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1862419

毒理學預測人工智慧－全球市場佔有率和排名、總收入和需求預測（2025-2031年）

AI In Predictive Toxicology - Global Market Share and Ranking, Overall Sales and Demand Forecast 2025-2031
出版日期: | 出版商: QYResearch | 英文 93 Pages | 商品交期: 2-3個工作天內

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2024 年全球人工智慧 (AI) 在預測毒理學領域的市場規模估計為 1.7 億美元，預計到 2031 年將達到 10.83 億美元，在預測期（2025-2031 年）內以 29.6% 的複合年成長率成長。

近年來，人工智慧（AI）是最具創新性的技術之一，它徹底改變了毒理學領域。人工智慧與毒理學的融合催生了一種革命性的方法，即「預測毒理學」。在這種方法中，電腦模型利用數據分析和機器學習來預測化學物質潛在的不良反應。這種現代技術的整合具有巨大的潛力，能夠加速風險評估過程，減少對傳統實驗室方法的依賴，並加深我們對化學物質暴露與生物反應之間複雜關係的理解。

近年來，隨著研究從體內轉向體外，機器學習在預測毒理學領域的重要性日益凸顯。目前，除了體外方法外，定量構效關係（QSAR）建模和藥物動力學（ADME）計算等計算方法也常被結合使用。在預測毒理學領域，由於現有數據的特點，支持向量機（SVM）、隨機森林（RF）和決定架構（DT）是主要的機器學習方法。

自然語言處理（NLP）是人工智慧在毒理學領域的另一個重要應用方向，它能夠從科學文獻、臨床報告和不利事件資料庫提取資訊。近年來，生物醫學領域NLP技術的進步使得從數百萬篇文獻中自動提取毒性相關資訊成為可能，顯著豐富了可用於預測模型的知識庫。

由於人們越來越意識到人工智慧驅動的工具在化學品安全和毒性評估方面的潛力，人工智慧在預測毒理學領域的市場一直在穩步成長。這一成長源於對更快、更準確的化學品安全性評估方法的需求，這些方法應用於包括製藥、化妝品、化學和農業在內的各個行業。人工智慧演算法、機器學習模型和數據分析技術的進步推動了預測毒理學的創新。這些進步旨在利用大型資料集和高通量篩檢方法，提高毒性預測的準確性和效率。人工智慧驅動的預測毒理學工具能夠簡化藥物發現流程和化學品安全評估，並減少對動物試驗的依賴。此外，其在環境毒性評估和法規遵循評估領域的應用範圍不斷擴大，也帶來了進一步的成長機會。

本報告旨在按地區/國家、類型和應用對全球人工智慧在預測毒理學領域的市場進行全面分析，重點關注總收入、市場佔有率和主要企業的排名。

本報告以收入為指標，提供人工智慧在預測毒理學領域的市場規模、估算和預測，基準年為2024年，並包含2020年至2031年的歷史數據和預測數據。報告採用定量和定性分析相結合的方法，幫助讀者制定人工智慧在預測毒理學領域的業務和成長策略，評估市場競爭，分析自身在當前市場中的地位，並做出明智的商業決策。

市場區隔

公司

  • BenevolentAI
  • Exscientia
  • Instem
  • Dassault Systemes
  • Evotec
  • Simulations Plus
  • Schrodinger
  • Insilico Medicine
  • Chemcopilot
  • Inotiv

按類型分類的細分市場

  • 機器學習
  • 自然語言處理
  • 電腦視覺

應用領域

  • 製藥和生物技術
  • 化學物質和化妝品
  • 其他

按地區

  • 北美洲
    • 美國
    • 加拿大
  • 亞太地區
    • 中國
    • 日本
    • 韓國
    • 東南亞
    • 印度
    • 澳洲
    • 亞太其他地區
  • 歐洲
    • 德國
    • 法國
    • 英國
    • 義大利
    • 荷蘭
    • 北歐國家
    • 其他歐洲
  • 拉丁美洲
    • 墨西哥
    • 巴西
    • 其他拉丁美洲
  • 中東和非洲
    • 土耳其
    • 沙烏地阿拉伯
    • 阿拉伯聯合大公國
    • 其他中東和非洲地區

The global market for AI In Predictive Toxicology was estimated to be worth US$ 170 million in 2024 and is forecast to a readjusted size of US$ 1083 million by 2031 with a CAGR of 29.6% during the forecast period 2025-2031.

