预测毒理学中的人工智慧市场规模—按技术（机器学习、自然语言处理、电脑视觉）、毒性终点（基因毒性、肝毒性、神经毒性、心臟毒性）、组件、最终用户和全球预测，2023 -2032 年

由于全球对高效药物开发方法的需求不断增长，预测毒理学中的人工智慧市场规模预计从 2023 年到 2032 年将以超过 29.5% 的CAGR扩大。考虑到製药业寻求加速药物发现和开发过程的创新方法，人工智慧已成为一种变革性工具。人工智慧驱动的预测毒理学模型能够及早识别潜在毒性，从而简化决策并减少耗时且昂贵的实验测试的需要。

此外，不断增长的道德考虑以及尽量减少动物实验的监管压力迫使多个行业采用替代方法。例如，印度政府授权修订《新药和临床试验规则》（2023 年），以消除在研究（特别是药物测试）中使用动物。这种向永续研发方法的零残忍和人道实践的转变将促进产业成长。

预测毒理学产业中的人工智慧分为成分、技术、毒性终点、最终用户和区域。

根据组成部分，服务领域的市场份额在2022 年产生了可观的收入，预计到2032 年将实现可观的增长。人工智慧驱动的服务在预测毒理学中至关重要，因为它们为製药和化学行业提供了对潜在毒性问题的宝贵见解。药物开发和产品测试。此外，对准确、高效的毒理学预测的需求不断增长，对基于人工智慧的服务的需求激增，以增强决策和监管合规性。

就最终用户而言，预计化学和化妆品领域的人工智慧预测毒理学市场将在2023 年至2032 年实现强劲增长。这可归因于化学和化妆品行业对安全评估和监管合规性的重视程度不断提高。基于人工智慧的预测毒理学解决方案为潜在风险和成分毒性提供了宝贵的见解。对化学配方和化妆品中准确毒性预测的需求不断增长也可能推动该领域的扩张。

从地区来看，亚太地区预测毒理学产业的人工智慧预计将在2023 年至2032 年间呈现显着的成长速度。这归因于製药和生物技术产业的不断扩大，以及该地区对人工智慧技术投资的增加。随着监管机构强调安全评估，人工智慧应用被广泛部署，为毒性测试提供高效、准确的预测模型。此外，产业参与者与研究机构之间不断加强的合作也将加速区域产业扩张。

目录

第 1 章：方法与范围

第 2 章：执行摘要

第 3 章：预测毒理学中的人工智慧产业洞察

• 对 COVID-19 的影响
• 产业生态系统分析
• 供应商矩阵
• 利润率分析
• 技术创新格局
• 专利分析
• 重要新闻和倡议
• 监管环境
• 衝击力
  • 成长动力
    • 对製药人工智慧新创公司的投资不断增加
    • 对高效药物开发的需求增加
    • 人工智慧技术的进步
    • 对有效筛选化合物的需求日益增长
    • 对化学品安全的担忧日益加剧
  • 产业陷阱与挑战
    • 资料不足或品质不佳会影响预测模型的准确性
    • 人工智慧模型整合的复杂性
• 成长潜力分析
• 波特的分析
• PESTEL分析

第 4 章：竞争格局

• 介绍
• 公司市占率
• 主要市场参与者的竞争分析
  • Benevolent AI
  • Chemaxon Ltd.
  • Exscientia PLC
  • Insilico Medicine
  • Instem plc
  • Lhasa Limited
  • Recursion Pharmaceuticals
• 竞争定位矩阵
• 战略展望矩阵

第 5 章：预测毒理学中的人工智慧市场估计和预测：按组成部分

• 主要动向：按组件
• 解决方案
• 服务

第 6 章：预测毒理学中的人工智慧市场估计和预测：按技术分类

• 主要动力向：靠技术
• 机器学习
• 自然语言处理
• 电脑视觉
• 其他的

第 7 章：预测毒理学市场中的人工智慧估计和预测：按毒性端点

• 主要动向：按毒性终点
• 遗传毒性
• 肝毒性
• 神经毒性
• 心臟毒性
• 其他的

第 8 章：预测毒理学中的人工智慧市场估计和预测：按最终用户

• 主要动向：由最终用户
• 製药和生物技术公司
• 化学和化妆品
• 合约研究组织
• 其他的

第 9 章：预测毒理学中的人工智慧市场估计和预测：按地区

• 主要动向：按地区
• 北美洲
  • 我们
  • 加拿大
• 欧洲
  • 英国
  • 德国
  • 法国
  • 义大利
  • 西班牙
  • 俄罗斯
  • 北欧人
• 亚太地区
  • 中国
  • 印度
  • 日本
  • 韩国
  • 澳新银行
  • 东南亚
• 拉丁美洲
  • 巴西
  • 墨西哥
  • 阿根廷
• MEA
  • 南非
  • 沙乌地阿拉伯
  • 阿联酋

