説明可能なAI市場：提供、展開、用途、最終用途別- 世界予測2025-2030年

説明可能なAI市場は、2023年に70億2,000万米ドルと評価され、2024年には84億2,000万米ドルに達すると予測され、CAGR 20.24％で成長し、2030年には255億2,000万米ドルになると予測されています。

説明可能なAI（XAI）とは、モデルの意思決定プロセスを透明化し、人間が理解できるようにする人工知能の方法論と技術を指します。この必要性は、AIシステムがヘルスケア、金融、法律などの重要な分野で不可欠となり、AIによる意思決定の背後にある理由を理解することが、コンプライアンス、信頼、説明責任にとって極めて重要となることから生じています。XAIは、予知保全、リスク管理、自律走行車、個別化医療を含むがこれらに限定されない多様な領域で応用され、利害関係者の信頼を醸成しながら実用的な洞察を提供します。エンドユースの範囲は広く、銀行、保険、自動車、通信、その他のセクターに及んでいます。

XAIに影響を与える主な成長要因には、AIの透明性に関する規制当局の監視の強化、様々な業界におけるAI主導の意思決定支援に対する需要の急増、AIの偏見と公平性に関する認識と懸念の高まりなどがあります。最近では、AI規制の策定や、モデルの弾力性と解釈可能性技術の向上により、ビジネスの透明性と競合差別化が強化される可能性が出てきています。LIME（Local Interpretable Model-agnostic Explanations）やSHAP（SHapley Additive exPlanations）などのモデルは、よりシンプルで解釈可能なAIシステムを開発する機会を例示しています。

しかし、深層学習モデル特有の複雑さ、精度と解釈可能性の潜在的なトレードオフ、標準化された説明可能性指標の欠如といった課題が、より広範な採用や開発を妨げています。さらに、XAI研究の初期段階は、規制の枠組みに悪影響を及ぼしかねないデータプライバシーとセキュリティの懸念をもたらします。

技術革新の最良の分野には、倫理的なAIフレームワークの統合、直感的なインターフェイスによる人間とAIの相互作用の強化、高度なデータ可視化ツールによるコグニティブコンピューティング能力の強化が含まれます。企業は、研究開発パートナーシップに投資し、学術機関と協力することで、技術的フロンティアを維持することで成長を促進することができます。XAI市場の性質は、既存のAIフレームワークへの強固な統合に向けた軌道を描きながら、急速なイノベーションに態勢を整えており、企業に消費者の信頼と業務の透明性を高める戦略的レバレッジを提供します。

市場力学：急速に進化する説明可能なAI市場の主要市場インサイトを公開

説明可能なAI市場は、需要と供給のダイナミックな相互作用によって変貌を遂げています。このような市場力学の進化を理解することで、企業は十分な情報に基づいた投資決定、戦略的意思決定、新たなビジネスチャンスの獲得を行うことができます。これらの動向を包括的に把握することで、企業は政治的、地理的、技術的、社会的、経済的な領域にわたる様々なリスクを軽減することができ、また、消費者行動とそれが製造コストや購買動向に与える影響をより明確に理解することができます。

• 市場促進要因
  • AIシステムにおける透明性と解釈可能性へのニーズの高まり
  • 世界中の様々な産業でAIの採用が拡大
  • 透明性と説明責任を重視する規制イニシアチブとガイドライン
• 市場抑制要因
  • AIによる説明可能なソリューションの開発コストの高さ
• 市場機会
  • 新しいAI説明可能ソリューションを導入するための継続的な研究開発
  • AIモデルのバイアスを特定し緩和するXAIの採用拡大
• 市場の課題
  • 特定のAI説明可能ソリューションとAIシステムとの統合における複雑さ

ポーターのファイブフォース：説明可能なAI市場をナビゲートする戦略ツール

ポーターのファイブフォースフレームワークは、説明可能なAI市場の競合情勢を理解するための重要なツールです。ポーターのファイブフォース・フレームワークは、企業の競争力を評価し、戦略的機会を探るための明確な手法を提供します。このフレームワークは、企業が市場内の勢力図を評価し、新規事業の収益性を判断するのに役立ちます。これらの洞察により、企業は自社の強みを活かし、弱みに対処し、潜在的な課題を回避することができ、より強靭な市場でのポジショニングを確保することができます。

PESTLE分析：説明可能なAI市場における外部からの影響の把握

外部マクロ環境要因は、説明可能なAI市場の業績ダイナミクスを形成する上で極めて重要な役割を果たします。政治的、経済的、社会的、技術的、法的、環境的要因の分析は、これらの影響をナビゲートするために必要な情報を提供します。PESTLE要因を調査することで、企業は潜在的なリスクと機会をよりよく理解することができます。この分析により、企業は規制、消費者の嗜好、経済動向の変化を予測し、先を見越した積極的な意思決定を行う準備ができます。

市場シェア分析説明可能なAI市場における競合情勢の把握

説明可能なAI市場の詳細な市場シェア分析により、ベンダーの業績を包括的に評価することができます。企業は、収益、顧客ベース、成長率などの主要指標を比較することで、競争上のポジショニングを明らかにすることができます。この分析により、市場の集中、断片化、統合の動向が明らかになり、ベンダーは競争が激化する中で自社の地位を高める戦略的意思決定を行うために必要な知見を得ることができます。