Artificial Intelligence (AI) is one of the most innovative technologies that has revolutionized the world of toxicology in recent years. The intersection of artificial intelligence and toxicology has led to the development of a revolutionary method called Predictive Toxicology. In this method, computer models use data analytics and machine learning to predict the possible negative effects of chemicals. This convergence of modern technologies has enormous promise in accelerating the risk assessment process, reducing dependency on traditional experimental approaches, and expanding our understanding of the complicated link between chemical exposure and biological reactions.

In recent times, machine learning has become increasingly prominent in predictive toxicology as it has shifted from in vivo studies towards in silico studies. Currently, in vitro methods together with other computational methods such as QSAR modelling and ADME calculations are being used. In predictive toxicology SVMs, RF and DTs are the dominant machine learning methods due to the characteristics of the data available.

Natural Language Processing (NLP) represents another critical AI domain for toxicology, extracting information from scientific literature, clinical reports, and adverse event databases. Recent advancements in biomedical NLP have enabled the automated extraction of toxicity relationships from millions of publications, significantly enhancing the knowledge base available for predictive models.

The market for AI in predictive toxicology was steadily growing due to increased awareness of the potential of AI-driven tools in assessing chemical safety and toxicity. This growth was driven by the need for faster and more accurate methods to evaluate the safety of chemicals used in various industries, including pharmaceuticals, cosmetics, chemicals, and agriculture. Advancements in AI algorithms, machine learning models, and data analytics were driving innovation in predictive toxicology. These advancements aimed to enhance the accuracy and efficiency of toxicity predictions, leveraging large datasets and high-throughput screening methods. Opportunities existed for AI-driven predictive toxicology tools to streamline drug discovery, chemical safety assessments, and reduce the reliance on animal testing. Additionally, expanding applications in assessing environmental toxicity and regulatory compliance presented growth opportunities.

This report aims to provide a comprehensive presentation of the global market for AI In Predictive Toxicology, focusing on the total sales revenue, key companies market share and ranking, together with an analysis of AI In Predictive Toxicology by region & country, by Type, and by Application.

The AI In Predictive Toxicology market size, estimations, and forecasts are provided in terms of sales revenue ($ millions), considering 2024 as the base year, with history and forecast data for the period from 2020 to 2031. With both quantitative and qualitative analysis, to help readers develop business/growth strategies, assess the market competitive situation, analyze their position in the current marketplace, and make informed business decisions regarding AI In Predictive Toxicology.

Market Segmentation

By Company

  • BenevolentAI
  • Exscientia
  • Instem
  • Dassault Systemes
  • Evotec
  • Simulations Plus
  • Schrodinger
  • Insilico Medicine
  • Chemcopilot
  • Inotiv

Segment by Type

  • Machine Learning
  • Natural Language Processing
  • Computer Vision

Segment by Application

  • Pharmaceutical & Biotechnology
  • Chemical & Cosmetics
  • Others

By Region

  • North America
    • United States
    • Canada
  • Asia-Pacific
    • China
    • Japan
    • South Korea
    • Southeast Asia
    • India
    • Australia
    • Rest of Asia-Pacific
  • Europe
    • Germany
    • France
    • U.K.
    • Italy
    • Netherlands
    • Nordic Countries
    • Rest of Europe
  • Latin America
    • Mexico
    • Brazil
    • Rest of Latin America
  • Middle East & Africa
    • Turkey
    • Saudi Arabia
    • UAE
    • Rest of MEA

Chapter Outline

Chapter 1: Introduces the report scope of the report, global total market size. This chapter also provides the market dynamics, latest developments of the market, the driving factors and restrictive factors of the market, the challenges and risks faced by manufacturers in the industry, and the analysis of relevant policies in the industry.

Chapter 2: Detailed analysis of AI In Predictive Toxicology company competitive landscape, revenue market share, latest development plan, merger, and acquisition information, etc.

Chapter 3: Provides the analysis of various market segments by Type, covering the market size and development potential of each market segment, to help readers find the blue ocean market in different market segments.

Chapter 4: Provides the analysis of various market segments by Application, covering the market size and development potential of each market segment, to help readers find the blue ocean market in different downstream markets.

