化学・材料インフォマティクスにおけるAI市場：オファリング、技術、展開、用途、最終用途別-2025-2030年の世界予測

化学・材料インフォマティクスにおけるAI市場の2023年の市場規模は86億9,000万米ドルで、2024年には120億8,000万米ドルに達すると予測され、CAGR 39.46％で成長し、2030年には892億9,000万米ドルに達すると予測されています。

化学・材料インフォマティクスにおけるAIの対象範囲には、材料と化学プロセスの発見、設計、最適化を加速するための人工知能の統合が含まれます。この分野では、膨大なデータセットを分析し、分子特性を予測し、機能性を調整した新規材料を設計するAIの能力が必要とされます。その応用範囲は、製薬、エネルギー、エレクトロニクス、環境ソリューションなど、数多くの業界に及んでいます。最終用途に関しては、産業界は持続可能で効率的な製造プロセスの実現に向けて取り組んでおり、それによって研究開発に関連する時間とコストを大幅に削減しています。市場成長は主に、データ処理と分析をより効率的にするAI技術の進歩と相まって、革新的で効率的な材料ソリューションに対する需要の高まりに影響されています。特に、精度をさらに高め、発見までの期間を短縮するAIモデルの開発には、企業が競争力を維持できるようにする絶大な成長機会があります。こうした機会を生かすための提言としては、高度な計算アルゴリズムへの投資や、化学、材料科学、AIの専門知識を活用するための分野横断的な協力関係の形成などがあります。このような機会がある一方で、高品質なデータの不足や、AI技術と既存システムとの統合の複雑さなどの課題も残されています。これらの問題は、AI主導型ソリューションのスピードと有効性の妨げとなる可能性があります。これらの制約を克服するためには、堅牢なデータ収集と検証のフレームワーク、複雑な化学データを扱えるスケーラブルなAIモデルの開発にイノベーションの可能性があります。また、AIモデルの透明性と解釈可能性を高めて信頼を築き、業界全体での採用を促進することにも注力できます。市場は急速な技術進歩に伴うダイナミックな性質を示し、この分野の利害関係者は、戦略的優位性を維持するために、継続的な学習と新たなAI能力への適応を優先すべきです。

市場力学：急速に進化する化学・材料インフォマティクスにおけるAI市場の主要市場インサイトを公開

化学・材料インフォマティクスにおける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、戦略的決定の精緻化、そして新たなビジネスチャンスの獲得に備えることができます。こうした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るとともに、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
  • 化学産業における材料の発見と実験の加速に伴うデータ生成の増加
  • 材料特性と化学反応の予測モデリングに対する需要の高まり
• 市場抑制要因
  • 化学・材料インフォマティクスにおけるAIソリューションの導入コストの高さ
• 市場機会
  • 化学・材料インフォマティクスにおけるAIソリューションの継続的な技術進歩
  • 環境に優しい材料やプロセスの設計への新たな応用
• 市場の課題
  • 化学・材料インフォマティクスにおけるAIの使用に伴うデータプライバシーとセキュリティの懸念

ポーターのファイブフォース：化学・材料インフォマティクスにおける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、化学・材料インフォマティクスにおける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：化学・材料インフォマティクスにおける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、化学・材料インフォマティクスにおける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。

市場シェア分析化学・材料インフォマティクスにおけるAI市場における競合情勢の把握

化学・材料インフォマティクスにおける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・マトリックス化学・材料インフォマティクスにおける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、化学・材料インフォマティクスにおける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。

戦略分析と推奨化学・材料インフォマティクスにおけるAI市場における成功への道筋を描く

化学・材料インフォマティクスにおける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、業績指標を見直すことで、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
    • 化学産業における材料発見と実験の加速によるデータ生成の増加
    • 材料特性と化学反応の予測モデリングの需要の高まり
  • 抑制要因
    • 化学・材料インフォマティクスにおけるAIソリューションの導入コストが高い
  • 機会
    • 化学・材料インフォマティクスにおけるAIソリューションにおける継続的な技術進歩
    • 環境に優しい材料とプロセスの設計のための新たなアプリケーション
  • 課題
    • 化学・材料インフォマティクスにおけるAIの使用に関連するデータのプライバシーとセキュリティに関する懸念
• 市場セグメンテーション分析
  • 提供内容：予測能力により化学・材料情報学におけるAIソフトウェアの利用を拡大
  • テクノロジー：過去のパターンを学習して迅速な意思決定プロセスを実現する機械学習の応用が拡大
  • 導入：スタートアップ企業から中規模企業まで、クラウドAIシステムの高い可能性
  • 用途：試験やテストにおけるリソースを節約できるため、材料の発見や実験のためのAIの需要が高まっています。
  • 最終用途：化学業界全体で化学・材料インフォマティクスにおけるAIの使用を拡大し、新しい化学物質の発見を加速する
• 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 化学・材料インフォマティクスにおけるAI市場：提供別