第 10 章：公司简介

• Arctoris
• Atomwise
• BenevolentAI
• Berg Health
• Biovista
• Celsius Therapeutics
• Chemaxon Ltd.
• Cyclica
• Exscientia
• Insilico Biotechnology AG
• Insilico Medicine
• Instem
• Lhasa Limited
• Nuritas
• Optibrium Ltd.
• Recursion Pharmaceuticals
• Simulations Plus, Inc.

AI in Predictive Toxicology Market size is projected to expand at over 29.5% CAGR from 2023-2032 propelled by the growing demand for efficient drug development methods worldwide. AI has emerged as a transformative tool considering the innovative approaches sought by the pharmaceutical sector to accelerate drug discovery and development processes. AI-powered predictive toxicology models enable the early identification of potential toxicities, for streamlining decision-making and reducing the need for time-consuming and costly experimental testing.

Furthermore, the rising ethical considerations along with regulatory pressures to minimize animal experimentation are compelling several industries to adopt alternative methods. For instance, the Government of India authorized an amendment to the New Drugs and Clinical Trial Rules (2023) to eliminate the use of animals in research, particularly drug testing. This shift towards cruelty-free and humane practices for sustainable R&D approaches will boost the industry growth.

The AI in predictive toxicology industry is segmented into component, technology, toxicity endpoint, end user, and region.

Based on component, the market share from the services segment generated substantial revenue in 2022 and is estimated to record considerable growth through 2032. AI-driven services are essential in predictive toxicology as they provide pharmaceutical and chemical sectors with valuable insights into potential toxicity issues during drug development and product testing. Additionally, the growing demand for accurate and efficient toxicology predictions is surging the need for AI-based services for enhanced decision-making and regulatory compliance.

In terms of end user, the AI in predictive toxicology market from the chemical & cosmetics segment is anticipated to depict robust growth from 2023 to 2032. This can be attributed to rising prioritization of the chemical and cosmetics sectors on safety assessments and regulatory compliance. AI-based predictive toxicology solutions offer valuable insights into potential risks and the toxicity of ingredients. The growing need for accurate toxicity predictions in chemical formulations and cosmetic products is also likely to fuel the segment expansion.

Regionally, the Asia Pacific AI in predictive toxicology industry is poised to exhibit a notable growth rate between 2023 and 2032. This is attributed to the expanding pharmaceutical and biotechnology industries coupled with the increasing investments in AI technologies across the region. With regulatory agencies emphasizing safety assessments, AI applications are widely deployed to offer efficient and accurate predictive models for toxicity testing. Moreover, the rising collaborative efforts between industry players and research institutions will also accelerate the regional industry expansion.

Table of Contents

Chapter 1 Methodology & Scope

• 1.1 Market scope & definition
• 1.2 Base estimates & calculations
• 1.3 Forecast calculation
• 1.4 Data Sources
  • 1.4.1 Primary
  • 1.4.2 Secondary
    • 1.4.2.1 Paid sources
    • 1.4.2.2 Public sources

Chapter 2 Executive Summary

• 2.1 AI in predictive toxicology market 360 degree synopsis, 2018 - 2032
• 2.2 Business trends
  • 2.2.1 Total Addressable Market (TAM), 2023-2032
• 2.3 Regional trends
• 2.4 Component trends
• 2.5 Technology trends
• 2.6 Toxicity endpoints trends
• 2.7 End-user trends

