サプライチェーンにおける人工知能市場：提供、技術、用途、産業別-2025-2030年の世界予測

サプライチェーンにおける人工知能市場の2023年の市場規模は42億2,000万米ドルで、2024年には53億2,000万米ドルに達すると予測され、CAGR 26.15%で成長し、2030年には214億6,000万米ドルに達すると予測されています。

サプライチェーンにおける人工知能（AI）は、サプライチェーン業務の効率と効果を高めるための機械学習アルゴリズムとデータ分析の統合を意味します。AIの必要性は、サプライチェーンプロセスの管理におけるリアルタイムのデータ分析、エラーの削減、予測的洞察、コスト効率に対する需要が増え続けていることから生じています。この分野におけるAIアプリケーションには、需要予測、在庫管理、ロジスティクス最適化、サプライヤー関係管理などが含まれます。最終用途の範囲には、小売、製造、飲食品、ヘルスケアなどの業界が含まれ、これらの業界はAIを活用して業務を合理化し、収益性を向上させています。市場の洞察によると、主な成長要因には、IoT技術の進歩、データ量の急増、プロセス自動化の需要増加、迅速な配送に対する消費者の期待の高まりなどがあります。最新のビジネスチャンスの1つは、AIとブロックチェーンを統合して透明性とトレーサビリティを強化することにあります。企業は、AI主導の分析プラットフォームに投資し、テクノロジー・プロバイダーとのパートナーシップを促進することで、こうした機会を活用できる可能性があります。しかし、導入コストの高さ、データプライバシーへの懸念、アルゴリズムの偏り、従来のサプライチェーン専門家が新技術の採用に消極的であることなど、大きな制約や課題もあります。これらの課題を克服するには、チェンジマネジメント、トレーニング、AIの段階的な統合など、協調的な取り組みが必要です。イノベーションの機会は、サプライチェーンの混乱に耐えられる弾力性のあるAIモデルの開発、継続的に改善する適応学習システムの構築、カーボンフットプリントの削減など持続可能な実践のためのAIの活用にあります。研究開発への継続的な投資、共同エコシステムの模索、従来の用途を超えたAIの使用事例の拡大が、成長にとって最も重要です。市場の性質は非常にダイナミックであり、急速な技術進歩により、企業は競争力を維持するために、サプライチェーン全体でAIを導入する際に機敏で、十分な情報を持ち、革新的であり続ける必要があります。

市場力学：急速に進化するサプライチェーンにおける人工知能市場の主要市場インサイトを公開

サプライチェーンにおける人工知能市場は、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
  • サプライチェーン・ネットワークの可視性と透明性を高める必要性の高まり
  • 体系的かつ効率的な在庫管理に対する需要の高まり
  • 倉庫コスト削減への注目の高まり
• 市場抑制要因
  • AI対応ソフトウェアの高コスト
• 市場機会
  • 急成長するeコマース業界
  • サプライチェーンのデジタル化志向の高まり
• 市場の課題
  • AIソフトウェアを管理する熟練労働者の不足

ポーターのファイブフォース：サプライチェーンにおける人工知能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、サプライチェーンにおける人工知能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：サプライチェーンにおける人工知能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、サプライチェーンにおける人工知能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。

市場シェア分析サプライチェーンにおける人工知能市場における競合情勢の把握

サプライチェーンにおける人工知能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・マトリックスサプライチェーンにおける人工知能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、サプライチェーンにおける人工知能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つの象限によってベンダーを明確かつ正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。

戦略分析と推奨サプライチェーンにおける人工知能市場における成功への道筋を描く

サプライチェーンにおける人工知能市場の戦略分析は、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
    • サプライチェーンネットワークの可視性と透明性の向上の必要性が高まっている
    • 体系的かつ効率的な在庫管理に対する需要の高まり
    • 倉庫コスト削減への注目が高まる
  • 抑制要因
    • AI対応ソフトウェアの高コスト
  • 機会
    • 急速に成長するeコマース業界
    • デジタル化されたサプライチェーンへの傾向の高まり
  • 課題
    • AIソフトウェアを管理できる熟練した人材の不足
• 市場セグメンテーション分析
• 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 サプライチェーンにおける人工知能市場：提供別