Chapter 5: Revenue of AI In Predictive Toxicology in regional level. It provides a quantitative analysis of the market size and development potential of each region and introduces the market development, future development prospects, market space, and market size of each country in the world.

Chapter 6: Revenue of AI In Predictive Toxicology in country level. It provides sigmate data by Type, and by Application for each country/region.

Chapter 7: Provides profiles of key players, introducing the basic situation of the main companies in the market in detail, including product revenue, gross margin, product introduction, recent development, etc.

Chapter 8: Analysis of industrial chain, including the upstream and downstream of the industry.

Chapter 9: Conclusion.

Table of Contents

1 Market Overview

  • 1.1 AI In Predictive Toxicology Product Introduction
  • 1.2 Global AI In Predictive Toxicology Market Size Forecast (2020-2031)
  • 1.3 AI In Predictive Toxicology Market Trends & Drivers
    • 1.3.1 AI In Predictive Toxicology Industry Trends
    • 1.3.2 AI In Predictive Toxicology Market Drivers & Opportunity
    • 1.3.3 AI In Predictive Toxicology Market Challenges
    • 1.3.4 AI In Predictive Toxicology Market Restraints
  • 1.4 Assumptions and Limitations
  • 1.5 Study Objectives
  • 1.6 Years Considered

2 Competitive Analysis by Company

  • 2.1 Global AI In Predictive Toxicology Players Revenue Ranking (2024)
  • 2.2 Global AI In Predictive Toxicology Revenue by Company (2020-2025)
  • 2.3 Key Companies AI In Predictive Toxicology Manufacturing Base Distribution and Headquarters
  • 2.4 Key Companies AI In Predictive Toxicology Product Offered
  • 2.5 Key Companies Time to Begin Mass Production of AI In Predictive Toxicology
  • 2.6 AI In Predictive Toxicology Market Competitive Analysis
    • 2.6.1 AI In Predictive Toxicology Market Concentration Rate (2020-2025)
    • 2.6.2 Global 5 and 10 Largest Companies by AI In Predictive Toxicology Revenue in 2024
    • 2.6.3 Global Top Companies by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in AI In Predictive Toxicology as of 2024)
  • 2.7 Mergers & Acquisitions, Expansion

3 Segmentation by Type

  • 3.1 Introduction by Type
    • 3.1.1 Machine Learning
    • 3.1.2 Natural Language Processing
    • 3.1.3 Computer Vision
  • 3.2 Global AI In Predictive Toxicology Sales Value by Type
    • 3.2.1 Global AI In Predictive Toxicology Sales Value by Type (2020 VS 2024 VS 2031)
    • 3.2.2 Global AI In Predictive Toxicology Sales Value, by Type (2020-2031)
    • 3.2.3 Global AI In Predictive Toxicology Sales Value, by Type (%) (2020-2031)

4 Segmentation by Application

  • 4.1 Introduction by Application
    • 4.1.1 Pharmaceutical & Biotechnology
    • 4.1.2 Chemical & Cosmetics
    • 4.1.3 Others
  • 4.2 Global AI In Predictive Toxicology Sales Value by Application
    • 4.2.1 Global AI In Predictive Toxicology Sales Value by Application (2020 VS 2024 VS 2031)
    • 4.2.2 Global AI In Predictive Toxicology Sales Value, by Application (2020-2031)
    • 4.2.3 Global AI In Predictive Toxicology Sales Value, by Application (%) (2020-2031)

5 Segmentation by Region

  • 5.1 Global AI In Predictive Toxicology Sales Value by Region
    • 5.1.1 Global AI In Predictive Toxicology Sales Value by Region: 2020 VS 2024 VS 2031
    • 5.1.2 Global AI In Predictive Toxicology Sales Value by Region (2020-2025)
    • 5.1.3 Global AI In Predictive Toxicology Sales Value by Region (2026-2031)
    • 5.1.4 Global AI In Predictive Toxicology Sales Value by Region (%), (2020-2031)
  • 5.2 North America
    • 5.2.1 North America AI In Predictive Toxicology Sales Value, 2020-2031
    • 5.2.2 North America AI In Predictive Toxicology Sales Value by Country (%), 2024 VS 2031
  • 5.3 Europe
    • 5.3.1 Europe AI In Predictive Toxicology Sales Value, 2020-2031
    • 5.3.2 Europe AI In Predictive Toxicology Sales Value by Country (%), 2024 VS 2031
  • 5.4 Asia Pacific
    • 5.4.1 Asia Pacific AI In Predictive Toxicology Sales Value, 2020-2031
    • 5.4.2 Asia Pacific AI In Predictive Toxicology Sales Value by Region (%), 2024 VS 2031
  • 5.5 South America
    • 5.5.1 South America AI In Predictive Toxicology Sales Value, 2020-2031
    • 5.5.2 South America AI In Predictive Toxicology Sales Value by Country (%), 2024 VS 2031
  • 5.6 Middle East & Africa
    • 5.6.1 Middle East & Africa AI In Predictive Toxicology Sales Value, 2020-2031
    • 5.6.2 Middle East & Africa AI In Predictive Toxicology Sales Value by Country (%), 2024 VS 2031