FPNVポジショニング・マトリックス説明可能なAI市場におけるベンダーのパフォーマンス評価

FPNVポジショニングマトリックスは、説明可能なAI市場においてベンダーを評価するための重要なツールです。このマトリックスにより、ビジネス組織はベンダーのビジネス戦略と製品満足度に基づき評価することで、目標に沿った十分な情報に基づいた意思決定を行うことができます。4つの象限によりベンダーを明確かつ的確にセグメント化し、戦略目標に最適なパートナーやソリューションを特定することができます。

戦略分析と推奨説明可能なAI市場における成功への道筋を描く

説明可能なAI市場の戦略分析は、世界市場でのプレゼンス強化を目指す企業にとって不可欠です。主要なリソース、能力、業績指標を検討することで、企業は成長機会を特定し、改善に取り組むことができます。このアプローチにより、競合情勢における課題を克服し、新たなビジネスチャンスを活かして長期的な成功を収めるための体制を整えることができます。

本レポートでは、主要な注目分野を網羅した市場の包括的な分析を提供しています：

1.市場の浸透度：現在の市場環境の詳細なレビュー、主要企業による広範なデータ、市場でのリーチと全体的な影響力の評価。

2.市場の開拓度：新興市場における成長機会を特定し、既存分野における拡大可能性を評価し、将来の成長に向けた戦略的ロードマップを提供します。

3.市場の多様化：最近の製品発売、未開拓の地域、業界の主要な進歩、市場を形成する戦略的投資を分析します。

4.競合の評価と情報：競合情勢を徹底的に分析し、市場シェア、事業戦略、製品ポートフォリオ、認証、規制当局の承認、特許動向、主要企業の技術進歩などを検証します。

5.製品開発およびイノベーション：将来の市場成長を促進すると期待される最先端技術、研究開発活動、製品イノベーションをハイライトしています。

また、利害関係者が十分な情報を得た上で意思決定できるよう、重要な質問にも答えています：

1.現在の市場規模と今後の成長予測は？

2.最高の投資機会を提供する製品、セグメント、地域はどこか？

3.市場を形成する主な技術動向と規制の影響とは？

4.主要ベンダーの市場シェアと競合ポジションは？

5.ベンダーの市場参入・撤退戦略の原動力となる収益源と戦略的機会は何か？

目次

第1章 序文

第2章 調査手法

第3章 エグゼクティブサマリー

第4章 市場の概要

第5章 市場洞察

• 市場力学
  • 促進要因
    • AIシステムにおける透明性と解釈可能性の必要性の高まり
    • 世界中のさまざまな業界でAIの導入が拡大
    • 透明性と説明責任を重視した規制イニシアチブとガイドライン
  • 抑制要因
    • AIによる説明可能なソリューションの開発コストが高い
  • 機会
    • 新しいAI説明可能ソリューションを導入するための継続的な研究開発
    • AIモデルのバイアスを特定して軽減するXAIの採用が増加
  • 課題
    • 特定のAI説明可能ソリューションとAIシステムの統合の複雑さ
• 市場セグメンテーション分析
  • 提供内容：高度なデータ処理のための統合ソフトウェアソリューションの進歩により、より明確な分析と意思決定プロセスが可能になります。
  • 導入：手頃な価格とアクセスの容易さから、クラウドベースの説明可能なAI導入が好まれる傾向が高まっています。
  • 応用：個別化治療のための創薬と診断における説明可能なAIの応用拡大
  • 最終用途：航空宇宙および防衛分野における説明可能なAIの新たな応用により、透明性の高い意思決定とリスク分析が可能
• ポーターのファイブフォース分析
• PESTEL分析
  • 政治的
  • 経済
  • 社交
  • 技術的
  • 法律上
  • 環境

第6章 説明可能なAI市場：提供別

• サービス
  • AI/ML対応サービス
  • コンサルティングサービス
  • 最先端のAI/ML調査
  • データエンジニアリングサービス
  • データサイエンスアドバイザリーサービス
  • トレーニングおよび教育サービス
• ソフトウェア
  • 自動レポートツール
  • 統合ソフトウェア
  • インタラクティブな視覚化プラットフォーム
  • スタンドアロンソフトウェア

第7章 説明可能なAI市場：展開別

• クラウドベース
• オンプレミス

第8章 説明可能なAI市場：用途別

• 創薬と診断
• 不正行為と異常検出
• アイデンティティとアクセス管理
• 予知保全
• サプライチェーンマネジメント

第9章 説明可能なAI市場：最終用途別

• 航空宇宙および防衛
• 自動車
• 銀行、金融サービス、保険（BFSI）
• エネルギー・公益事業
• ヘルスケア
• ITおよび通信
• メディアとエンターテイメント
• 公共部門および政府
• 小売業と電子商取引

第10章 南北アメリカの説明可能なAI市場

• アルゼンチン
• ブラジル
• カナダ
• メキシコ
• 米国

第11章 アジア太平洋地域の説明可能なAI市場

• オーストラリア
• 中国
• インド
• インドネシア
• 日本
• マレーシア
• フィリピン
• シンガポール
• 韓国
• 台湾
• タイ
• ベトナム

第12章 欧州・中東・アフリカの説明可能なAI市場

• デンマーク
• エジプト
• フィンランド
• フランス
• ドイツ
• イスラエル
• イタリア
• オランダ
• ナイジェリア
• ノルウェー
• ポーランド
• カタール
• ロシア
• サウジアラビア
• 南アフリカ
• スペイン
• スウェーデン
• スイス
• トルコ
• アラブ首長国連邦
• 英国