• ハードウェア
  • メモリ
  • ネットワーク
  • プロセッサ
• サービス
  • 展開と統合
  • サポートとメンテナンス
• ソフトウェア

第7章 サプライチェーンにおける人工知能市場：技術別

• 拡張現実
• コンピュータビジョン
• コンテキスト認識コンピューティング
• 機械学習
  • 強化学習
  • 教師あり学習
  • 教師なし学習
• 自然言語処理

第8章 サプライチェーンにおける人工知能市場：用途別

• フリート管理
• 貨物仲介
• リスク管理
• サプライチェーン計画
• バーチャルアシスタント
• 倉庫管理

第9章 サプライチェーンにおける人工知能市場：業界別

• 航空宇宙
• 自動車
• 消費財
• 食品・飲料
• ヘルスケア
• 製造業
• 小売り

第10章 南北アメリカのサプライチェーンにおける人工知能市場

• 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サプライチェーンにおける人工知能市場

• 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・アフリカのサプライチェーンにおける人工知能市場

• 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
• 戦略分析と提言

企業一覧

• Alibaba Group Holding Limited
• Amazon.com, Inc.
• American Software, Inc.
• Berkshire Grey, Inc.
• Coupa Software Inc.
• Deutsche Post AG
• Intel Corporation
• International Business Machines Corporation
• Micron Technology, Inc.
• Microsoft Corporation
• NVIDIA Corporation
• Oracle Corporation
• RELEX Solutions
• SAP SE
• Splice Machine, Inc.