Chapter 3 AI in Predictive Toxicology Industry Insights

• 3.1 Impact on COVID-19
• 3.2 Industry ecosystem analysis
• 3.3 Vendor matrix
• 3.4 Profit margin analysis
• 3.5 Technology innovation landscape
• 3.6 Patent analysis
• 3.7 Key news and initiatives
• 3.8 Regulatory landscape
• 3.9 Impact forces
  • 3.9.1 Growth drivers
    • 3.9.1.1 Rising investments in pharmaceutical AI startups
    • 3.9.1.2 Increased demand for efficient drug development
    • 3.9.1.3 Advancements in AI technologies
    • 3.9.1.4 Growing need for efficient screening of chemical compounds
    • 3.9.1.5 Rising concerns about chemical safety
  • 3.9.2 Industry pitfalls & challenges
    • 3.9.2.1 Insufficient or poor-quality data compromising the accuracy of predictive models
    • 3.9.2.2 Complexity in the integration of AI models
• 3.10 Growth potential analysis
• 3.11 Porter's analysis
• 3.12 PESTEL analysis

Chapter 4 Competitive Landscape, 2022

• 4.1 Introduction
• 4.2 Company market share, 2022
• 4.3 Competitive analysis of major market players, 2022
  • 4.3.1 Benevolent AI
  • 4.3.2 Chemaxon Ltd.
  • 4.3.3 Exscientia PLC
  • 4.3.4 Insilico Medicine
  • 4.3.5 Instem plc
  • 4.3.6 Lhasa Limited
  • 4.3.7 Recursion Pharmaceuticals
• 4.4 Competitive positioning matrix, 2022
• 4.5 Strategic outlook matrix, 2022

Chapter 5 AI in Predictive Toxicology Market Estimates & Forecast, by Component (Revenue)

• 5.1 Key trends, by component
• 5.2 Solution
• 5.3 Services

Chapter 6 AI in Predictive Toxicology Market Estimates & Forecast, By Technology (Revenue)

• 6.1 Key trends, by technology
• 6.2 Machine learning
• 6.3 Natural language processing
• 6.4 Computer vision
• 6.5 Others

Chapter 7 AI in Predictive Toxicology Market Estimates & Forecast, By Toxicity Endpoints (Revenue)

• 7.1 Key trends, by toxicity endpoints
• 7.2 Genotoxicity
• 7.3 Hepatotoxicity
• 7.4 Neurotoxicity
• 7.5 Cardiotoxicity
• 7.6 Others

Chapter 8 AI in Predictive Toxicology Market Estimates & Forecast, By End-User (Revenue)

• 8.1 Key trends, by end-user
• 8.2 Pharmaceutical and biotechnology companies
• 8.3 Chemical and cosmetics
• 8.4 Contract research organizations
• 8.5 Others

Chapter 9 AI in Predictive Toxicology Market Estimates & Forecast, By Region

• 9.1 Key trends, by region
• 9.2 North America
  • 9.2.1 U.S.
  • 9.2.2 Canada
• 9.3 Europe
  • 9.3.1 UK
  • 9.3.2 Germany
  • 9.3.3 France
  • 9.3.4 Italy
  • 9.3.5 Spain
  • 9.3.6 Russia
  • 9.3.7 Nordics
• 9.4 Asia Pacific
  • 9.4.1 China
  • 9.4.2 India
  • 9.4.3 Japan
  • 9.4.4 South Korea
  • 9.4.5 ANZ
  • 9.4.6 Southeast Asia
• 9.5 Latin America
  • 9.5.1 Brazil
  • 9.5.2 Mexico
  • 9.5.3 Argentina
• 9.6 MEA
  • 9.6.1 South Africa
  • 9.6.2 Saudi Arabia
  • 9.6.3 UAE

Chapter 10 Company Profiles

• 10.1 Arctoris
• 10.2 Atomwise
• 10.3 BenevolentAI
• 10.4 Berg Health
• 10.5 Biovista
• 10.6 Celsius Therapeutics
• 10.7 Chemaxon Ltd.
• 10.8 Cyclica
• 10.9 Exscientia
• 10.10 Insilico Biotechnology AG
• 10.11 Insilico Medicine
• 10.12 Instem
• 10.13 Lhasa Limited
• 10.14 Nuritas
• 10.15 Optibrium Ltd.
• 10.16 Recursion Pharmaceuticals
• 10.17 Simulations Plus, Inc.

