By Vertical, 2017 - 2030 (USD Million)
      • 9.2.7.6. U.S. ModelOps Market Estimates and Forecasts, By Application, 2017 - 2030 (USD Million)
    • 9.2.8. Canada
      • 9.2.8.1. Canada ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 9.2.8.2. Canada ModelOps Market Estimates and Forecasts, By Offering, 2017 - 2030 (USD Million)
      • 9.2.8.3. Canada ModelOps Market Estimates and Forecasts, By Deployment, 2017 - 2030 (USD Million)
      • 9.2.8.4. Canada ModelOps Market Estimates and Forecasts, By Model, 2017 - 2030 (USD Million)
      • 9.2.8.5. Canada ModelOps Market Estimates and Forecasts, By Vertical, 2017 - 2030 (USD Million)
      • 9.2.8.6. Canada ModelOps Market Estimates and Forecasts, By Application, 2017 - 2030 (USD Million)
    • 9.2.9. Mexico
      • 9.2.9.1. Mexico ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 9.2.9.2. Mexico ModelOps Market Estimates and Forecasts, By Offering, 2017 - 2030 (USD Million)
      • 9.2.9.3. Mexico ModelOps Market Estimates and Forecasts, By Deployment, 2017 - 2030 (USD Million)
      • 9.2.9.4. Mexico ModelOps Market Estimates and Forecasts, By Model, 2017 - 2030 (USD Million)
      • 9.2.9.5. Mexico ModelOps Market Estimates and Forecasts, By Vertical, 2017 - 2030 (USD Million)
      • 9.2.9.6. Mexico ModelOps Market Estimates and Forecasts, By Application, 2017 - 2030 (USD Million)
  • 9.3. Europe
    • 9.3.1. Europe ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
    • 9.3.2. Europe ModelOps Market Estimates and Forecasts, By Offering, 2017 - 2030 (USD Million)
    • 9.3.3. Europe ModelOps Market Estimates and Forecasts, By Deployment, 2017 - 2030 (USD Million)
    • 9.3.4. Europe ModelOps Market Estimates and Forecasts, By Model, 2017 - 2030 (USD Million)
    • 9.3.5. Europe ModelOps Market Estimates and Forecasts, By Vertical, 2017 - 2030 (USD Million)
    • 9.3.6. Europe ModelOps Market Estimates and Forecasts, By Application, 2017 - 2030 (USD Million)
    • 9.3.7. UK
      • 9.3.7.1. UK ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 9.3.7.2. UK ModelOps Market Estimates and Forecasts, By Offering, 2017 - 2030 (USD Million)
      • 9.3.7.3. UK ModelOps Market Estimates and Forecasts, By Deployment, 2017 - 2030 (USD Million)
      • 9.3.7.4. UK ModelOps Market Estimates and Forecasts, By Model, 2017 - 2030 (USD Million)
      • 9.3.7.5. UK ModelOps Market Estimates and Forecasts, By Vertical, 2017 - 2030 (USD Million)
      • 9.3.7.6. UK ModelOps Market Estimates and Forecasts, By Application, 2017 - 2030 (USD Million)
    • 9.3.8. Germany
      • 9.3.8.1. Germany ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 9.3.8.2. Germany ModelOps Market Estimates and Forecasts, By Offering, 2017 - 2030 (USD Million)
      • 9.3.8.3. Germany ModelOps Market Estimates and Forecasts, By Deployment, 2017 - 2030 (USD Million)
      • 9.3.8.4. Germany ModelOps Market Estimates and Forecasts, By Model, 2017 - 2030 (USD Million)
      • 9.3.8.5. Germany ModelOps Market Estimates and Forecasts, By Vertical, 2017 - 2030 (USD Million)
      • 9.3.8.6. Germany ModelOps Market Estimates and Forecasts, By Application, 2017 - 2030 (USD Million)
    • 9.3.9. France
      • 9.3.9.1. France ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 9.3.9.2. France ModelOps Market Estimates and Forecasts, By Offering, 2017 - 2030 (USD Million)
      • 9.3.9.3. France ModelOps Market Estimates and Forecasts, By Deployment, 2017 - 2030 (USD Million)