第13章 競合情勢

• 市場シェア分析2023
• FPNVポジショニングマトリックス, 2023
• 競合シナリオ分析
  • 富士通はInforma D&Bと提携し、金融・商業情報業界向けに説明可能なAIテクノロジーを導入
  • GyanAI、世界初の説明可能な言語モデルと調査エンジンを発表
  • Temenos、Oracle Cloud Infrastructureで説明可能なAIを提供開始
• 戦略分析と提言

企業一覧

• Abzu ApS
• Alphabet Inc.
• Alteryx, Inc.
• ArthurAI, Inc.
• C3.ai, Inc.
• DarwinAI
• DataRobot, Inc.
• Equifax Inc.
• Fair Isaac Corporation
• Fiddler Labs, Inc.
• H2O.ai, Inc.
• Intel Corporation
• Intellico.ai s.r.l
• International Business Machines Corporation
• ISSQUARED Inc.
• Kyndi, Inc.
• Microsoft Corporation
• Mphasis Limited
• NVIDIA Corporation
• Salesforce, Inc.
• SAS Institute Inc.
• Squirro Group
• Temenos Headquarters SA
• Tensor AI Solutions GmbH
• Tredence Analytics Solutions Pvt. Ltd.
• ZestFinance Inc.

LIST OF FIGURES

• FIGURE 1. EXPLAINABLE AI MARKET RESEARCH PROCESS
• FIGURE 2. EXPLAINABLE AI MARKET SIZE, 2023 VS 2030
• FIGURE 3. GLOBAL EXPLAINABLE AI MARKET SIZE, 2018-2030 (USD MILLION)
• FIGURE 4. GLOBAL EXPLAINABLE AI MARKET SIZE, BY REGION, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 5. GLOBAL EXPLAINABLE AI MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 6. GLOBAL EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2023 VS 2030 (%)
• FIGURE 7. GLOBAL EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 8. GLOBAL EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2023 VS 2030 (%)
• FIGURE 9. GLOBAL EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 10. GLOBAL EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2023 VS 2030 (%)
• FIGURE 11. GLOBAL EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 12. GLOBAL EXPLAINABLE AI MARKET SIZE, BY END-USE, 2023 VS 2030 (%)
• FIGURE 13. GLOBAL EXPLAINABLE AI MARKET SIZE, BY END-USE, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 14. AMERICAS EXPLAINABLE AI MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
• FIGURE 15. AMERICAS EXPLAINABLE AI MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 16. UNITED STATES EXPLAINABLE AI MARKET SIZE, BY STATE, 2023 VS 2030 (%)
• FIGURE 17. UNITED STATES EXPLAINABLE AI MARKET SIZE, BY STATE, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 18. ASIA-PACIFIC EXPLAINABLE AI MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
• FIGURE 19. ASIA-PACIFIC EXPLAINABLE AI MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 20. EUROPE, MIDDLE EAST & AFRICA EXPLAINABLE AI MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
• FIGURE 21. EUROPE, MIDDLE EAST & AFRICA EXPLAINABLE AI MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 22. EXPLAINABLE AI MARKET SHARE, BY KEY PLAYER, 2023
• FIGURE 23. EXPLAINABLE AI MARKET, FPNV POSITIONING MATRIX, 2023