LIST OF FIGURES

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

LIST OF TABLES

• TABLE 1. ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SEGMENTATION & COVERAGE
• TABLE 2. UNITED STATES DOLLAR EXCHANGE RATE, 2018-2023
• TABLE 3. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, 2018-2030 (USD MILLION)
• TABLE 4. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 5. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
• TABLE 6. ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET DYNAMICS
• TABLE 7. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 8. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 9. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MEMORY, BY REGION, 2018-2030 (USD MILLION)
• TABLE 10. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY NETWORK, BY REGION, 2018-2030 (USD MILLION)
• TABLE 11. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY PROCESSORS, BY REGION, 2018-2030 (USD MILLION)
• TABLE 12. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 13. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, BY REGION, 2018-2030 (USD MILLION)
• TABLE 14. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY DEPLOYMENT & INTEGRATION, BY REGION, 2018-2030 (USD MILLION)
• TABLE 15. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SUPPORT & MAINTENANCE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 16. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 17. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SOFTWARE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 18. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 19. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY AUGMENTED REALITY, BY REGION, 2018-2030 (USD MILLION)
• TABLE 20. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY COMPUTER VISION, BY REGION, 2018-2030 (USD MILLION)
• TABLE 21. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY CONTEXT-AWARE COMPUTING, BY REGION, 2018-2030 (USD MILLION)
• TABLE 22. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, BY REGION, 2018-2030 (USD MILLION)
• TABLE 23. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY REINFORCEMENT LEARNING, BY REGION, 2018-2030 (USD MILLION)
• TABLE 24. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SUPERVISED LEARNING, BY REGION, 2018-2030 (USD MILLION)
• TABLE 25. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY UNSUPERVISED LEARNING, BY REGION, 2018-2030 (USD MILLION)
• TABLE 26. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 27. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY NATURAL LANGUAGE PROCESSING, BY REGION, 2018-2030 (USD MILLION)
• TABLE 28. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 29. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY FLEET MANAGEMENT, BY REGION, 2018-2030 (USD MILLION)
• TABLE 30. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY FREIGHT BROKERAGE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 31. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY RISK MANAGEMENT, BY REGION, 2018-2030 (USD MILLION)
• TABLE 32. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SUPPLY CHAIN PLANNING, BY REGION, 2018-2030 (USD MILLION)
• TABLE 33. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY VIRTUAL ASSISTANT, BY REGION, 2018-2030 (USD MILLION)
• TABLE 34. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY WAREHOUSE MANAGEMENT, BY REGION, 2018-2030 (USD MILLION)
• TABLE 35. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 36. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY AEROSPACE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 37. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY AUTOMOTIVE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 38. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY CONSUMER-PACKAGED GOODS, BY REGION, 2018-2030 (USD MILLION)
• TABLE 39. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY FOOD & BEVERAGES, BY REGION, 2018-2030 (USD MILLION)
• TABLE 40. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HEALTHCARE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 41. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MANUFACTURING, BY REGION, 2018-2030 (USD MILLION)
• TABLE 42. GLOBAL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY RETAIL, BY REGION, 2018-2030 (USD MILLION)
• TABLE 43. AMERICAS ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 44. AMERICAS ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 45. AMERICAS ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 46. AMERICAS ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 47. AMERICAS ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 48. AMERICAS ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 49. AMERICAS ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 50. AMERICAS ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
• TABLE 51. ARGENTINA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 52. ARGENTINA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 53. ARGENTINA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 54. ARGENTINA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 55. ARGENTINA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 56. ARGENTINA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 57. ARGENTINA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 58. BRAZIL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 59. BRAZIL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 60. BRAZIL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 61. BRAZIL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 62. BRAZIL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 63. BRAZIL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 64. BRAZIL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 65. CANADA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 66. CANADA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 67. CANADA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 68. CANADA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 69. CANADA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 70. CANADA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 71. CANADA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 72. MEXICO ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 73. MEXICO ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 74. MEXICO ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 75. MEXICO ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 76. MEXICO ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 77. MEXICO ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 78. MEXICO ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 79. UNITED STATES ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 80. UNITED STATES ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 81. UNITED STATES ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 82. UNITED STATES ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 83. UNITED STATES ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 84. UNITED STATES ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 85. UNITED STATES ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 86. UNITED STATES ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY STATE, 2018-2030 (USD MILLION)
• TABLE 87. ASIA-PACIFIC ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 88. ASIA-PACIFIC ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 89. ASIA-PACIFIC ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 90. ASIA-PACIFIC ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 91. ASIA-PACIFIC ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 92. ASIA-PACIFIC ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 93. ASIA-PACIFIC ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 94. ASIA-PACIFIC ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
• TABLE 95. AUSTRALIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 96. AUSTRALIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 97. AUSTRALIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 98. AUSTRALIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 99. AUSTRALIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 100. AUSTRALIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 101. AUSTRALIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 102. CHINA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 103. CHINA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 104. CHINA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 105. CHINA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 106. CHINA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 107. CHINA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 108. CHINA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 109. INDIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 110. INDIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 111. INDIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 112. INDIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 113. INDIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 114. INDIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 115. INDIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 116. INDONESIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 117. INDONESIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 118. INDONESIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 119. INDONESIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 120. INDONESIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 121. INDONESIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 122. INDONESIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 123. JAPAN ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 124. JAPAN ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 125. JAPAN ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 126. JAPAN ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 127. JAPAN ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 128. JAPAN ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 129. JAPAN ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 130. MALAYSIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 131. MALAYSIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 132. MALAYSIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 133. MALAYSIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 134. MALAYSIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 135. MALAYSIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 136. MALAYSIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 137. PHILIPPINES ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 