Data Tables

• TABLE 1 Global AI in predictive toxicology market share analysis
• TABLE 2 Sources, by region
• TABLE 3 AI in predictive toxicology market, 2018 - 2022, (USD Million)
• TABLE 4 AI in predictive toxicology market, 2023 - 2032, (USD Million)
• TABLE 5 AI in predictive toxicology TAM, 2023 - 2032
• TABLE 6 AI in predictive toxicology market, by component, 2018 - 2022, (USD Million)
• TABLE 7 AI in predictive toxicology market, by component, 2023 - 2032, (USD Million)
• TABLE 8 AI in predictive toxicology market, by technology, 2018 - 2022, (USD Million)
• TABLE 9 AI in predictive toxicology market, by technology, 2023 - 2032, (USD Million)
• TABLE 10 AI in predictive toxicology market, by toxicity endpoints, 2018 - 2022, (USD Million)
• TABLE 11 AI in predictive toxicology market, by toxicity endpoints, 2023 - 2032, (USD Million)
• TABLE 12 AI in predictive toxicology market, by end-user, 2018 - 2022, (USD Million)
• TABLE 13 AI in predictive toxicology market, by end-user, 2023 - 2032, (USD Million)
• TABLE 14 COVID-19 impact on North America AI in predictive toxicology market
• TABLE 15 COVID-19 impact on Europe AI in predictive toxicology market
• TABLE 16 COVID-19 impact on Asia Pacific AI in predictive toxicology market
• TABLE 17 COVID-19 impact on Latin America AI in predictive toxicology market
• TABLE 18 COVID-19 impact on MEA AI in predictive toxicology market
• TABLE 19 Vendor matrix
• TABLE 20 Patent analysis
• TABLE 21 Industry impact forces
• TABLE 22 Company market share, 2022
• TABLE 23 Competitive analysis of major market players, 2022
• TABLE 24 Solution market, 2018 - 2022 (USD Million)
• TABLE 25 Solution market, 2023 - 2032 (USD Million)
• TABLE 26 Services market, 2018 - 2022 (USD Million)
• TABLE 27 Services market, 2023 - 2032 (USD Million)
• TABLE 28 Machine learning market, 2018 - 2022 (USD Million)
• TABLE 29 Machine learning market, 2023 - 2032 (USD Million)
• TABLE 30 Natural language processing market, 2018 - 2022 (USD Million)
• TABLE 31 Natural language processing market, 2023 - 2032 (USD Million)
• TABLE 32 Computer vision market, 2018 - 2022 (USD Million)
• TABLE 33 Computer vision market, 2023 - 2032 (USD Million)
• TABLE 34 Others market, 2018 - 2022 (USD Million)
• TABLE 35 Others market, 2023 - 2032 (USD Million)
• TABLE 36 Genotoxicity market, 2018 - 2022 (USD Million)
• TABLE 37 Genotoxicity market, 2023 - 2032 (USD Million)
• TABLE 38 Hepatotoxicity market, 2018 - 2022 (USD Million)
• TABLE 39 Hepatotoxicity market, 2023 - 2032 (USD Million)
• TABLE 40 Neurotoxicity market, 2018 - 2022 (USD Million)
• TABLE 41 Neurotoxicity market, 2023 - 2032 (USD Million)
• TABLE 42 Cardiotoxicity market, 2018 - 2022 (USD Million)
• TABLE 43 Cardiotoxicity market, 2023 - 2032 (USD Million)
• TABLE 44 Others market, 2018 - 2022 (USD Million)
• TABLE 45 Others market, 2023 - 2032 (USD Million)
• TABLE 46 Pharmaceutical and biotechnology companies' market, 2018 - 2022 (USD Million)
• TABLE 47 Pharmaceutical and biotechnology companies' market, 2023 - 2032 (USD Million)
• TABLE 48 Chemical and cosmetics market, 2018 - 2022 (USD Million)
• TABLE 49 Chemical and cosmetics market, 2023 - 2032 (USD Million)
• TABLE 50 Contract research organizations market, 2018 - 2022 (USD Million)
• TABLE 51 Contract research organizations market, 2023 - 2032 (USD Million)
• TABLE 52 Others market, 2018 - 2022 (USD Million)
• TABLE 53 Others market, 2023 - 2032 (USD Million)
• TABLE 54 North America AI in predictive toxicology market, 2018 - 2022 (USD Million)
• TABLE 55 North America AI in predictive toxicology market, 2023 - 2032 (USD Million)
