查看購物車
  • Simplified Chinese
  • English
  • Japanese
封面
市場調查報告書
商品編碼
1611943

化學和材料資訊學市場中的人工智慧：按產品、技術、部署、應用和最終用途 - 2025-2030 年全球預測

AI in Chemical & Material Informatics Market by Offering (Services, Software), Technology (Computer Vision, Machine Learning, Predictive Analytics), Deployment, Application, End-Use - Global Forecast 2025-2030
出版日期: | 出版商: 360iResearch | 英文 185 Pages | 商品交期: 最快1-2個工作天內

價格

※ 本網頁內容可能與最新版本有所差異。詳細情況請與我們聯繫。

2023年化學與材料資訊學市場人工智慧的市場規模為86.9億美元，預計2024年將達到120.8億美元，複合年成長率為39.46%，2030年將達到892.9億美元。

化學和材料資訊學中人工智慧的範圍包括人工智慧的整合，以加速材料和化學過程的發現、設計和最佳化。該領域需要人工智慧能夠分析大量資料集、預測分子特性以及設計具有客製化功能的新材料。其應用涵蓋眾多產業，包括製藥、能源、電子和環境解決方案。在最終用途方面，業界正在努力實現永續且高效的製造程序，從而顯著減少與研發相關的時間和成本。市場成長主要受到對創新和高效材料解決方案不斷成長的需求以及人工智慧技術進步的影響，這些技術使資料處理和分析更加高效。特別是，開發人工智慧模型存在巨大的成長機會，可以進一步提高準確性並縮短發現時間，從而使公司保持競爭力。利用這些機會的建議包括投資先進的計算演算法並建立跨部門合作夥伴關係，以利用化學、材料科學和人工智慧的專業知識。儘管有這些機遇，挑戰仍然存在，包括缺乏高品質資料以及將人工智慧技術與現有系統整合的複雜性。這些問題可能會阻礙人工智慧主導解決方案的速度和有效性。為了克服這些限制，在開發強大的資料收集和檢驗框架以及可處理複雜化學資料的可擴展人工智慧模型方面存在創新潛力。您還可以專注於使人工智慧模型更加透明和可解釋，以建立信任並推動跨行業的採用。隨著技術的快速進步，市場呈現出動態性，該行業的相關人員應優先考慮持續學習和適應新興的人工智慧能力，以保持戰略優勢。

主要市場統計
基準年[2023] 86.9億美元
預計年份 [2024] 120.8億美元
預測年份 [2030] 892.9億美元
複合年成長率（%） 39.46%

市場動態：化學和材料資訊學領域快速發展的人工智慧市場揭示的關鍵市場洞察

化學和材料資訊學領域的人工智慧市場正在因供需的動態互動而轉變。透過了解這些不斷變化的市場動態，公司可以準備好做出明智的投資決策、完善策略決策並抓住新的商機。全面了解這些趨勢可以幫助企業降低政治、地理、技術、社會和經濟領域的風險，並了解消費行為及其對製造成本的影響，並更清楚地了解對採購趨勢的影響。

  • 市場促進因素
    • 隨著化學工業材料發現和實驗的加速，資料生成量增加
    • 對材料特性和化學反應的預測建模的需求不斷成長
  • 市場限制因素
    • 在化學/材料資訊學領域引入人工智慧解決方案的成本高昂
  • 市場機會
    • 化學和材料資訊學領域人工智慧解決方案的持續技術進步
    • 環保材料和工藝設計的新應用
  • 市場挑戰
    • 在化學和材料資訊學中使用人工智慧的資料隱私和安​​全問題

波特五力：駕馭化學和材料資訊學領域人工智慧市場的策略工具

波特的五力框架是了解化學品和材料資訊學市場中人工智慧競爭格局的重要工具。波特的五力框架為評估公司的競爭地位和探索策略機會提供了清晰的方法。該框架可幫助公司評估市場動態並確定新業務的盈利。這些見解使公司能夠利用自己的優勢，解決弱點並避免潛在的挑戰，從而確保更強大的市場地位。

PESTLE分析：了解化學和材料資訊學 AI 市場的外部影響

外部宏觀環境因素在塑造化學品和材料資訊學市場人工智慧的績效動態方面發揮著至關重要的作用。對政治、經濟、社會、技術、法律和環境因素的分析提供了應對這些影響所需的資訊。透過調查 PESTLE 因素，公司可以更了解潛在的風險和機會。這種分析可以幫助公司預測法規、消費者偏好和經濟趨勢的變化，並幫助他們做出積極主動的決策。

市場佔有率分析 了解化學和材料資訊學 AI 市場的競爭狀況

對化學品和材料資訊學市場中人工智慧的詳細市場佔有率分析可以對供應商績效進行全面評估。公司可以透過比較收益、客戶群和成長率等關鍵指標來揭示其競爭地位。該分析揭示了市場集中、分散和整合的趨勢，為供應商提供了製定策略決策所需的洞察力，使他們能夠在日益激烈的競爭中佔有一席之地。

AI市場供應商在FPNV定位矩陣化學和材料資訊學方面的績效評估

FPNV 定位矩陣是評估化學品和材料資訊學市場人工智慧供應商的重要工具。此矩陣允許業務組織根據商務策略和產品滿意度評估供應商，從而做出與其目標相符的明智決策。這四個象限使您能夠清晰、準確地分類供應商，並確定最能滿足您的策略目標的合作夥伴和解決方案。