LIST OF TABLES

• TABLE 1. EXPLAINABLE AI MARKET SEGMENTATION & COVERAGE
• TABLE 2. UNITED STATES DOLLAR EXCHANGE RATE, 2018-2023
• TABLE 3. GLOBAL EXPLAINABLE AI MARKET SIZE, 2018-2030 (USD MILLION)
• TABLE 4. GLOBAL EXPLAINABLE AI MARKET SIZE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 5. GLOBAL EXPLAINABLE AI MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
• TABLE 6. EXPLAINABLE AI MARKET DYNAMICS
• TABLE 7. GLOBAL EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 8. GLOBAL EXPLAINABLE AI MARKET SIZE, BY SERVICES, BY REGION, 2018-2030 (USD MILLION)
• TABLE 9. GLOBAL EXPLAINABLE AI MARKET SIZE, BY AI/ML ENABLED SERVICE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 10. GLOBAL EXPLAINABLE AI MARKET SIZE, BY CONSULTING SERVICES, BY REGION, 2018-2030 (USD MILLION)
• TABLE 11. GLOBAL EXPLAINABLE AI MARKET SIZE, BY CUTTING EDGE AI/ML RESEARCH, BY REGION, 2018-2030 (USD MILLION)
• TABLE 12. GLOBAL EXPLAINABLE AI MARKET SIZE, BY DATA ENGINEERING SERVICES, BY REGION, 2018-2030 (USD MILLION)
• TABLE 13. GLOBAL EXPLAINABLE AI MARKET SIZE, BY DATA SCIENCE ADVISORY SERVICES, BY REGION, 2018-2030 (USD MILLION)
• TABLE 14. GLOBAL EXPLAINABLE AI MARKET SIZE, BY TRAINING & EDUCATION SERVICES, BY REGION, 2018-2030 (USD MILLION)
• TABLE 15. GLOBAL EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 16. GLOBAL EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 17. GLOBAL EXPLAINABLE AI MARKET SIZE, BY AUTOMATED REPORTING TOOLS, BY REGION, 2018-2030 (USD MILLION)
• TABLE 18. GLOBAL EXPLAINABLE AI MARKET SIZE, BY INTEGRATED SOFTWARE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 19. GLOBAL EXPLAINABLE AI MARKET SIZE, BY INTERACTIVE VISUALIZATION PLATFORM, BY REGION, 2018-2030 (USD MILLION)
• TABLE 20. GLOBAL EXPLAINABLE AI MARKET SIZE, BY STANDALONE SOFTWARE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 21. GLOBAL EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 22. GLOBAL EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 23. GLOBAL EXPLAINABLE AI MARKET SIZE, BY CLOUD-BASED, BY REGION, 2018-2030 (USD MILLION)
• TABLE 24. GLOBAL EXPLAINABLE AI MARKET SIZE, BY ON-PREMISE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 25. GLOBAL EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 26. GLOBAL EXPLAINABLE AI MARKET SIZE, BY DRUG DISCOVERY & DIAGNOSTICS, BY REGION, 2018-2030 (USD MILLION)
• TABLE 27. GLOBAL EXPLAINABLE AI MARKET SIZE, BY FRAUD & ANOMALY DETECTION, BY REGION, 2018-2030 (USD MILLION)
• TABLE 28. GLOBAL EXPLAINABLE AI MARKET SIZE, BY IDENTITY & ACCESS MANAGEMENT, BY REGION, 2018-2030 (USD MILLION)
• TABLE 29. GLOBAL EXPLAINABLE AI MARKET SIZE, BY PREDICTIVE MAINTENANCE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 30. GLOBAL EXPLAINABLE AI MARKET SIZE, BY SUPPLY CHAIN MANAGEMENT, BY REGION, 2018-2030 (USD MILLION)
• TABLE 31. GLOBAL EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 32. GLOBAL EXPLAINABLE AI MARKET SIZE, BY AEROSPACE & DEFENSE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 33. GLOBAL EXPLAINABLE AI MARKET SIZE, BY AUTOMOTIVE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 34. GLOBAL EXPLAINABLE AI MARKET SIZE, BY BANKING, FINANCIAL SERVICES, & INSURANCE (BFSI), BY REGION, 2018-2030 (USD MILLION)
• TABLE 35. GLOBAL EXPLAINABLE AI MARKET SIZE, BY ENERGY & UTILITIES, BY REGION, 2018-2030 (USD MILLION)
• TABLE 36. GLOBAL EXPLAINABLE AI MARKET SIZE, BY HEALTHCARE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 37. GLOBAL EXPLAINABLE AI MARKET SIZE, BY IT & TELECOMMUNICATIONS, BY REGION, 2018-2030 (USD MILLION)
• TABLE 38. GLOBAL EXPLAINABLE AI MARKET SIZE, BY MEDIA & ENTERTAINMENT, BY REGION, 2018-2030 (USD MILLION)
• TABLE 39. GLOBAL EXPLAINABLE AI MARKET SIZE, BY PUBLIC SECTOR & GOVERNMENT, BY REGION, 2018-2030 (USD MILLION)
• TABLE 40. GLOBAL EXPLAINABLE AI MARKET SIZE, BY RETAIL & ECOMMERCE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 41. AMERICAS EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 42. AMERICAS EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 43. AMERICAS EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 44. AMERICAS EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 45. AMERICAS EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 46. AMERICAS EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 47. AMERICAS EXPLAINABLE AI MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
• TABLE 48. ARGENTINA EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 49. ARGENTINA EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 50. ARGENTINA EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 51. ARGENTINA EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 52. ARGENTINA EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 53. ARGENTINA EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 54. BRAZIL EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 55. BRAZIL EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 56. BRAZIL EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 57. BRAZIL EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 58. BRAZIL EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 59. BRAZIL EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 60. CANADA EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 61. CANADA EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 62. CANADA EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 63. CANADA EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 64. CANADA EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 65. CANADA EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 66. MEXICO EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 67. MEXICO EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 68. MEXICO EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 69. MEXICO EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 70. MEXICO EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 71. MEXICO EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 72. UNITED STATES EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 73. UNITED STATES EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 74. UNITED STATES EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 75. UNITED STATES EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 76. UNITED STATES EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 77. UNITED STATES EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 78. UNITED STATES EXPLAINABLE AI MARKET SIZE, BY STATE, 2018-2030 (USD MILLION)
• TABLE 79. ASIA-PACIFIC EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 80. ASIA-PACIFIC EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 81. ASIA-PACIFIC EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 82. ASIA-PACIFIC EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 83. ASIA-PACIFIC EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 84. ASIA-PACIFIC EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 85. ASIA-PACIFIC EXPLAINABLE AI MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
• TABLE 86. AUSTRALIA EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 87. AUSTRALIA EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 88. AUSTRALIA EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 89. AUSTRALIA EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 90. AUSTRALIA EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 91. AUSTRALIA EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 92. CHINA EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 93. CHINA EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 94. CHINA EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 95. CHINA EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 96. CHINA EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 97. CHINA EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 98. INDIA EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 99. INDIA EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 100. INDIA EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 101. INDIA EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 102. INDIA EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 103. INDIA EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 104. INDONESIA EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 105. INDONESIA EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 106. INDONESIA EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 107. INDONESIA EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 108. INDONESIA EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 109. INDONESIA EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 110. JAPAN EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 111. JAPAN EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 112. JAPAN EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 113. JAPAN EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 114. JAPAN EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 115. JAPAN EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 116. MALAYSIA EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 117. MALAYSIA EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 118. MALAYSIA EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 119. MALAYSIA EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 120. MALAYSIA EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 121. MALAYSIA EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 122. PHILIPPINES EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 123. PHILIPPINES EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 124. PHILIPPINES EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 125. PHILIPPINES EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 126. PHILIPPINES EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 127. PHILIPPINES EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 128. SINGAPORE EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 129. SINGAPORE EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 130. SINGAPORE EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 131. SINGAPORE EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 132. SINGAPORE EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 133. SINGAPORE EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 134. SOUTH KOREA EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 135. SOUTH KOREA EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 136. SOUTH KOREA EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 137. SOUTH KOREA EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 138. SOUTH KOREA EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 139. SOUTH KOREA EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 