6 Segmentation by Key Countries/Regions

  • 6.1 Key Countries/Regions AI In Predictive Toxicology Sales Value Growth Trends, 2020 VS 2024 VS 2031
  • 6.2 Key Countries/Regions AI In Predictive Toxicology Sales Value, 2020-2031
  • 6.3 United States
    • 6.3.1 United States AI In Predictive Toxicology Sales Value, 2020-2031
    • 6.3.2 United States AI In Predictive Toxicology Sales Value by Type (%), 2024 VS 2031
    • 6.3.3 United States AI In Predictive Toxicology Sales Value by Application, 2024 VS 2031
  • 6.4 Europe
    • 6.4.1 Europe AI In Predictive Toxicology Sales Value, 2020-2031
    • 6.4.2 Europe AI In Predictive Toxicology Sales Value by Type (%), 2024 VS 2031
    • 6.4.3 Europe AI In Predictive Toxicology Sales Value by Application, 2024 VS 2031
  • 6.5 China
    • 6.5.1 China AI In Predictive Toxicology Sales Value, 2020-2031
    • 6.5.2 China AI In Predictive Toxicology Sales Value by Type (%), 2024 VS 2031
    • 6.5.3 China AI In Predictive Toxicology Sales Value by Application, 2024 VS 2031
  • 6.6 Japan
    • 6.6.1 Japan AI In Predictive Toxicology Sales Value, 2020-2031
    • 6.6.2 Japan AI In Predictive Toxicology Sales Value by Type (%), 2024 VS 2031
    • 6.6.3 Japan AI In Predictive Toxicology Sales Value by Application, 2024 VS 2031
  • 6.7 South Korea
    • 6.7.1 South Korea AI In Predictive Toxicology Sales Value, 2020-2031
    • 6.7.2 South Korea AI In Predictive Toxicology Sales Value by Type (%), 2024 VS 2031
    • 6.7.3 South Korea AI In Predictive Toxicology Sales Value by Application, 2024 VS 2031
  • 6.8 Southeast Asia
    • 6.8.1 Southeast Asia AI In Predictive Toxicology Sales Value, 2020-2031
    • 6.8.2 Southeast Asia AI In Predictive Toxicology Sales Value by Type (%), 2024 VS 2031
    • 6.8.3 Southeast Asia AI In Predictive Toxicology Sales Value by Application, 2024 VS 2031
  • 6.9 India
    • 6.9.1 India AI In Predictive Toxicology Sales Value, 2020-2031
    • 6.9.2 India AI In Predictive Toxicology Sales Value by Type (%), 2024 VS 2031
    • 6.9.3 India AI In Predictive Toxicology Sales Value by Application, 2024 VS 2031