• サービス
• ソフトウェア

第7章 化学・材料インフォマティクスにおけるAI市場：技術別

• コンピュータビジョン
• 機械学習
• 予測分析

第8章 化学・材料インフォマティクスにおけるAI市場：展開別

• クラウド
• オンプレミス

第9章 化学・材料インフォマティクスにおけるAI市場：用途別

• 材料の発見と実験
• 材料製造
• 品質管理と保証

第10章 化学・材料インフォマティクスにおけるAI市場：最終用途別

• バッテリーとエネルギー貯蔵
• 化学薬品
• 金属・鉱業
• 医薬品
• ポリマーとプラスチック
• 半導体

第11章 南北アメリカの化学・材料インフォマティクスにおけるAI市場

• アルゼンチン
• ブラジル
• カナダ
• メキシコ
• 米国

第12章 アジア太平洋地域の化学・材料インフォマティクスにおける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13章 欧州・中東・アフリカの化学・材料インフォマティクスにおける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14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
  • NobleAIがMicrosoft AzureマーケットプレースでAIツールをリリースし、化学および材料開発に革命を起こす
  • TDK株式会社、マテリアルインフォマティクスを強化する新しいAIデータ分析プラットフォーム「Aim」を発表
  • 東レ、樹脂選定の強化と製品開発のスピードアップにAIを活用したサービスを導入
• 戦略分析と提言

企業一覧

• AI Materia
• Ansatz AI
• Bytelab Solutions SL. All
• Chemical.AI
• Citrine Informatics
• Dassault Systemes SE
• ENEOS Corporation
• Enthought, Inc.
• Fujitsu Limited
• Hitachi High-Tech Corporation
• International Business Machines Corporation
• Kebotix, Inc.
• Mat3ra
• Materials.Zone Ltd.
• Mitsubishi Chemical Holdings Corporation
• Noble Artificial Intelligence, Inc.
• PerkinElmer Inc
• Phaseshift Technologies Inc.
• Polymerize Private Limited
• Schrodinger, Inc.
• Sumitomo Chemical Co., Ltd.
• TDK Corporation
• Tilde Materials Informatics
• Toray Industries, Inc.
• Uncountable Inc

LIST OF FIGURES

• FIGURE 1. AI IN CHEMICAL & MATERIAL INFORMATICS MARKET RESEARCH PROCESS
• FIGURE 2. AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, 2023 VS 2030
• FIGURE 3. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, 2018-2030 (USD MILLION)
• FIGURE 4. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY REGION, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 5. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 6. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2023 VS 2030 (%)
• FIGURE 7. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 8. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2023 VS 2030 (%)
• FIGURE 9. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 10. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2023 VS 2030 (%)
• FIGURE 11. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 12. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2023 VS 2030 (%)
• FIGURE 13. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 14. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2023 VS 2030 (%)
• FIGURE 15. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 16. AMERICAS AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
• FIGURE 17. AMERICAS AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 18. UNITED STATES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY STATE, 2023 VS 2030 (%)
• FIGURE 19. UNITED STATES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY STATE, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 20. ASIA-PACIFIC AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
• FIGURE 21. ASIA-PACIFIC AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 22. EUROPE, MIDDLE EAST & AFRICA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
• FIGURE 23. EUROPE, MIDDLE EAST & AFRICA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 24. AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SHARE, BY KEY PLAYER, 2023
• FIGURE 25. AI IN CHEMICAL & MATERIAL INFORMATICS MARKET, FPNV POSITIONING MATRIX, 2023