140. TAIWAN EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 141. TAIWAN EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 142. TAIWAN EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 143. TAIWAN EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 144. TAIWAN EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 145. TAIWAN EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 146. THAILAND EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 147. THAILAND EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 148. THAILAND EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 149. THAILAND EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 150. THAILAND EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 151. THAILAND EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 152. VIETNAM EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 153. VIETNAM EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 154. VIETNAM EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 155. VIETNAM EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 156. VIETNAM EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 157. VIETNAM EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 158. EUROPE, MIDDLE EAST & AFRICA EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 159. EUROPE, MIDDLE EAST & AFRICA EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 160. EUROPE, MIDDLE EAST & AFRICA EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 161. EUROPE, MIDDLE EAST & AFRICA EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 162. EUROPE, MIDDLE EAST & AFRICA EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 163. EUROPE, MIDDLE EAST & AFRICA EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 164. EUROPE, MIDDLE EAST & AFRICA EXPLAINABLE AI MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
• TABLE 165. DENMARK EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 166. DENMARK EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 167. DENMARK EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 168. DENMARK EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 169. DENMARK EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 170. DENMARK EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 171. EGYPT EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 172. EGYPT EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 173. EGYPT EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 174. EGYPT EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 175. EGYPT EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 176. EGYPT EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 177. FINLAND EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 178. FINLAND EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 179. FINLAND EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 180. FINLAND EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 181. FINLAND EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 182. FINLAND EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 183. FRANCE EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 184. FRANCE EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 185. FRANCE EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 186. FRANCE EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 187. FRANCE EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 188. FRANCE EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 189. GERMANY EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 190. GERMANY EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 191. GERMANY EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 192. GERMANY EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 193. GERMANY EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 194. GERMANY EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 195. ISRAEL EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 196. ISRAEL EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 197. ISRAEL EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 198. ISRAEL EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 199. ISRAEL EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 200. ISRAEL EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 201. ITALY EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 202. ITALY EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 203. ITALY EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 204. ITALY EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 205. ITALY EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 206. ITALY EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 207. NETHERLANDS EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 208. NETHERLANDS EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 209. NETHERLANDS EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 210. NETHERLANDS EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 211. NETHERLANDS EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 212. NETHERLANDS EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 213. NIGERIA EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 214. NIGERIA EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 215. NIGERIA EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 216. NIGERIA EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 217. NIGERIA EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 218. NIGERIA EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 219. NORWAY EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 220. NORWAY EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 221. NORWAY EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 222. NORWAY EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 223. NORWAY EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 224. NORWAY EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 225. POLAND EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 226. POLAND EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 227. POLAND EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 228. POLAND EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 229. POLAND EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 230. POLAND EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 231. QATAR EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 232. QATAR EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 233. QATAR EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 234. QATAR EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 235. QATAR EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 236. QATAR EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 237. RUSSIA EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 238. RUSSIA EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 239. RUSSIA EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 240. RUSSIA EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 241. RUSSIA EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 242. RUSSIA EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 243. SAUDI ARABIA EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 244. SAUDI ARABIA EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 245. SAUDI ARABIA EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 246. SAUDI ARABIA EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 247. SAUDI ARABIA EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 248. SAUDI ARABIA EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 249. SOUTH AFRICA EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 250. SOUTH AFRICA EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 251. SOUTH AFRICA EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 252. SOUTH AFRICA EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 253. SOUTH AFRICA EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 254. SOUTH AFRICA EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 255. SPAIN EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 256. SPAIN EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 257. SPAIN EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 258. SPAIN EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 259. SPAIN EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 260. SPAIN EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 261. SWEDEN EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 262. SWEDEN EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 263. SWEDEN EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 264. SWEDEN EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 265. SWEDEN EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 266. SWEDEN EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 267. SWITZERLAND EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 268. SWITZERLAND EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 269. SWITZERLAND EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 270. SWITZERLAND EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 271. SWITZERLAND EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 272. SWITZERLAND EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 273. TURKEY EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 274. TURKEY EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 275. TURKEY EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 276. TURKEY EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 277. TURKEY EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 278. TURKEY EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 279. UNITED ARAB EMIRATES EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 280. UNITED ARAB EMIRATES EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 281. UNITED ARAB EMIRATES EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 282. UNITED ARAB EMIRATES EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 283. UNITED ARAB EMIRATES EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 284. UNITED ARAB EMIRATES EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 285. UNITED KINGDOM EXPLAINABLE AI MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 286. UNITED KINGDOM EXPLAINABLE AI MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 287. UNITED KINGDOM EXPLAINABLE AI MARKET SIZE, BY SOFTWARE, 2018-2030 (USD MILLION)
• TABLE 288. UNITED KINGDOM EXPLAINABLE AI MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 289. UNITED KINGDOM EXPLAINABLE AI MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 290. UNITED KINGDOM EXPLAINABLE AI MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 291. EXPLAINABLE AI MARKET SHARE, BY KEY PLAYER, 2023
• TABLE 292. EXPLAINABLE AI MARKET, FPNV POSITIONING MATRIX, 2023