7 Company Profiles

  • 7.1 BenevolentAI
    • 7.1.1 BenevolentAI Profile
    • 7.1.2 BenevolentAI Main Business
    • 7.1.3 BenevolentAI AI In Predictive Toxicology Products, Services and Solutions
    • 7.1.4 BenevolentAI AI In Predictive Toxicology Revenue (US$ Million) & (2020-2025)
    • 7.1.5 BenevolentAI Recent Developments
  • 7.2 Exscientia
    • 7.2.1 Exscientia Profile
    • 7.2.2 Exscientia Main Business
    • 7.2.3 Exscientia AI In Predictive Toxicology Products, Services and Solutions
    • 7.2.4 Exscientia AI In Predictive Toxicology Revenue (US$ Million) & (2020-2025)
    • 7.2.5 Exscientia Recent Developments
  • 7.3 Instem
    • 7.3.1 Instem Profile
    • 7.3.2 Instem Main Business
    • 7.3.3 Instem AI In Predictive Toxicology Products, Services and Solutions
    • 7.3.4 Instem AI In Predictive Toxicology Revenue (US$ Million) & (2020-2025)
    • 7.3.5 Instem Recent Developments
  • 7.4 Dassault Systemes
    • 7.4.1 Dassault Systemes Profile
    • 7.4.2 Dassault Systemes Main Business
    • 7.4.3 Dassault Systemes AI In Predictive Toxicology Products, Services and Solutions
    • 7.4.4 Dassault Systemes AI In Predictive Toxicology Revenue (US$ Million) & (2020-2025)
    • 7.4.5 Dassault Systemes Recent Developments
  • 7.5 Evotec
    • 7.5.1 Evotec Profile
    • 7.5.2 Evotec Main Business
    • 7.5.3 Evotec AI In Predictive Toxicology Products, Services and Solutions
    • 7.5.4 Evotec AI In Predictive Toxicology Revenue (US$ Million) & (2020-2025)
    • 7.5.5 Evotec Recent Developments
  • 7.6 Simulations Plus
    • 7.6.1 Simulations Plus Profile
    • 7.6.2 Simulations Plus Main Business
    • 7.6.3 Simulations Plus AI In Predictive Toxicology Products, Services and Solutions
    • 7.6.4 Simulations Plus AI In Predictive Toxicology Revenue (US$ Million) & (2020-2025)
    • 7.6.5 Simulations Plus Recent Developments
  • 7.7 Schrodinger
    • 7.7.1 Schrodinger Profile
    • 7.7.2 Schrodinger Main Business
    • 7.7.3 Schrodinger AI In Predictive Toxicology Products, Services and Solutions
    • 7.7.4 Schrodinger AI In Predictive Toxicology Revenue (US$ Million) & (2020-2025)
    • 7.7.5 Schrodinger Recent Developments
  • 7.8 Insilico Medicine
    • 7.8.1 Insilico Medicine Profile
    • 7.8.2 Insilico Medicine Main Business
    • 7.8.3 Insilico Medicine AI In Predictive Toxicology Products, Services and Solutions
    • 7.8.4 Insilico Medicine AI In Predictive Toxicology Revenue (US$ Million) & (2020-2025)
    • 7.8.5 Insilico Medicine Recent Developments
  • 7.9 Chemcopilot
    • 7.9.1 Chemcopilot Profile
    • 7.9.2 Chemcopilot Main Business
    • 7.9.3 Chemcopilot AI In Predictive Toxicology Products, Services and Solutions
    • 7.9.4 Chemcopilot AI In Predictive Toxicology Revenue (US$ Million) & (2020-2025)
    • 7.9.5 Chemcopilot Recent Developments
  • 7.10 Inotiv
    • 7.10.1 Inotiv Profile
    • 7.10.2 Inotiv Main Business
    • 7.10.3 Inotiv AI In Predictive Toxicology Products, Services and Solutions
    • 7.10.4 Inotiv AI In Predictive Toxicology Revenue (US$ Million) & (2020-2025)
    • 7.10.5 Inotiv Recent Developments

8 Industry Chain Analysis

  • 8.1 AI In Predictive Toxicology Industrial Chain
  • 8.2 AI In Predictive Toxicology Upstream Analysis
    • 8.2.1 Key Raw Materials
    • 8.2.2 Raw Materials Key Suppliers
    • 8.2.3 Manufacturing Cost Structure
  • 8.3 Midstream Analysis
  • 8.4 Downstream Analysis (Customers Analysis)
  • 8.5 Sales Model and Sales Channels
    • 8.5.1 AI In Predictive Toxicology Sales Model
    • 8.5.2 Sales Channel
    • 8.5.3 AI In Predictive Toxicology Distributors

9 Research Findings and Conclusion

10 Appendix

  • 10.1 Research Methodology
    • 10.1.1 Methodology/Research Approach
      • 10.1.1.1 Research Programs/Design
      • 10.1.1.2 Market Size Estimation
      • 10.1.1.3 Market Breakdown and Data Triangulation
    • 10.1.2 Data Source
      • 10.1.2.1 Secondary Sources
      • 10.1.2.2 Primary Sources
  • 10.2 Author Details
  • 10.3 Disclaimer