LIST OF TABLES

• TABLE 1. AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SEGMENTATION & COVERAGE
• TABLE 2. UNITED STATES DOLLAR EXCHANGE RATE, 2018-2023
• TABLE 3. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, 2018-2030 (USD MILLION)
• TABLE 4. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 5. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
• TABLE 6. AI IN CHEMICAL & MATERIAL INFORMATICS MARKET DYNAMICS
• TABLE 7. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 8. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY SERVICES, BY REGION, 2018-2030 (USD MILLION)
• TABLE 9. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY SOFTWARE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 10. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 11. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY COMPUTER VISION, BY REGION, 2018-2030 (USD MILLION)
• TABLE 12. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY MACHINE LEARNING, BY REGION, 2018-2030 (USD MILLION)
• TABLE 13. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY PREDICTIVE ANALYTICS, BY REGION, 2018-2030 (USD MILLION)
• TABLE 14. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 15. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY CLOUD, BY REGION, 2018-2030 (USD MILLION)
• TABLE 16. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY ON-PREMISE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 17. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 18. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY MATERIAL DISCOVERY & EXPERIMENTATION, BY REGION, 2018-2030 (USD MILLION)
• TABLE 19. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY MATERIAL MANUFACTURING, BY REGION, 2018-2030 (USD MILLION)
• TABLE 20. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY QUALITY CONTROL & ASSURANCE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 21. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 22. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY BATTERY & ENERGY STORAGE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 23. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY CHEMICALS, BY REGION, 2018-2030 (USD MILLION)
• TABLE 24. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY METALS & MINING, BY REGION, 2018-2030 (USD MILLION)
• TABLE 25. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY PHARMACEUTICALS, BY REGION, 2018-2030 (USD MILLION)
• TABLE 26. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY POLYMER & PLASTICS, BY REGION, 2018-2030 (USD MILLION)
• TABLE 27. GLOBAL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY SEMICONDUCTOR, BY REGION, 2018-2030 (USD MILLION)
• TABLE 28. AMERICAS AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 29. AMERICAS AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 30. AMERICAS AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 31. AMERICAS AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 32. AMERICAS AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 33. AMERICAS AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
• TABLE 34. ARGENTINA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 35. ARGENTINA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 36. ARGENTINA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 37. ARGENTINA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 38. ARGENTINA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 39. BRAZIL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 40. BRAZIL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 41. BRAZIL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 42. BRAZIL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 43. BRAZIL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 44. CANADA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 45. CANADA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 46. CANADA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 47. CANADA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 48. CANADA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 49. MEXICO AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 50. MEXICO AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 51. MEXICO AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 52. MEXICO AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 53. MEXICO AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 54. UNITED STATES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 55. UNITED STATES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 56. UNITED STATES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 57. UNITED STATES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 58. UNITED STATES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 59. UNITED STATES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY STATE, 2018-2030 (USD MILLION)
• TABLE 60. ASIA-PACIFIC AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 61. ASIA-PACIFIC AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 62. ASIA-PACIFIC AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 63. ASIA-PACIFIC AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 64. ASIA-PACIFIC AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 65. ASIA-PACIFIC AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
• TABLE 66. AUSTRALIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 67. AUSTRALIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 68. AUSTRALIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 69. AUSTRALIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 70. AUSTRALIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 71. CHINA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 72. CHINA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 73. CHINA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 74. CHINA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 75. CHINA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 76. INDIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 77. INDIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 78. INDIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 79. INDIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 80. INDIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 81. INDONESIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 82. INDONESIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 83. INDONESIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 84. INDONESIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 85. INDONESIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 86. JAPAN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 87. JAPAN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 88. JAPAN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 89. JAPAN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 90. JAPAN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 91. MALAYSIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 92. MALAYSIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 93. MALAYSIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 94. MALAYSIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 95. MALAYSIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 96. PHILIPPINES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 97. PHILIPPINES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 98. PHILIPPINES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 99. PHILIPPINES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 100. PHILIPPINES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 101. SINGAPORE AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 102. SINGAPORE AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 103. SINGAPORE AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 104. SINGAPORE AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 105. SINGAPORE AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 106. SOUTH KOREA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 107. SOUTH KOREA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 108. SOUTH KOREA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 109. SOUTH KOREA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 110. SOUTH KOREA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 111. TAIWAN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 112. TAIWAN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 113. TAIWAN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 114. TAIWAN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 115. TAIWAN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 116. THAILAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 117. THAILAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 118. THAILAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 119. THAILAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 120. THAILAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 121. VIETNAM AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 122. VIETNAM AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 123. VIETNAM AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 124. VIETNAM AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 125. VIETNAM AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 126. EUROPE, MIDDLE EAST & AFRICA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 127. EUROPE, MIDDLE EAST & AFRICA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 128. EUROPE, MIDDLE EAST & AFRICA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 129. EUROPE, MIDDLE EAST & AFRICA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 130. EUROPE, MIDDLE EAST & AFRICA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 131. EUROPE, MIDDLE EAST & AFRICA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