The Explainable AI Market was valued at USD 7.02 billion in 2023, expected to reach USD 8.42 billion in 2024, and is projected to grow at a CAGR of 20.24%, to USD 25.52 billion by 2030.

Explainable AI (XAI) refers to methodologies and techniques in artificial intelligence that make the decision-making process of models transparent and comprehensible to humans. This necessity arises as AI systems become more integral in critical areas such as healthcare, finance, and legal where understanding the reasoning behind AI decisions is crucial for compliance, trust, and accountability. XAI finds applications in diverse domains including but not limited to predictive maintenance, risk management, autonomous vehicles, and personalized medicine, providing actionable insights while fostering stakeholder confidence. The end-use scope is expansive, reaching sectors like banking, insurance, automotive, telecommunications, and beyond.

Key influencing growth factors for XAI include increasing regulatory scrutiny for AI transparency, the surge in demand for AI-driven decision support across various industries, and the rising awareness and concern about AI bias and fairness. Recent potential opportunities are emerging in formulating AI regulations and improving model resilience and interpretability techniques, thereby enhancing business transparency and competitive differentiation. Models such as LIME (Local Interpretable Model-agnostic Explanations) and SHAP (SHapley Additive exPlanations) exemplify opportunities to develop simpler, more interpretable AI systems.

However, challenges like the inherent complexity of deep learning models, potential trade-offs between accuracy and interpretability, and the lack of standardized explainability metrics impede broader adoption and development. Furthermore, the nascent stage of XAI research poses data privacy and security concerns which could influence regulatory frameworks adversely.

The best areas of innovation include integrating ethical AI frameworks, enhancing human-AI interaction through intuitive interfaces, and bolstering cognitive computing capacities with advanced data visualization tools. Businesses can drive growth by investing in R&D partnerships and collaborating with academic institutions to stay at the technological frontier. The nature of the XAI market is poised on rapid innovation, with a trajectory set towards robust integration into existing AI frameworks, offering enterprises a strategic leverage to enhance consumer trust and operational transparency.

Market Dynamics: Unveiling Key Market Insights in the Rapidly Evolving Explainable AI Market

The Explainable AI Market is undergoing transformative changes driven by a dynamic interplay of supply and demand factors. Understanding these evolving market dynamics prepares business organizations to make informed investment decisions, refine strategic decisions, and seize new opportunities. By gaining a comprehensive view of these trends, business organizations can mitigate various risks across political, geographic, technical, social, and economic domains while also gaining a clearer understanding of consumer behavior and its impact on manufacturing costs and purchasing trends.

• Market Drivers
  • Increasing need for transparency and interpretability in AI systems
  • Growing adoption of AI across various industries worldwide
  • Regulatory initiatives and guidelines emphasizing transparency and accountability
• Market Restraints
  • High cost of development of AI explainable solutions
• Market Opportunities
  • Continuous research & development to introduce novel AI explainable solutions
  • Growing adoption of XAI that identifies and mitigates biases in AI models
• Market Challenges
  • Complexity in the integration of certain AI explainable solutions with AI systems

Porter's Five Forces: A Strategic Tool for Navigating the Explainable AI Market

Porter's five forces framework is a critical tool for understanding the competitive landscape of the Explainable AI Market. It offers business organizations with a clear methodology for evaluating their competitive positioning and exploring strategic opportunities. This framework helps businesses assess the power dynamics within the market and determine the profitability of new ventures. With these insights, business organizations can leverage their strengths, address weaknesses, and avoid potential challenges, ensuring a more resilient market positioning.

PESTLE Analysis: Navigating External Influences in the Explainable AI Market

External macro-environmental factors play a pivotal role in shaping the performance dynamics of the Explainable AI Market. Political, Economic, Social, Technological, Legal, and Environmental factors analysis provides the necessary information to navigate these influences. By examining PESTLE factors, businesses can better understand potential risks and opportunities. This analysis enables business organizations to anticipate changes in regulations, consumer preferences, and economic trends, ensuring they are prepared to make proactive, forward-thinking decisions.

Market Share Analysis: Understanding the Competitive Landscape in the Explainable AI Market

A detailed market share analysis in the Explainable AI Market provides a comprehensive assessment of vendors' performance. Companies can identify their competitive positioning by comparing key metrics, including revenue, customer base, and growth rates. This analysis highlights market concentration, fragmentation, and trends in consolidation, offering vendors the insights required to make strategic decisions that enhance their position in an increasingly competitive landscape.

FPNV Positioning Matrix: Evaluating Vendors' Performance in the Explainable AI Market

The Forefront, Pathfinder, Niche, Vital (FPNV) Positioning Matrix is a critical tool for evaluating vendors within the Explainable AI Market. This matrix enables business organizations to make well-informed decisions that align with their goals by assessing vendors based on their business strategy and product satisfaction. The four quadrants provide a clear and precise segmentation of vendors, helping users identify the right partners and solutions that best fit their strategic objectives.