List of Tables

  • Table 1. AI In Predictive Toxicology Market Trends
  • Table 2. AI In Predictive Toxicology Market Drivers & Opportunity
  • Table 3. AI In Predictive Toxicology Market Challenges
  • Table 4. AI In Predictive Toxicology Market Restraints
  • Table 5. Global AI In Predictive Toxicology Revenue by Company (2020-2025) & (US$ Million)
  • Table 6. Global AI In Predictive Toxicology Revenue Market Share by Company (2020-2025)
  • Table 7. Key Companies AI In Predictive Toxicology Manufacturing Base Distribution and Headquarters
  • Table 8. Key Companies AI In Predictive Toxicology Product Type
  • Table 9. Key Companies Time to Begin Mass Production of AI In Predictive Toxicology
  • Table 10. Global AI In Predictive Toxicology Companies Market Concentration Ratio (CR5 and HHI)
  • Table 11. Global Top Companies by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in AI In Predictive Toxicology as of 2024)
  • Table 12. Mergers & Acquisitions, Expansion Plans
  • Table 13. Global AI In Predictive Toxicology Sales Value by Type: 2020 VS 2024 VS 2031 (US$ Million)
  • Table 14. Global AI In Predictive Toxicology Sales Value by Type (2020-2025) & (US$ Million)
  • Table 15. Global AI In Predictive Toxicology Sales Value by Type (2026-2031) & (US$ Million)
  • Table 16. Global AI In Predictive Toxicology Sales Market Share in Value by Type (2020-2025)
  • Table 17. Global AI In Predictive Toxicology Sales Market Share in Value by Type (2026-2031)
  • Table 18. Global AI In Predictive Toxicology Sales Value by Application: 2020 VS 2024 VS 2031 (US$ Million)
  • Table 19. Global AI In Predictive Toxicology Sales Value by Application (2020-2025) & (US$ Million)
  • Table 20. Global AI In Predictive Toxicology Sales Value by Application (2026-2031) & (US$ Million)
  • Table 21. Global AI In Predictive Toxicology Sales Market Share in Value by Application (2020-2025)
  • Table 22. Global AI In Predictive Toxicology Sales Market Share in Value by Application (2026-2031)
  • Table 23. Global AI In Predictive Toxicology Sales Value by Region, (2020 VS 2024 VS 2031) & (US$ Million)
  • Table 24. Global AI In Predictive Toxicology Sales Value by Region (2020-2025) & (US$ Million)
  • Table 25. Global AI In Predictive Toxicology Sales Value by Region (2026-2031) & (US$ Million)
  • Table 26. Global AI In Predictive Toxicology Sales Value by Region (2020-2025) & (%)
  • Table 27. Global AI In Predictive Toxicology Sales Value by Region (2026-2031) & (%)
  • Table 28. Key Countries/Regions AI In Predictive Toxicology Sales Value Growth Trends, (US$ Million): 2020 VS 2024 VS 2031
  • Table 29. Key Countries/Regions AI In Predictive Toxicology Sales Value, (2020-2025) & (US$ Million)
  • Table 30. Key Countries/Regions AI In Predictive Toxicology Sales Value, (2026-2031) & (US$ Million)
  • Table 31. BenevolentAI Basic Information List
  • Table 32. BenevolentAI Description and Business Overview
  • Table 33. BenevolentAI AI In Predictive Toxicology Products, Services and Solutions
  • Table 34. Revenue (US$ Million) in AI In Predictive Toxicology Business of BenevolentAI (2020-2025)
  • Table 35. BenevolentAI Recent Developments
  • Table 36. Exscientia Basic Information List
  • Table 37. Exscientia Description and Business Overview
  • Table 38. Exscientia AI In Predictive Toxicology Products, Services and Solutions