• TABLE 56 North America AI in predictive toxicology market, by component, 2018 - 2022 (USD Million)
• TABLE 57 North America AI in predictive toxicology market, by component, 2023 - 2032, (USD Million)
• TABLE 58 North America AI in predictive toxicology market, by technology, 2018 - 2022, (USD Million)
• TABLE 59 North America AI in predictive toxicology market, by technology, 2023 - 2032, (USD Million)
• TABLE 60 North America AI in predictive toxicology market, by toxicity endpoints, 2018 - 2022, (USD Million)
• TABLE 61 North America AI in predictive toxicology market, by toxicity endpoints, 2023 - 2032, (USD Million)
• TABLE 62 North America AI in predictive toxicology market, by end-user, 2018 - 2022, (USD Million)
• TABLE 63 North America AI in predictive toxicology market, by end-user, 2023 - 2032, (USD Million)
• TABLE 64 U.S. AI in predictive toxicology market, 2018 - 2022 (USD Million)
• TABLE 65 U.S. AI in predictive toxicology market, 2023 - 2032 (USD Million)
• TABLE 66 U.S. AI in predictive toxicology market, by component, 2018 - 2022 (USD Million)
• TABLE 67 U.S. AI in predictive toxicology market, by component, 2023 - 2032, (USD Million)
• TABLE 68 U.S. AI in predictive toxicology market, by technology, 2018 - 2022, (USD Million)
• TABLE 69 U.S. AI in predictive toxicology market, by technology, 2023 - 2032, (USD Million)
• TABLE 70 U.S. AI in predictive toxicology market, by toxicity endpoints, 2018 - 2022, (USD Million)
• TABLE 71 U.S. AI in predictive toxicology market, by toxicity endpoints, 2023 - 2032, (USD Million)
• TABLE 72 U.S. AI in predictive toxicology market, by end-user, 2018 - 2022, (USD Million)
• TABLE 73 U.S. AI in predictive toxicology market, by end-user, 2023 - 2032, (USD Million)
• TABLE 74 Canada AI in predictive toxicology market, 2018 - 2022 (USD Million)
• TABLE 75 Canada AI in predictive toxicology market, 2023 - 2032 (USD Million)
• TABLE 76 Canada AI in predictive toxicology market, by component, 2018 - 2022 (USD Million)
• TABLE 77 Canada AI in predictive toxicology market, by component, 2023 - 2032, (USD Million)
• TABLE 78 Canada AI in predictive toxicology market, by technology, 2018 - 2022, (USD Million)
• TABLE 79 Canada AI in predictive toxicology market, by technology, 2023 - 2032, (USD Million)
• TABLE 80 Canada AI in predictive toxicology market, by toxicity endpoints, 2018 - 2022, (USD Million)
• TABLE 81 Canada AI in predictive toxicology market, by toxicity endpoints, 2023 - 2032, (USD Million)
• TABLE 82 Canada AI in predictive toxicology market, by end-user, 2018 - 2022, (USD Million)
• TABLE 83 Canada AI in predictive toxicology market, by end-user, 2023 - 2032, (USD Million)
• TABLE 84 Europe AI in predictive toxicology market, 2018 - 2022 (USD Million)
• TABLE 85 Europe AI in predictive toxicology market, 2023 - 2032 (USD Million)
• TABLE 86 Europe AI in predictive toxicology market, by component, 2018 - 2022 (USD Million)
• TABLE 87 Europe AI in predictive toxicology market, by component, 2023 - 2032, (USD Million)
• TABLE 88 Europe AI in predictive toxicology market, by technology, 2018 - 2022, (USD Million)
• TABLE 89 Europe AI in predictive toxicology market, by technology, 2023 - 2032, (USD Million)
• TABLE 90 Europe AI in predictive toxicology market, by toxicity endpoints, 2018 - 2022, (USD Million)
• TABLE 91 Europe AI in predictive toxicology market, by toxicity endpoints, 2023 - 2032, (USD Million)
• TABLE 92 Europe AI in predictive toxicology market, by end-user, 2018 - 2022, (USD Million)
• TABLE 93 Europe AI in predictive toxicology market, by end-user, 2023 - 2032, (USD Million)
• TABLE 94 UK AI in predictive toxicology market, 2018 - 2022 (USD Million)