Strategy Analysis & Recommendation: Charting a Path to Success in the Explainable AI Market

A strategic analysis of the Explainable AI Market is essential for businesses looking to strengthen their global market presence. By reviewing key resources, capabilities, and performance indicators, business organizations can identify growth opportunities and work toward improvement. This approach helps businesses navigate challenges in the competitive landscape and ensures they are well-positioned to capitalize on newer opportunities and drive long-term success.

Key Company Profiles

The report delves into recent significant developments in the Explainable AI Market, highlighting leading vendors and their innovative profiles. These include Abzu ApS, Alphabet Inc., Alteryx, Inc., ArthurAI, Inc., C3.ai, Inc., DarwinAI, DataRobot, Inc., Equifax Inc., Fair Isaac Corporation, Fiddler Labs, Inc., H2O.ai, Inc., Intel Corporation, Intellico.ai s.r.l, International Business Machines Corporation, ISSQUARED Inc., Kyndi, Inc., Microsoft Corporation, Mphasis Limited, NVIDIA Corporation, Salesforce, Inc., SAS Institute Inc., Squirro Group, Temenos Headquarters SA, Tensor AI Solutions GmbH, Tredence Analytics Solutions Pvt. Ltd., and ZestFinance Inc..

Market Segmentation & Coverage

This research report categorizes the Explainable AI Market to forecast the revenues and analyze trends in each of the following sub-markets:

• Based on Offering, market is studied across Services and Software. The Services is further studied across AI/ML Enabled Service, Consulting Services, Cutting Edge AI/ML Research, Data Engineering Services, Data Science Advisory Services, and Training & Education Services. The Software is further studied across Automated Reporting Tools, Integrated Software, Interactive Visualization Platform, and Standalone Software.
• Based on Deployment, market is studied across Cloud-based and On-premise.
• Based on Application, market is studied across Drug Discovery & Diagnostics, Fraud & Anomaly Detection, Identity & Access Management, Predictive Maintenance, and Supply Chain Management.
• Based on End-Use, market is studied across Aerospace & Defense, Automotive, Banking, Financial Services, & Insurance (BFSI), Energy & Utilities, Healthcare, IT & Telecommunications, Media & Entertainment, Public Sector & Government, and Retail & eCommerce.
• Based on Region, market is studied across Americas, Asia-Pacific, and Europe, Middle East & Africa. The Americas is further studied across Argentina, Brazil, Canada, Mexico, and United States. The United States is further studied across California, Florida, Illinois, New York, Ohio, Pennsylvania, and Texas. The Asia-Pacific is further studied across Australia, China, India, Indonesia, Japan, Malaysia, Philippines, Singapore, South Korea, Taiwan, Thailand, and Vietnam. The Europe, Middle East & Africa is further studied across Denmark, Egypt, Finland, France, Germany, Israel, Italy, Netherlands, Nigeria, Norway, Poland, Qatar, Russia, Saudi Arabia, South Africa, Spain, Sweden, Switzerland, Turkey, United Arab Emirates, and United Kingdom.

The report offers a comprehensive analysis of the market, covering key focus areas:

1. Market Penetration: A detailed review of the current market environment, including extensive data from top industry players, evaluating their market reach and overall influence.

2. Market Development: Identifies growth opportunities in emerging markets and assesses expansion potential in established sectors, providing a strategic roadmap for future growth.

3. Market Diversification: Analyzes recent product launches, untapped geographic regions, major industry advancements, and strategic investments reshaping the market.

4. Competitive Assessment & Intelligence: Provides a thorough analysis of the competitive landscape, examining market share, business strategies, product portfolios, certifications, regulatory approvals, patent trends, and technological advancements of key players.

5. Product Development & Innovation: Highlights cutting-edge technologies, R&D activities, and product innovations expected to drive future market growth.

The report also answers critical questions to aid stakeholders in making informed decisions:

1. What is the current market size, and what is the forecasted growth?

2. Which products, segments, and regions offer the best investment opportunities?

3. What are the key technology trends and regulatory influences shaping the market?

4. How do leading vendors rank in terms of market share and competitive positioning?

5. What revenue sources and strategic opportunities drive vendors' market entry or exit strategies?

Table of Contents

1. Preface

• 1.1. Objectives of the Study
• 1.2. Market Segmentation & Coverage
• 1.3. Years Considered for the Study
• 1.4. Currency & Pricing
• 1.5. Language
• 1.6. Stakeholders

2. Research Methodology

• 2.1. Define: Research Objective
• 2.2. Determine: Research Design
• 2.3. Prepare: Research Instrument
• 2.4. Collect: Data Source
• 2.5. Analyze: Data Interpretation
• 2.6. Formulate: Data Verification
• 2.7. Publish: Research Report
• 2.8. Repeat: Report Update