  • Table 39. Revenue (US$ Million) in AI In Predictive Toxicology Business of Exscientia (2020-2025)
  • Table 40. Exscientia Recent Developments
  • Table 41. Instem Basic Information List
  • Table 42. Instem Description and Business Overview
  • Table 43. Instem AI In Predictive Toxicology Products, Services and Solutions
  • Table 44. Revenue (US$ Million) in AI In Predictive Toxicology Business of Instem (2020-2025)
  • Table 45. Instem Recent Developments
  • Table 46. Dassault Systemes Basic Information List
  • Table 47. Dassault Systemes Description and Business Overview
  • Table 48. Dassault Systemes AI In Predictive Toxicology Products, Services and Solutions
  • Table 49. Revenue (US$ Million) in AI In Predictive Toxicology Business of Dassault Systemes (2020-2025)
  • Table 50. Dassault Systemes Recent Developments
  • Table 51. Evotec Basic Information List
  • Table 52. Evotec Description and Business Overview
  • Table 53. Evotec AI In Predictive Toxicology Products, Services and Solutions
  • Table 54. Revenue (US$ Million) in AI In Predictive Toxicology Business of Evotec (2020-2025)
  • Table 55. Evotec Recent Developments
  • Table 56. Simulations Plus Basic Information List
  • Table 57. Simulations Plus Description and Business Overview
  • Table 58. Simulations Plus AI In Predictive Toxicology Products, Services and Solutions
  • Table 59. Revenue (US$ Million) in AI In Predictive Toxicology Business of Simulations Plus (2020-2025)
  • Table 60. Simulations Plus Recent Developments
  • Table 61. Schrodinger Basic Information List
  • Table 62. Schrodinger Description and Business Overview
  • Table 63. Schrodinger AI In Predictive Toxicology Products, Services and Solutions
  • Table 64. Revenue (US$ Million) in AI In Predictive Toxicology Business of Schrodinger (2020-2025)
  • Table 65. Schrodinger Recent Developments
  • Table 66. Insilico Medicine Basic Information List
  • Table 67. Insilico Medicine Description and Business Overview
  • Table 68. Insilico Medicine AI In Predictive Toxicology Products, Services and Solutions
  • Table 69. Revenue (US$ Million) in AI In Predictive Toxicology Business of Insilico Medicine (2020-2025)
  • Table 70. Insilico Medicine Recent Developments
  • Table 71. Chemcopilot Basic Information List
  • Table 72. Chemcopilot Description and Business Overview
  • Table 73. Chemcopilot AI In Predictive Toxicology Products, Services and Solutions
  • Table 74. Revenue (US$ Million) in AI In Predictive Toxicology Business of Chemcopilot (2020-2025)
  • Table 75. Chemcopilot Recent Developments
  • Table 76. Inotiv Basic Information List
  • Table 77. Inotiv Description and Business Overview
  • Table 78. Inotiv AI In Predictive Toxicology Products, Services and Solutions
  • Table 79. Revenue (US$ Million) in AI In Predictive Toxicology Business of Inotiv (2020-2025)
  • Table 80. Inotiv Recent Developments
  • Table 81. Key Raw Materials Lists
  • Table 82. Raw Materials Key Suppliers Lists
  • Table 83. AI In Predictive Toxicology Downstream Customers
  • Table 84. AI In Predictive Toxicology Distributors List
  • Table 85. Research Programs/Design for This Report
  • Table 86. Key Data Information from Secondary Sources
  • Table 87. Key Data Information from Primary Sources