策略分析和建議繪製化學和材料資訊學人工智慧市場的成功之路

對於旨在加強其在全球市場的影響力的公司來說，化學和材料資訊學領域的人工智慧市場的策略分析至關重要。透過審查關鍵資源、能力和績效指標，公司可以識別成長機會並努力改進。這種方法使您能夠克服競爭環境中的挑戰，利用新的商機並取得長期成功。

本報告對市場進行了全面分析，涵蓋關鍵重點領域：

1. 市場滲透率：詳細檢視當前市場環境、主要企業的廣泛資料、評估其在市場中的影響力和整體影響力。

2. 市場開拓：辨識新興市場的成長機會，評估現有領域的擴張潛力，並提供未來成長的策略藍圖。

3. 市場多元化：分析近期產品發布、開拓地區、關鍵產業進展、塑造市場的策略投資。

4. 競爭評估與情報：徹底分析競爭格局，檢驗市場佔有率、業務策略、產品系列、認證、監理核准、專利趨勢、主要企業的技術進步等。

5. 產品開發與創新：重點在於有望推動未來市場成長的最尖端科技、研發活動和產品創新。

我們也回答重要問題，以幫助相關人員做出明智的決策：

1.目前的市場規模和未來的成長預測是多少？

2. 哪些產品、區隔市場和地區提供最佳投資機會？

3.塑造市場的主要技術趨勢和監管影響是什麼？

4.主要廠商的市場佔有率和競爭地位如何？

5. 推動供應商市場進入和退出策略的收益來源和策略機會是什麼？

目錄

第1章 前言

第2章調查方法

第3章執行摘要

第4章市場概況

第5章市場洞察

  • 市場動態
    • 促進因素
      • 由於化學工業中材料發現和實驗的加速，資料生成量增加
      • 對材料特性和化學反應的預測建模的需求不斷成長
    • 抑制因素
      • 在化學/材料資訊學領域引入人工智慧解決方案的成本很高
    • 機會
      • 化學和材料資訊學領域人工智慧解決方案的持續技術進步
      • 環保材料和工藝設計的新應用
    • 任務
      • 與在化學和材料資訊學中使用人工智慧相關的資料隱私和安全問題
  • 市場區隔分析
    • 我們提供什麼：擴大具有預測能力的人工智慧軟體在化學和材料資訊學中的使用
    • 技術：機器學習的應用正在擴展，機器學習可以學習過去的模式以實現更快的決策流程
    • 部署：雲端人工智慧系統對Start-Ups和中型企業具有巨大潛力
    • 應用：由於人工智慧可以節省測試和測試資源，因此材料發現和實驗對人工智慧的需求不斷增加。
    • 最終用途：擴大人工智慧在整個化學產業的化學和材料資訊學中的使用，以加速新化學品的發現
  • 波特五力分析
  • PESTEL分析
    • 政治的
    • 經濟
    • 社群
    • 技術的
    • 合法地
    • 環境

第6章化學和材料資訊學中的人工智慧市場：透過提供

  • 服務
  • 軟體

第7章 化學和材料資訊學領域的人工智慧市場：按技術分類

  • 電腦視覺
  • 機器學習
  • 預測分析

第8章化學和材料資訊學中的人工智慧市場：按發展分類

  • 雲
  • 本地

第9章化學和材料資訊學領域的人工智慧市場：按應用分類

  • 材料發現與實驗
  • 材料製造
  • 品管與保證

第10章化學和材料資訊學中的人工智慧市場：按最終用途

  • 電池和能源儲存
  • 化學品
  • 金屬/礦業
  • 藥品
  • 聚合物和塑膠
  • 半導體

第11章 美洲化學和材料資訊學領域的人工智慧市場

  • 阿根廷
  • 巴西
  • 加拿大
  • 墨西哥
  • 美國

第12章亞太地區化學與材料資訊學人工智慧市場

  • 澳洲
  • 中國
  • 印度
  • 印尼
  • 日本
  • 馬來西亞
  • 菲律賓
  • 新加坡
  • 韓國
  • 台灣
  • 泰國
  • 越南

第13章歐洲、中東和非洲化學和材料資訊學領域的人工智慧市場

  • 丹麥
  • 埃及
  • 芬蘭
  • 法國
  • 德國
  • 以色列
  • 義大利
  • 荷蘭
  • 奈及利亞
  • 挪威
  • 波蘭
  • 卡達
  • 俄羅斯
  • 沙烏地阿拉伯
  • 南非
  • 西班牙
  • 瑞典
  • 瑞士
  • 土耳其
  • 阿拉伯聯合大公國
  • 英國

第14章競爭格局

  • 2023 年市場佔有率分析
  • FPNV 定位矩陣，2023
  • 競爭情境分析
    • NobleAI 在 Microsoft Azure Marketplace 上發佈人工智慧工具，徹底改變化學和材料開發
    • TDK公司宣布推出新的人工智慧資料分析平台“Aim”，以增強材料資訊學
    • 東麗推出基於人工智慧的服務，以加強樹脂選擇並加速產品開發
  • 戰略分析和建議

公司名單

  • 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
Product Code: MRR-2E76C3E47E28

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.

KEY MARKET STATISTICS
Base Year [2023] USD 8.69 billion
Estimated Year [2024] USD 12.08 billion
Forecast Year [2030] USD 89.29 billion
CAGR (%) 39.46%

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

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