• TABLE 132. DENMARK AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 133. DENMARK AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 134. DENMARK AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 135. DENMARK AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 136. DENMARK AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 137. EGYPT AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 138. EGYPT AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 139. EGYPT AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 140. EGYPT AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 141. EGYPT AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 142. FINLAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 143. FINLAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 144. FINLAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 145. FINLAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 146. FINLAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 147. FRANCE AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 148. FRANCE AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 149. FRANCE AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 150. FRANCE AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 151. FRANCE AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 152. GERMANY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 153. GERMANY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 154. GERMANY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 155. GERMANY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 156. GERMANY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 157. ISRAEL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 158. ISRAEL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 159. ISRAEL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 160. ISRAEL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 161. ISRAEL AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 162. ITALY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 163. ITALY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 164. ITALY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 165. ITALY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 166. ITALY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 167. NETHERLANDS AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 168. NETHERLANDS AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 169. NETHERLANDS AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 170. NETHERLANDS AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 171. NETHERLANDS AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 172. NIGERIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 173. NIGERIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 174. NIGERIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 175. NIGERIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 176. NIGERIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 177. NORWAY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 178. NORWAY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 179. NORWAY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 180. NORWAY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 181. NORWAY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 182. POLAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 183. POLAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 184. POLAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 185. POLAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 186. POLAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 187. QATAR AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 188. QATAR AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 189. QATAR AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 190. QATAR AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 191. QATAR AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 192. RUSSIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 193. RUSSIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 194. RUSSIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 195. RUSSIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 196. RUSSIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 197. SAUDI ARABIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 198. SAUDI ARABIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 199. SAUDI ARABIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 200. SAUDI ARABIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 201. SAUDI ARABIA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 202. SOUTH AFRICA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 203. SOUTH AFRICA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 204. SOUTH AFRICA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 205. SOUTH AFRICA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 206. SOUTH AFRICA AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 207. SPAIN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 208. SPAIN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 209. SPAIN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 210. SPAIN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 211. SPAIN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 212. SWEDEN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 213. SWEDEN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 214. SWEDEN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 215. SWEDEN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 216. SWEDEN AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 217. SWITZERLAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 218. SWITZERLAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 219. SWITZERLAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 220. SWITZERLAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 221. SWITZERLAND AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 222. TURKEY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 223. TURKEY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 224. TURKEY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 225. TURKEY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 226. TURKEY AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 227. UNITED ARAB EMIRATES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 228. UNITED ARAB EMIRATES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 229. UNITED ARAB EMIRATES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 230. UNITED ARAB EMIRATES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 231. UNITED ARAB EMIRATES AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 232. UNITED KINGDOM AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY OFFERING, 2018-2030 (USD MILLION)
• TABLE 233. UNITED KINGDOM AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 234. UNITED KINGDOM AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 235. UNITED KINGDOM AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY APPLICATION, 2018-2030 (USD MILLION)
• TABLE 236. UNITED KINGDOM AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SIZE, BY END-USE, 2018-2030 (USD MILLION)
• TABLE 237. AI IN CHEMICAL & MATERIAL INFORMATICS MARKET SHARE, BY KEY PLAYER, 2023
• TABLE 238. AI IN CHEMICAL & MATERIAL INFORMATICS MARKET, FPNV POSITIONING MATRIX, 2023