List of Figures

  • Figure 1. AI In Predictive Toxicology Product Picture
  • Figure 2. Global AI In Predictive Toxicology Sales Value, 2020 VS 2024 VS 2031 (US$ Million)
  • Figure 3. Global AI In Predictive Toxicology Sales Value (2020-2031) & (US$ Million)
  • Figure 4. AI In Predictive Toxicology Report Years Considered
  • Figure 5. Global AI In Predictive Toxicology Players Revenue Ranking (2024) & (US$ Million)
  • Figure 6. The 5 and 10 Largest Companies in the World: Market Share by AI In Predictive Toxicology Revenue in 2024
  • Figure 7. AI In Predictive Toxicology Market Share by Company Type (Tier 1, Tier 2, and Tier 3): 2020 VS 2024
  • Figure 8. Machine Learning Picture
  • Figure 9. Natural Language Processing Picture
  • Figure 10. Computer Vision Picture
  • Figure 11. Global AI In Predictive Toxicology Sales Value by Type (2020 VS 2024 VS 2031) & (US$ Million)
  • Figure 12. Global AI In Predictive Toxicology Sales Value Market Share by Type, 2024 & 2031
  • Figure 13. Product Picture of Pharmaceutical & Biotechnology
  • Figure 14. Product Picture of Chemical & Cosmetics
  • Figure 15. Product Picture of Others
  • Figure 16. Global AI In Predictive Toxicology Sales Value by Application (2020 VS 2024 VS 2031) & (US$ Million)
  • Figure 17. Global AI In Predictive Toxicology Sales Value Market Share by Application, 2024 & 2031
  • Figure 18. North America AI In Predictive Toxicology Sales Value (2020-2031) & (US$ Million)
  • Figure 19. North America AI In Predictive Toxicology Sales Value by Country (%), 2024 VS 2031
  • Figure 20. Europe AI In Predictive Toxicology Sales Value, (2020-2031) & (US$ Million)
  • Figure 21. Europe AI In Predictive Toxicology Sales Value by Country (%), 2024 VS 2031
  • Figure 22. Asia Pacific AI In Predictive Toxicology Sales Value, (2020-2031) & (US$ Million)
  • Figure 23. Asia Pacific AI In Predictive Toxicology Sales Value by Region (%), 2024 VS 2031
  • Figure 24. South America AI In Predictive Toxicology Sales Value, (2020-2031) & (US$ Million)
  • Figure 25. South America AI In Predictive Toxicology Sales Value by Country (%), 2024 VS 2031
  • Figure 26. Middle East & Africa AI In Predictive Toxicology Sales Value, (2020-2031) & (US$ Million)
  • Figure 27. Middle East & Africa AI In Predictive Toxicology Sales Value by Country (%), 2024 VS 2031
  • Figure 28. Key Countries/Regions AI In Predictive Toxicology Sales Value (%), (2020-2031)
  • Figure 29. United States AI In Predictive Toxicology Sales Value, (2020-2031) & (US$ Million)
  • Figure 30. United States AI In Predictive Toxicology Sales Value by Type (%), 2024 VS 2031
  • Figure 31. United States AI In Predictive Toxicology Sales Value by Application (%), 2024 VS 2031
  • Figure 32. Europe AI In Predictive Toxicology Sales Value, (2020-2031) & (US$ Million)
  • Figure 33. Europe AI In Predictive Toxicology Sales Value by Type (%), 2024 VS 2031
  • Figure 34. Europe AI In Predictive Toxicology Sales Value by Application (%), 2024 VS 2031
  • Figure 35. China AI In Predictive Toxicology Sales Value, (2020-2031) & (US$ Million)
  • Figure 36. China AI In Predictive Toxicology Sales Value by Type (%), 2024 VS 2031
  • Figure 37. China AI In Predictive Toxicology Sales Value by Application (%), 2024 VS 2031
  • Figure 38. Japan AI In Predictive Toxicology Sales Value, (2020-2031) & (US$ Million)
  • Figure 39. Japan AI In Predictive Toxicology Sales Value by Type (%), 2024 VS 2031
  • Figure 40. Japan AI In Predictive Toxicology Sales Value by Application (%), 2024 VS 2031
  • Figure 41. South Korea AI In Predictive Toxicology Sales Value, (2020-2031) & (US$ Million)
  • Figure 42. South Korea AI In Predictive Toxicology Sales Value by Type (%), 2024 VS 2031
  • Figure 43. South Korea AI In Predictive Toxicology Sales Value by Application (%), 2024 VS 2031
  • Figure 44. Southeast Asia AI In Predictive Toxicology Sales Value, (2020-2031) & (US$ Million)
  • Figure 45. Southeast Asia AI In Predictive Toxicology Sales Value by Type (%), 2024 VS 2031
  • Figure 46. Southeast Asia AI In Predictive Toxicology Sales Value by Application (%), 2024 VS 2031
  • Figure 47. India AI In Predictive Toxicology Sales Value, (2020-2031) & (US$ Million)
  • Figure 48. India AI In Predictive Toxicology Sales Value by Type (%), 2024 VS 2031
  • Figure 49. India AI In Predictive Toxicology Sales Value by Application (%), 2024 VS 2031
  • Figure 50. AI In Predictive Toxicology Industrial Chain
  • Figure 51. AI In Predictive Toxicology Manufacturing Cost Structure
  • Figure 52. Channels of Distribution (Direct Sales, and Distribution)
  • Figure 53. Bottom-up and Top-down Approaches for This Report
  • Figure 54. Data Triangulation
  • Figure 55. Key Executives Interviewed