      • 9.3.9.4. France ModelOps Market Estimates and Forecasts, By Model, 2017 - 2030 (USD Million)
      • 9.3.9.5. France ModelOps Market Estimates and Forecasts, By Vertical, 2017 - 2030 (USD Million)
      • 9.3.9.6. France ModelOps Market Estimates and Forecasts, By Application, 2017 - 2030 (USD Million)
  • 9.4. Asia Pacific
    • 9.4.1. Asia Pacific ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
    • 9.4.2. Asia Pacific ModelOps Market Estimates and Forecasts, By Offering, 2017 - 2030 (USD Million)
    • 9.4.3. Asia Pacific ModelOps Market Estimates and Forecasts, By Deployment, 2017 - 2030 (USD Million)
    • 9.4.4. Asia Pacific ModelOps Market Estimates and Forecasts, By Model, 2017 - 2030 (USD Million)
    • 9.4.5. Asia Pacific ModelOps Market Estimates and Forecasts, By Vertical, 2017 - 2030 (USD Million)
    • 9.4.6. Asia Pacific ModelOps Market Estimates and Forecasts, By Application, 2017 - 2030 (USD Million)
    • 9.4.7. China
      • 9.4.7.1. China ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 9.4.7.2. China ModelOps Market Estimates and Forecasts, By Offering, 2017 - 2030 (USD Million)
      • 9.4.7.3. China ModelOps Market Estimates and Forecasts, By Deployment, 2017 - 2030 (USD Million)
      • 9.4.7.4. China ModelOps Market Estimates and Forecasts, By Model, 2017 - 2030 (USD Million)
      • 9.4.7.5. China ModelOps Market Estimates and Forecasts, By Vertical, 2017 - 2030 (USD Million)
      • 9.4.7.6. China ModelOps Market Estimates and Forecasts, By Application, 2017 - 2030 (USD Million)
    • 9.4.8. Japan
      • 9.4.8.1. Japan ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 9.4.8.2. Japan ModelOps Market Estimates and Forecasts, By Offering, 2017 - 2030 (USD Million)
      • 9.4.8.3. Japan ModelOps Market Estimates and Forecasts, By Deployment, 2017 - 2030 (USD Million)
      • 9.4.8.4. Japan ModelOps Market Estimates and Forecasts, By Model, 2017 - 2030 (USD Million)
      • 9.4.8.5. Japan ModelOps Market Estimates and Forecasts, By Vertical, 2017 - 2030 (USD Million)
      • 9.4.8.6. Japan ModelOps Market Estimates and Forecasts, By Application, 2017 - 2030 (USD Million)
    • 9.4.9. India
      • 9.4.9.1. India ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 9.4.9.2. India ModelOps Market Estimates and Forecasts, By Offering, 2017 - 2030 (USD Million)
      • 9.4.9.3. India ModelOps Market Estimates and Forecasts, By Deployment, 2017 - 2030 (USD Million)
      • 9.4.9.4. India ModelOps Market Estimates and Forecasts, By Model, 2017 - 2030 (USD Million)
      • 9.4.9.5. India ModelOps Market Estimates and Forecasts, By Vertical, 2017 - 2030 (USD Million)
      • 9.4.9.6. India ModelOps Market Estimates and Forecasts, By Application, 2017 - 2030 (USD Million)
    • 9.4.10. Australia
      • 9.4.10.1. Australia ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 9.4.10.2. Australia ModelOps Market Estimates and Forecasts, By Offering, 2017 - 2030 (USD Million)
      • 9.4.10.3. Australia ModelOps Market Estimates and Forecasts, By Deployment, 2017 - 2030 (USD Million)
      • 9.4.10.4. Australia ModelOps Market Estimates and Forecasts, By Model, 2017 - 2030 (USD Million)
      • 9.4.10.5. Australia ModelOps Market Estimates and Forecasts, By Vertical, 2017 - 2030 (USD Million)
      • 9.4.10.6. Australia ModelOps Market Estimates and Forecasts, By Application, 2017 - 2030 (USD Million)