• TABLE 95 UK AI in predictive toxicology market, 2023 - 2032 (USD Million)
• TABLE 96 UK AI in predictive toxicology market, by component, 2018 - 2022 (USD Million)
• TABLE 97 UK AI in predictive toxicology market, by component, 2023 - 2032, (USD Million)
• TABLE 98 UK AI in predictive toxicology market, by technology, 2018 - 2022, (USD Million)
• TABLE 99 UK AI in predictive toxicology market, by technology, 2023 - 2032, (USD Million)
• TABLE 100 UK AI in predictive toxicology market, by toxicity endpoints, 2018 - 2022, (USD Million)
• TABLE 101 UK AI in predictive toxicology market, by toxicity endpoints, 2023 - 2032, (USD Million)
• TABLE 102 UK AI in predictive toxicology market, by end-user, 2018 - 2022, (USD Million)
• TABLE 103 UK AI in predictive toxicology market, by end-user, 2023 - 2032, (USD Million)
• TABLE 104 Germany AI in predictive toxicology market, 2018 - 2022 (USD Million)
• TABLE 105 Germany AI in predictive toxicology market, 2023 - 2032 (USD Million)
• TABLE 106 Germany AI in predictive toxicology market, by component, 2018 - 2022 (USD Million)
• TABLE 107 Germany AI in predictive toxicology market, by component, 2023 - 2032, (USD Million)
• TABLE 108 Germany AI in predictive toxicology market, by technology, 2018 - 2022, (USD Million)
• TABLE 109 Germany AI in predictive toxicology market, by technology, 2023 - 2032, (USD Million)
• TABLE 110 Germany AI in predictive toxicology market, by toxicity endpoints, 2018 - 2022, (USD Million)
• TABLE 111 Germany AI in predictive toxicology market, by toxicity endpoints, 2023 - 2032, (USD Million)
• TABLE 112 Germany AI in predictive toxicology market, by end-user, 2018 - 2022, (USD Million)
• TABLE 113 Germany AI in predictive toxicology market, by end-user, 2023 - 2032, (USD Million)
• TABLE 114 France AI in predictive toxicology market, 2018 - 2022 (USD Million)
• TABLE 115 France AI in predictive toxicology market, 2023 - 2032 (USD Million)
• TABLE 116 France AI in predictive toxicology market, by component, 2018 - 2022 (USD Million)
• TABLE 117 France AI in predictive toxicology market, by component, 2023 - 2032, (USD Million)
• TABLE 118 France AI in predictive toxicology market, by technology, 2018 - 2022, (USD Million)
• TABLE 119 France AI in predictive toxicology market, by technology, 2023 - 2032, (USD Million)
• TABLE 120 France AI in predictive toxicology market, by toxicity endpoints, 2018 - 2022, (USD Million)
• TABLE 121 France AI in predictive toxicology market, by toxicity endpoints, 2023 - 2032, (USD Million)
• TABLE 122 France AI in predictive toxicology market, by end-user, 2018 - 2022, (USD Million)
• TABLE 123 France AI in predictive toxicology market, by end-user, 2023 - 2032, (USD Million)
• TABLE 124 Italy AI in predictive toxicology market, 2018 - 2022 (USD Million)
• TABLE 125 Italy AI in predictive toxicology market, 2023 - 2032 (USD Million)
• TABLE 126 Italy AI in predictive toxicology market, by component, 2018 - 2022 (USD Million)
• TABLE 127 Italy AI in predictive toxicology market, by component, 2023 - 2032, (USD Million)
• TABLE 128 Italy AI in predictive toxicology market, by technology, 2018 - 2022, (USD Million)
• TABLE 129 Italy AI in predictive toxicology market, by technology, 2023 - 2032, (USD Million)
• TABLE 130 Italy AI in predictive toxicology market, by toxicity endpoints, 2018 - 2022, (USD Million)
• TABLE 131 Italy AI in predictive toxicology market, by toxicity endpoints, 2023 - 2032, (USD Million)
• TABLE 132 Italy AI in predictive toxicology market, by end-user, 2018 - 2022, (USD Million)
• TABLE 133 Italy AI in predictive toxicology market, by end-user, 2023 - 2032, (USD Million)