138. PHILIPPINES ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 139. PHILIPPINES ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 140. PHILIPPINES ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 141. PHILIPPINES ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 142. PHILIPPINES ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 143. PHILIPPINES ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 144. SINGAPORE ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 145. SINGAPORE ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 146. SINGAPORE ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 147. SINGAPORE ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 148. SINGAPORE ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 149. SINGAPORE ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 150. SINGAPORE ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 151. SOUTH KOREA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 152. SOUTH KOREA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 153. SOUTH KOREA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 154. SOUTH KOREA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 155. SOUTH KOREA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 156. SOUTH KOREA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 157. SOUTH KOREA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 158. TAIWAN ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 159. TAIWAN ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 160. TAIWAN ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 161. TAIWAN ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 162. TAIWAN ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 163. TAIWAN ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 164. TAIWAN ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 165. THAILAND ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 166. THAILAND ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 167. THAILAND ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 168. THAILAND ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 169. THAILAND ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 170. THAILAND ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 171. THAILAND ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 172. VIETNAM ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 173. VIETNAM ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 174. VIETNAM ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 175. VIETNAM ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 176. VIETNAM ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 177. VIETNAM ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 178. VIETNAM ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 179. EUROPE, MIDDLE EAST & AFRICA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 180. EUROPE, MIDDLE EAST & AFRICA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 181. EUROPE, MIDDLE EAST & AFRICA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 182. EUROPE, MIDDLE EAST & AFRICA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 183. EUROPE, MIDDLE EAST & AFRICA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 184. EUROPE, MIDDLE EAST & AFRICA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 185. EUROPE, MIDDLE EAST & AFRICA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 186. EUROPE, MIDDLE EAST & AFRICA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
• TABLE 187. DENMARK ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 188. DENMARK ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 189. DENMARK ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 190. DENMARK ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 191. DENMARK ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 192. DENMARK ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 193. DENMARK ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 194. EGYPT ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 195. EGYPT ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 196. EGYPT ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 197. EGYPT ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 198. EGYPT ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 199. EGYPT ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 200. EGYPT ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 201. FINLAND ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 202. FINLAND ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 203. FINLAND ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 204. FINLAND ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 205. FINLAND ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 206. FINLAND ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 207. FINLAND ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 208. FRANCE ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 209. FRANCE ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 210. FRANCE ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 211. FRANCE ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 212. FRANCE ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 213. FRANCE ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 214. FRANCE ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 215. GERMANY ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 216. GERMANY ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 217. GERMANY ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 218. GERMANY ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 219. GERMANY ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 220. GERMANY ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 221. GERMANY ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 222. ISRAEL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 223. ISRAEL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 224. ISRAEL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 225. ISRAEL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 226. ISRAEL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 227. ISRAEL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 228. ISRAEL ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 229. ITALY ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 230. ITALY ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 231. ITALY ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 232. ITALY ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 233. ITALY ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 234. ITALY ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 235. ITALY ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 236. NETHERLANDS ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 237. NETHERLANDS ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 238. NETHERLANDS ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 239. NETHERLANDS ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 240. NETHERLANDS ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 241. NETHERLANDS ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 242. NETHERLANDS ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 243. NIGERIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 244. NIGERIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 245. NIGERIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 246. NIGERIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 247. NIGERIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 248. NIGERIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 249. NIGERIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 250. NORWAY ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 251. NORWAY ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 252. NORWAY ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 253. NORWAY ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 254. NORWAY ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 255. NORWAY ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 256. NORWAY ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 257. POLAND ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 258. POLAND ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 259. POLAND ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 260. POLAND ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 261. POLAND ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 262. POLAND ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 263. POLAND ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 264. QATAR ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 265. QATAR ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 266. QATAR ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 267. QATAR ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 268. QATAR ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 269. QATAR ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 270. QATAR ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 271. RUSSIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 272. RUSSIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 273. RUSSIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 274. RUSSIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 275. RUSSIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 276. RUSSIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 277. RUSSIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 278. SAUDI ARABIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 279. SAUDI ARABIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 280. SAUDI ARABIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 281. SAUDI ARABIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 282. SAUDI ARABIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 283. SAUDI ARABIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 284. SAUDI ARABIA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILLION)
• TABLE 285. SOUTH AFRICA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 286. SOUTH AFRICA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY HARDWARE, 2018-2030 (USD MILLION)
• TABLE 287. SOUTH AFRICA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY SERVICES, 2018-2030 (USD MILLION)
• TABLE 288. SOUTH AFRICA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 289. SOUTH AFRICA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY MACHINE LEARNING, 2018-2030 (USD MILLION)
• TABLE 290. SOUTH AFRICA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 291. SOUTH AFRICA ARTIFICIAL INTELLIGENCE IN SUPPLY CHAIN MARKET SIZE, BY INDUSTRY, 2018-2030 (USD MILL