    • 9.4.11. South Korea
      • 9.4.11.1. South Korea ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 9.4.11.2. South Korea ModelOps Market Estimates and Forecasts, By Offering, 2017 - 2030 (USD Million)
      • 9.4.11.3. South Korea ModelOps Market Estimates and Forecasts, By Deployment, 2017 - 2030 (USD Million)
      • 9.4.11.4. South Korea ModelOps Market Estimates and Forecasts, By Model, 2017 - 2030 (USD Million)
      • 9.4.11.5. South Korea ModelOps Market Estimates and Forecasts, By Vertical, 2017 - 2030 (USD Million)
      • 9.4.11.6. South Korea ModelOps Market Estimates and Forecasts, By Application, 2017 - 2030 (USD Million)
  • 9.5. Latin America
    • 9.5.1. Latin America ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
    • 9.5.2. Latin America ModelOps Market Estimates and Forecasts, By Offering, 2017 - 2030 (USD Million)
    • 9.5.3. Latin America ModelOps Market Estimates and Forecasts, By Deployment, 2017 - 2030 (USD Million)
    • 9.5.4. Latin America ModelOps Market Estimates and Forecasts, By Model, 2017 - 2030 (USD Million)
    • 9.5.5. Latin America ModelOps Market Estimates and Forecasts, By Vertical, 2017 - 2030 (USD Million)
    • 9.5.6. Latin America ModelOps Market Estimates and Forecasts, By Application, 2017 - 2030 (USD Million)
    • 9.5.7. Brazil
      • 9.5.7.1. Brazil ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 9.5.7.2. Brazil ModelOps Market Estimates and Forecasts, By Offering, 2017 - 2030 (USD Million)
      • 9.5.7.3. Brazil ModelOps Market Estimates and Forecasts, By Deployment, 2017 - 2030 (USD Million)
      • 9.5.7.4. Brazil ModelOps Market Estimates and Forecasts, By Model, 2017 - 2030 (USD Million)
      • 9.5.7.5. Brazil ModelOps Market Estimates and Forecasts, By Vertical, 2017 - 2030 (USD Million)
      • 9.5.7.6. Brazil ModelOps Market Estimates and Forecasts, By Application, 2017 - 2030 (USD Million)
  • 9.6. Middle East and Africa
    • 9.6.1. Middle East and Africa ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
    • 9.6.2. Middle East & Africa ModelOps Market Estimates and Forecasts, By Offering, 2017 - 2030 (USD Million)
    • 9.6.3. Middle East & Africa ModelOps Market Estimates and Forecasts, By Deployment, 2017 - 2030 (USD Million)
    • 9.6.4. Middle East & Africa ModelOps Market Estimates and Forecasts, By Model, 2017 - 2030 (USD Million)
    • 9.6.5. Middle East & Africa ModelOps Market Estimates and Forecasts, By Vertical, 2017 - 2030 (USD Million)
    • 9.6.6. Middle East & Africa ModelOps Market Estimates and Forecasts, By Application, 2017 - 2030 (USD Million)
    • 9.6.7. UAE
      • 9.6.7.1. UAE ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 9.6.7.2. UAE ModelOps Market Estimates and Forecasts, By Offering, 2017 - 2030 (USD Million)
      • 9.6.7.3. UAE ModelOps Market Estimates and Forecasts, By Deployment, 2017 - 2030 (USD Million)
      • 9.6.7.4. UAE ModelOps Market Estimates and Forecasts, By Model, 2017 - 2030 (USD Million)
      • 9.6.7.5. UAE ModelOps Market Estimates and Forecasts, By Vertical, 2017 - 2030 (USD Million)
      • 9.6.7.6. UAE ModelOps Market Estimates and Forecasts, By Application, 2017 - 2030 (USD Million)
    • 9.6.8. South Africa
      • 9.6.8.1. South Africa ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 9.6.8.2. South Africa ModelOps Market Estimates and Forecasts, By Offering, 2017 - 2030 (USD Million)