The AI in Chemical & Material Informatics Market was valued at USD 8.69 billion in 2023, expected to reach USD 12.08 billion in 2024, and is projected to grow at a CAGR of 39.46%, to USD 89.29 billion by 2030.

The scope of AI in Chemical & Material Informatics encompasses the integration of artificial intelligence to accelerate the discovery, design, and optimization of materials and chemical processes. This field necessitates AI's capability to analyze vast datasets, predict molecular properties, and design novel materials with tailored functionalities. Its applications extend across numerous industries including pharmaceuticals, energy, electronics, and environmental solutions. In terms of end-use, industries gear towards achieving sustainable and efficient manufacturing processes, thereby significantly reducing time and cost associated with R&D. Market growth is primarily influenced by the increasing demand for innovative and efficient material solutions, coupled with advancements in AI technologies that make data processing and analysis more efficient. There are immense opportunities for growth, notably in developing AI models that further enhance precision and reduce discovering timelines, thus enabling companies to stay competitive. Recommendations to capitalize on these opportunities include investing in advanced computational algorithms and forming cross-disciplinary collaborations to leverage expert knowledge from chemistry, materials science, and AI. Despite these opportunities, challenges remain, such as the scarcity of high-quality data and the complexity of integrating AI technologies with existing systems. These issues can hinder the speed and efficacy of AI-driven solutions. To overcome these limitations, there is potential for innovation in developing robust data collection and validation frameworks as well as scalable AI models capable of handling complex chemical data. Efforts can also focus on enhancing transparency and interpretability of AI models to build trust and facilitate adoption across industries. The market exhibits dynamic nature with rapid technological advancements, and stakeholders within the sector should prioritize continuous learning and adaptation to emerging AI capabilities to maintain a strategic edge.

Market Dynamics: Unveiling Key Market Insights in the Rapidly Evolving AI in Chemical & Material Informatics Market

The AI in Chemical & Material Informatics 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 data generation with accelerating material discovery & experimentation in chemical industries
  • Rising demand for predictive modeling of material properties and chemical reactions
• Market Restraints
  • High cost of deployment of AI in chemical & material informatics solutions
• Market Opportunities
  • Continuous technological advancements in AI in chemical & material informatics solutions
  • Emerging applications for designing environmentally friendly materials and process
• Market Challenges
  • Data privacy and security concerns associated with the usage of AI in chemical & material informatics

Porter's Five Forces: A Strategic Tool for Navigating the AI in Chemical & Material Informatics Market

Porter's five forces framework is a critical tool for understanding the competitive landscape of the AI in Chemical & Material Informatics 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 AI in Chemical & Material Informatics Market

External macro-environmental factors play a pivotal role in shaping the performance dynamics of the AI in Chemical & Material Informatics 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 AI in Chemical & Material Informatics Market

A detailed market share analysis in the AI in Chemical & Material Informatics 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 AI in Chemical & Material Informatics Market

The Forefront, Pathfinder, Niche, Vital (FPNV) Positioning Matrix is a critical tool for evaluating vendors within the AI in Chemical & Material Informatics 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 AI in Chemical & Material Informatics Market

A strategic analysis of the AI in Chemical & Material Informatics 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 AI in Chemical & Material Informatics Market, highlighting leading vendors and their innovative profiles. These include AI Materia, Ansatz AI, Bytelab Solutions SL. All, Chemical.AI, Citrine Informatics, Dassault Systemes SE, ENEOS Corporation, Enthought, Inc., Fujitsu Limited, Hitachi High-Tech Corporation, International Business Machines Corporation, Kebotix, Inc., Mat3ra, Materials.Zone Ltd., Mitsubishi Chemical Holdings Corporation, Noble Artificial Intelligence, Inc., PerkinElmer Inc, Phaseshift Technologies Inc., Polymerize Private Limited, Schrodinger, Inc., Sumitomo Chemical Co., Ltd., TDK Corporation, Tilde Materials Informatics, Toray Industries, Inc., and Uncountable Inc.

Market Segmentation & Coverage

This research report categorizes the AI in Chemical & Material Informatics 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.
• Based on Technology, market is studied across Computer Vision, Machine Learning, and Predictive Analytics.
• Based on Deployment, market is studied across Cloud and On-premise.
• Based on Application, market is studied across Material Discovery & Experimentation, Material Manufacturing, and Quality Control & Assurance.
• Based on End-Use, market is studied across Battery & Energy Storage, Chemicals, Metals & Mining, Pharmaceuticals, Polymer & Plastics, and Semiconductor.
• 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 data generation with accelerating material discovery & experimentation in chemical industries
    • 5.1.1.2. Rising demand for predictive modeling of material properties and chemical reactions
  • 5.1.2. Restraints
    • 5.1.2.1. High cost of deployment of AI in chemical & material informatics solutions
  • 5.1.3. Opportunities
    • 5.1.3.1. Continuous technological advancements in AI in chemical & material informatics solutions
    • 5.1.3.2. Emerging applications for designing environmentally friendly materials and process
  • 5.1.4. Challenges
    • 5.1.4.1. Data privacy and security concerns associated with the usage of AI in chemical & material informatics
• 5.2. Market Segmentation Analysis
  • 5.2.1. Offering: Expanding usage of AI software in chemical & material informatics due to its predictive ability
  • 5.2.2. Technology: Growing applications of machine learning to learn from past patterns for quick decision-making processes
  • 5.2.3. Deployment: High potential for cloud AI systems across start-ups and mid-sized enterprises
  • 5.2.4. Application: Significant demand for AI for material discovery & experimentation due to its ability to save resources in trial & testing
  • 5.2.5. End-Use: Expanding usage of AI in chemical & material informatics across the chemical industry to fasten the discovery of new chemicals
• 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. AI in Chemical & Material Informatics Market, by Offering