The Artificial Intelligence in Supply Chain Market was valued at USD 4.22 billion in 2023, expected to reach USD 5.32 billion in 2024, and is projected to grow at a CAGR of 26.15%, to USD 21.46 billion by 2030.

Artificial Intelligence (AI) in Supply Chain represents the integration of machine learning algorithms and data analytics to enhance the efficiency and effectiveness of supply chain operations. The necessity for AI arises from the ever-increasing demand for real-time data analysis, error reduction, predictive insights, and cost efficiency in managing supply chain processes. AI applications in this field include demand forecasting, inventory management, logistics optimization, and supplier relationship management. End-use scope encompasses industries like retail, manufacturing, food and beverage, and healthcare, which leverage AI to streamline operations and improve profitability. Market insights reveal that key growth factors include advancements in IoT technology, the surge in data volumes, increased demand for process automation, and heightened consumer expectations for faster delivery. One of the latest opportunities lies in integrating AI with blockchain to enhance transparency and traceability. Companies can potentially capitalize on these opportunities by investing in AI-driven analytics platforms and fostering partnerships with technology providers. However, significant limitations and challenges include high implementation costs, data privacy concerns, algorithmic bias, and the reluctance of traditional supply chain professionals to adopt new technologies. Overcoming these challenges necessitates concerted efforts in change management, training, and gradually phasing the integration of AI. Innovation opportunities reside in developing resilient AI models that can withstand supply chain disruptions, creating adaptive learning systems that continuously improve, and leveraging AI for sustainable practices like reducing carbon footprints. Continuous investment in R&D, exploring collaborative ecosystems, and expanding AI use cases beyond traditional applications are paramount for growth. The nature of the market is highly dynamic, with rapid technological advancements driving the need for companies to remain agile, well-informed, and willing to innovate in deploying AI across their supply chains to stay competitive.

Market Dynamics: Unveiling Key Market Insights in the Rapidly Evolving Artificial Intelligence in Supply Chain Market

The Artificial Intelligence in Supply Chain 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 necessity for better visibility and transparency in supply chain network
  • Growing demand for systematic and efficient inventory management
  • Rising focus on reduction in warehouse cost
• Market Restraints
  • High cost of AI enabled softwares
• Market Opportunities
  • Rapidly growing e-commerce industry
  • Growing inclination towards digitized supply chain
• Market Challenges
  • Dearth of skilled workforce to manage AI softwares

Porter's Five Forces: A Strategic Tool for Navigating the Artificial Intelligence in Supply Chain Market

Porter's five forces framework is a critical tool for understanding the competitive landscape of the Artificial Intelligence in Supply Chain 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 Artificial Intelligence in Supply Chain Market

External macro-environmental factors play a pivotal role in shaping the performance dynamics of the Artificial Intelligence in Supply Chain 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 Artificial Intelligence in Supply Chain Market

A detailed market share analysis in the Artificial Intelligence in Supply Chain 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 Artificial Intelligence in Supply Chain Market

The Forefront, Pathfinder, Niche, Vital (FPNV) Positioning Matrix is a critical tool for evaluating vendors within the Artificial Intelligence in Supply Chain 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 Artificial Intelligence in Supply Chain Market

A strategic analysis of the Artificial Intelligence in Supply Chain 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 Artificial Intelligence in Supply Chain Market, highlighting leading vendors and their innovative profiles. These include Alibaba Group Holding Limited, Amazon.com, Inc., American Software, Inc., Berkshire Grey, Inc., Coupa Software Inc., Deutsche Post AG, Intel Corporation, International Business Machines Corporation, Micron Technology, Inc., Microsoft Corporation, NVIDIA Corporation, Oracle Corporation, RELEX Solutions, SAP SE, and Splice Machine, Inc..