      • 9.6.8.3. South Africa ModelOps Market Estimates and Forecasts, By Deployment, 2017 - 2030 (USD Million)
      • 9.6.8.4. South Africa ModelOps Market Estimates and Forecasts, By Model, 2017 - 2030 (USD Million)
      • 9.6.8.5. South Africa ModelOps Market Estimates and Forecasts, By Vertical, 2017 - 2030 (USD Million)
      • 9.6.8.6. South Africa ModelOps Market Estimates and Forecasts, By Application, 2017 - 2030 (USD Million)
    • 9.6.9. KSA
      • 9.6.9.1. KSA ModelOps Market Estimates and Forecasts, 2017 - 2030 (USD Million)
      • 9.6.9.2. KSA ModelOps Market Estimates and Forecasts, By Offering, 2017 - 2030 (USD Million)
      • 9.6.9.3. KSA ModelOps Market Estimates and Forecasts, By Deployment, 2017 - 2030 (USD Million)
      • 9.6.9.4. KSA ModelOps Market Estimates and Forecasts, By Model, 2017 - 2030 (USD Million)
      • 9.6.9.5. KSA ModelOps Market Estimates and Forecasts, By Vertical, 2017 - 2030 (USD Million)
      • 9.6.9.6. KSA ModelOps Market Estimates and Forecasts, By Application, 2017 - 2030 (USD Million)

Chapter 7. Competitive Landscape

  • 7.1. Recent Developments & Impact Analysis by Key Market Participants
  • 7.2. Company Categorization
  • 7.3. Company Market Positioning
  • 7.4. Company Market Share Analysis
  • 7.5. Company Heat Map Analysis
  • 7.6. Strategy Mapping
    • 7.6.1. Expansion
    • 7.6.2. Mergers & Acquisition
    • 7.6.3. Partnerships & Collaborations
    • 7.6.4. New Product Launches
    • 7.6.5. Research and Development
  • 7.7. Company Profiles
    • 7.7.1. Amazon Web Services, Inc.
      • 7.7.1.1. Participant's Overview
      • 7.7.1.2. Financial Performance
      • 7.7.1.3. Product Benchmarking
      • 7.7.1.4. Recent Developments
    • 7.7.2. Cloud Software Group, Inc.
      • 7.7.2.1. Participant's Overview
      • 7.7.2.2. Financial Performance
      • 7.7.2.3. Product Benchmarking
      • 7.7.2.4. Recent Developments
    • 7.7.3. Cloudera, Inc.
      • 7.7.3.1. Participant's Overview
      • 7.7.3.2. Financial Performance
      • 7.7.3.3. Product Benchmarking
      • 7.7.3.4. Recent Developments
    • 7.7.4. DataRobot, Inc.
      • 7.7.4.1. Participant's Overview
      • 7.7.4.2. Financial Performance
      • 7.7.4.3. Product Benchmarking
      • 7.7.4.4. Recent Developments
    • 7.7.5. Domino Data Lab, Inc.
      • 7.7.5.1. Participant's Overview
      • 7.7.5.2. Financial Performance
      • 7.7.5.3. Product Benchmarking
      • 7.7.5.4. Recent Developments
    • 7.7.6. Google Cloud
      • 7.7.6.1. Participant's Overview
      • 7.7.6.2. Financial Performance
      • 7.7.6.3. Product Benchmarking
      • 7.7.6.4. Recent Developments
    • 7.7.7. Hewlett Packard Enterprise Development LP
      • 7.7.7.1. Participant's Overview
      • 7.7.7.2. Financial Performance
      • 7.7.7.3. Product Benchmarking
      • 7.7.7.4. Recent Developments
    • 7.7.8. IBM Corporation
      • 7.7.8.1. Participant's Overview
      • 7.7.8.2. Financial Performance
      • 7.7.8.3. Product Benchmarking
      • 7.7.8.4. Recent Developments
    • 7.7.9. Microsoft
      • 7.7.9.1. Participant's Overview
      • 7.7.9.2. Financial Performance
      • 7.7.9.3. Product Benchmarking
      • 7.7.9.4. Recent Development
    • 7.7.10. SAS Institute Inc.
      • 7.7.10.1. Participant's Overview
      • 7.7.10.2. Financial Performance
      • 7.7.10.3. Product Benchmarking
      • 7.7.10.4. Recent Development