• 6.1. Introduction
• 6.2. Services
• 6.3. Software

7. AI in Chemical & Material Informatics Market, by Technology

• 7.1. Introduction
• 7.2. Computer Vision
• 7.3. Machine Learning
• 7.4. Predictive Analytics

8. AI in Chemical & Material Informatics Market, by Deployment

• 8.1. Introduction
• 8.2. Cloud
• 8.3. On-premise

9. AI in Chemical & Material Informatics Market, by Application

• 9.1. Introduction
• 9.2. Material Discovery & Experimentation
• 9.3. Material Manufacturing
• 9.4. Quality Control & Assurance

10. AI in Chemical & Material Informatics Market, by End-Use

• 10.1. Introduction
• 10.2. Battery & Energy Storage
• 10.3. Chemicals
• 10.4. Metals & Mining
• 10.5. Pharmaceuticals
• 10.6. Polymer & Plastics
• 10.7. Semiconductor

11. Americas AI in Chemical & Material Informatics Market

• 11.1. Introduction
• 11.2. Argentina
• 11.3. Brazil
• 11.4. Canada
• 11.5. Mexico
• 11.6. United States

12. Asia-Pacific AI in Chemical & Material Informatics Market

• 12.1. Introduction
• 12.2. Australia
• 12.3. China
• 12.4. India
• 12.5. Indonesia
• 12.6. Japan
• 12.7. Malaysia
• 12.8. Philippines
• 12.9. Singapore
• 12.10. South Korea
• 12.11. Taiwan
• 12.12. Thailand
• 12.13. Vietnam

13. Europe, Middle East & Africa AI in Chemical & Material Informatics Market

• 13.1. Introduction
• 13.2. Denmark
• 13.3. Egypt
• 13.4. Finland
• 13.5. France
• 13.6. Germany
• 13.7. Israel
• 13.8. Italy
• 13.9. Netherlands
• 13.10. Nigeria
• 13.11. Norway
• 13.12. Poland
• 13.13. Qatar
• 13.14. Russia
• 13.15. Saudi Arabia
• 13.16. South Africa
• 13.17. Spain
• 13.18. Sweden
• 13.19. Switzerland
• 13.20. Turkey
• 13.21. United Arab Emirates
• 13.22. United Kingdom

14. Competitive Landscape

• 14.1. Market Share Analysis, 2023
• 14.2. FPNV Positioning Matrix, 2023
• 14.3. Competitive Scenario Analysis
  • 14.3.1. NobleAI Launches AI Tools on Microsoft Azure Marketplace to RevolutionizdeChemical and Material Development
  • 14.3.2. TDK Corporation Introduces 'Aim' a New AI Data Analysis Platform to Enhance Materials Informatics
  • 14.3.3. Toray Industries Introduces AI-Powered Service to Enhance Resin Selection and Speed Up Product Development
• 14.4. Strategy Analysis & Recommendation

Companies Mentioned

• 1. AI Materia
• 2. Ansatz AI
• 3. Bytelab Solutions SL. All
• 4. Chemical.AI
• 5. Citrine Informatics
• 6. Dassault Systemes SE
• 7. ENEOS Corporation
• 8. Enthought, Inc.
• 9. Fujitsu Limited
• 10. Hitachi High-Tech Corporation
• 11. International Business Machines Corporation
• 12. Kebotix, Inc.
• 13. Mat3ra
• 14. Materials.Zone Ltd.
• 15. Mitsubishi Chemical Holdings Corporation
• 16. Noble Artificial Intelligence, Inc.
• 17. PerkinElmer Inc
• 18. Phaseshift Technologies Inc.
• 19. Polymerize Private Limited
• 20. Schrodinger, Inc.
• 21. Sumitomo Chemical Co., Ltd.
• 22. TDK Corporation
• 23. Tilde Materials Informatics
• 24. Toray Industries, Inc.
• 25. Uncountable Inc