Market Segmentation & Coverage

This research report categorizes the Artificial Intelligence in Supply Chain Market to forecast the revenues and analyze trends in each of the following sub-markets:

• Based on Offering, market is studied across Hardware, Services, and Software. The Hardware is further studied across Memory, Network, and Processors. The Services is further studied across Deployment & Integration and Support & Maintenance.
• Based on Technology, market is studied across Augmented Reality, Computer Vision, Context-Aware Computing, Machine Learning, and Natural Language Processing. The Machine Learning is further studied across Reinforcement Learning, Supervised Learning, and Unsupervised Learning.
• Based on Application, market is studied across Fleet Management, Freight Brokerage, Risk Management, Supply Chain Planning, Virtual Assistant, and Warehouse Management.
• Based on Industry, market is studied across Aerospace, Automotive, Consumer-Packaged Goods, Food & Beverages, Healthcare, Manufacturing, and Retail.
• 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 necessity for better visibility and transparency in supply chain network
    • 5.1.1.2. Growing demand for systematic and efficient inventory management
    • 5.1.1.3. Rising focus on reduction in warehouse cost
  • 5.1.2. Restraints
    • 5.1.2.1. High cost of AI enabled softwares
  • 5.1.3. Opportunities
    • 5.1.3.1. Rapidly growing e-commerce industry
    • 5.1.3.2. Growing inclination towards digitized supply chain
  • 5.1.4. Challenges
    • 5.1.4.1. Dearth of skilled workforce to manage AI softwares
• 5.2. Market Segmentation 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. Artificial Intelligence in Supply Chain Market, by Offering

• 6.1. Introduction
• 6.2. Hardware
  • 6.2.1. Memory
  • 6.2.2. Network
  • 6.2.3. Processors
• 6.3. Services
  • 6.3.1. Deployment & Integration
  • 6.3.2. Support & Maintenance
• 6.4. Software

7. Artificial Intelligence in Supply Chain Market, by Technology

• 7.1. Introduction
• 7.2. Augmented Reality
• 7.3. Computer Vision
• 7.4. Context-Aware Computing
• 7.5. Machine Learning
  • 7.5.1. Reinforcement Learning
  • 7.5.2. Supervised Learning
  • 7.5.3. Unsupervised Learning
• 7.6. Natural Language Processing

8. Artificial Intelligence in Supply Chain Market, by Application

• 8.1. Introduction
• 8.2. Fleet Management
• 8.3. Freight Brokerage
• 8.4. Risk Management
• 8.5. Supply Chain Planning
• 8.6. Virtual Assistant
• 8.7. Warehouse Management

9. Artificial Intelligence in Supply Chain Market, by Industry

• 9.1. Introduction
• 9.2. Aerospace
• 9.3. Automotive
• 9.4. Consumer-Packaged Goods
• 9.5. Food & Beverages
• 9.6. Healthcare
• 9.7. Manufacturing
• 9.8. Retail

10. Americas Artificial Intelligence in Supply Chain Market

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

11. Asia-Pacific Artificial Intelligence in Supply Chain 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 Artificial Intelligence in Supply Chain 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
• 13.4. Strategy Analysis & Recommendation

Companies Mentioned

• 1. Alibaba Group Holding Limited
• 2. Amazon.com, Inc.
• 3. American Software, Inc.
• 4. Berkshire Grey, Inc.
• 5. Coupa Software Inc.
• 6. Deutsche Post AG
• 7. Intel Corporation
• 8. International Business Machines Corporation
• 9. Micron Technology, Inc.
• 10. Microsoft Corporation
• 11. NVIDIA Corporation
• 12. Oracle Corporation
• 13. RELEX Solutions
• 14. SAP SE
• 15. Splice Machine, Inc.