3. Executive Summary

4. Market Overview

5. Market Insights

• 5.1. Market Dynamics
  • 5.1.1. Drivers
    • 5.1.1.1. Increasing need for transparency and interpretability in AI systems
    • 5.1.1.2. Growing adoption of AI across various industries worldwide
    • 5.1.1.3. Regulatory initiatives and guidelines emphasizing transparency and accountability
  • 5.1.2. Restraints
    • 5.1.2.1. High cost of development of AI explainable solutions
  • 5.1.3. Opportunities
    • 5.1.3.1. Continuous research & development to introduce novel AI explainable solutions
    • 5.1.3.2. Growing adoption of XAI that identifies and mitigates biases in AI models
  • 5.1.4. Challenges
    • 5.1.4.1. Complexity in the integration of certain AI explainable solutions with AI systems
• 5.2. Market Segmentation Analysis
  • 5.2.1. Offering: Advancements in integrated software solutions for high data processing allows clearer analytics and decision-making processes
  • 5.2.2. Deployment: Growing preference for cloud-based explainable AI deployment due to its affordability and ease of access
  • 5.2.3. Application: Expanding application of explainable AI in drug discovery and diagnostics for personalized treatment
  • 5.2.4. End-Use: Emerging application of explainable AI in aerospace and defense sector enabling transparent decision making and risk analysis
• 5.3. Porter's Five Forces Analysis
  • 5.3.1. Threat of New Entrants
  • 5.3.2. Threat of Substitutes
  • 5.3.3. Bargaining Power of Customers
  • 5.3.4. Bargaining Power of Suppliers
  • 5.3.5. Industry Rivalry
• 5.4. PESTLE Analysis
  • 5.4.1. Political
  • 5.4.2. Economic
  • 5.4.3. Social
  • 5.4.4. Technological
  • 5.4.5. Legal
  • 5.4.6. Environmental

6. Explainable AI Market, by Offering

• 6.1. Introduction
• 6.2. Services
  • 6.2.1. AI/ML Enabled Service
  • 6.2.2. Consulting Services
  • 6.2.3. Cutting Edge AI/ML Research
  • 6.2.4. Data Engineering Services
  • 6.2.5. Data Science Advisory Services
  • 6.2.6. Training & Education Services
• 6.3. Software
  • 6.3.1. Automated Reporting Tools
  • 6.3.2. Integrated Software
  • 6.3.3. Interactive Visualization Platform
  • 6.3.4. Standalone Software

7. Explainable AI Market, by Deployment

• 7.1. Introduction
• 7.2. Cloud-based
• 7.3. On-premise

8. Explainable AI Market, by Application

• 8.1. Introduction
• 8.2. Drug Discovery & Diagnostics
• 8.3. Fraud & Anomaly Detection
• 8.4. Identity & Access Management
• 8.5. Predictive Maintenance
• 8.6. Supply Chain Management

9. Explainable AI Market, by End-Use

• 9.1. Introduction
• 9.2. Aerospace & Defense
• 9.3. Automotive
• 9.4. Banking, Financial Services, & Insurance (BFSI)
• 9.5. Energy & Utilities
• 9.6. Healthcare
• 9.7. IT & Telecommunications
• 9.8. Media & Entertainment
• 9.9. Public Sector & Government
• 9.10. Retail & eCommerce

10. Americas Explainable AI Market

• 10.1. Introduction
• 10.2. Argentina
• 10.3. Brazil
• 10.4. Canada
• 10.5. Mexico
• 10.6. United States

11. Asia-Pacific Explainable AI Market

• 11.1. Introduction
• 11.2. Australia
• 11.3. China
• 11.4. India
• 11.5. Indonesia
• 11.6. Japan
• 11.7. Malaysia
• 11.8. Philippines
• 11.9. Singapore
• 11.10. South Korea
• 11.11. Taiwan
• 11.12. Thailand
• 11.13. Vietnam

12. Europe, Middle East & Africa Explainable AI Market

• 12.1. Introduction
• 12.2. Denmark
• 12.3. Egypt
• 12.4. Finland
• 12.5. France
• 12.6. Germany
• 12.7. Israel
• 12.8. Italy
• 12.9. Netherlands
• 12.10. Nigeria
• 12.11. Norway
• 12.12. Poland
• 12.13. Qatar
• 12.14. Russia
• 12.15. Saudi Arabia
• 12.16. South Africa
• 12.17. Spain
• 12.18. Sweden
• 12.19. Switzerland
• 12.20. Turkey
• 12.21. United Arab Emirates
• 12.22. United Kingdom

13. Competitive Landscape

• 13.1. Market Share Analysis, 2023
• 13.2. FPNV Positioning Matrix, 2023
• 13.3. Competitive Scenario Analysis
  • 13.3.1. Fujitsu collaborates with Informa D&B to incorporate explainable AI technology for financial-commercial information industry
  • 13.3.2. GyanAI Launches the World's First Explainable Language Model and Research Engine
  • 13.3.3. Temenos to Offer Explainable AI on Oracle Cloud Infrastructure
• 13.4. Strategy Analysis & Recommendation

Companies Mentioned

• 1. Abzu ApS
• 2. Alphabet Inc.
• 3. Alteryx, Inc.
• 4. ArthurAI, Inc.
• 5. C3.ai, Inc.
• 6. DarwinAI
• 7. DataRobot, Inc.
• 8. Equifax Inc.
• 9. Fair Isaac Corporation
• 10. Fiddler Labs, Inc.
• 11. H2O.ai, Inc.
• 12. Intel Corporation
• 13. Intellico.ai s.r.l
• 14. International Business Machines Corporation
• 15. ISSQUARED Inc.
• 16. Kyndi, Inc.
• 17. Microsoft Corporation
• 18. Mphasis Limited
• 19. NVIDIA Corporation
• 20. Salesforce, Inc.
• 21. SAS Institute Inc.
• 22. Squirro Group
• 23. Temenos Headquarters SA
• 24. Tensor AI Solutions GmbH
• 25. Tredence Analytics Solutions Pvt. Ltd.
• 26. ZestFinance Inc.