• TABLE 134 Spain AI in predictive toxicology market, 2018 - 2022 (USD Million)
• TABLE 135 Spain AI in predictive toxicology market, 2023 - 2032 (USD Million)
• TABLE 136 Spain AI in predictive toxicology market, by component, 2018 - 2022 (USD Million)
• TABLE 137 Spain AI in predictive toxicology market, by component, 2023 - 2032, (USD Million)
• TABLE 138 Spain AI in predictive toxicology market, by technology, 2018 - 2022, (USD Million)
• TABLE 139 Spain AI in predictive toxicology market, by technology, 2023 - 2032, (USD Million)
• TABLE 140 Spain AI in predictive toxicology market, by toxicity endpoints, 2018 - 2022, (USD Million)
• TABLE 141 Spain AI in predictive toxicology market, by toxicity endpoints, 2023 - 2032, (USD Million)
• TABLE 142 Spain AI in predictive toxicology market, by end-user, 2018 - 2022, (USD Million)
• TABLE 143 Spain AI in predictive toxicology market, by end-user, 2023 - 2032, (USD Million)
• TABLE 144 Russia AI in predictive toxicology market, 2018 - 2022 (USD Million)
• TABLE 145 Russia AI in predictive toxicology market, 2023 - 2032 (USD Million)
• TABLE 146 Russia AI in predictive toxicology market, by component, 2018 - 2022 (USD Million)
• TABLE 147 Russia AI in predictive toxicology market, by component, 2023 - 2032, (USD Million)
• TABLE 148 Russia AI in predictive toxicology market, by technology, 2018 - 2022, (USD Million)
• TABLE 149 Russia AI in predictive toxicology market, by technology, 2023 - 2032, (USD Million)
• TABLE 150 Russia AI in predictive toxicology market, by toxicity endpoints, 2018 - 2022, (USD Million)
• TABLE 151 Russia AI in predictive toxicology market, by toxicity endpoints, 2023 - 2032, (USD Million)
• TABLE 152 Russia AI in predictive toxicology market, by end-user, 2018 - 2022, (USD Million)
• TABLE 153 Russia AI in predictive toxicology market, by end-user, 2023 - 2032, (USD Million)
• TABLE 154 Nordics AI in predictive toxicology market, 2018 - 2022 (USD Million)
• TABLE 155 Nordics AI in predictive toxicology market, 2023 - 2032 (USD Million)
• TABLE 156 Nordics AI in predictive toxicology market, by component, 2018 - 2022 (USD Million)
• TABLE 157 Nordics AI in predictive toxicology market, by component, 2023 - 2032, (USD Million)
• TABLE 158 Nordics AI in predictive toxicology market, by technology, 2018 - 2022, (USD Million)
• TABLE 159 Nordics AI in predictive toxicology market, by technology, 2023 - 2032, (USD Million)
• TABLE 160 Nordics AI in predictive toxicology market, by toxicity endpoints, 2018 - 2022, (USD Million)
• TABLE 161 Nordics AI in predictive toxicology market, by toxicity endpoints, 2023 - 2032, (USD Million)
• TABLE 162 Nordics AI in predictive toxicology market, by end-user, 2018 - 2022, (USD Million)
• TABLE 163 Nordics AI in predictive toxicology market, by end-user, 2023 - 2032, (USD Million)
• TABLE 164 Asia Pacific AI in predictive toxicology market, 2018 - 2022 (USD Million)
• TABLE 165 Asia Pacific AI in predictive toxicology market, 2023 - 2032 (USD Million)
• TABLE 166 Asia Pacific AI in predictive toxicology market, by component, 2018 - 2022 (USD Million)
• TABLE 167 Asia Pacific AI in predictive toxicology market, by component, 2023 - 2032, (USD Million)
• TABLE 168 Asia Pacific AI in predictive toxicology market, by technology, 2018 - 2022, (USD Million)
• TABLE 169 Asia Pacific AI in predictive toxicology market, by technology, 2023 - 2032, (USD Million)
• TABLE 170 Asia Pacific AI in predictive toxicology market, by toxicity endpoints, 2018 - 2022, (USD Million)
• TABLE 171 Asia Pacific AI in predictive toxicology market, by toxicity endpoints, 2023 - 2032, (USD Million)
• TABLE 172 Asia Pacific AI in predictive toxicology market, by end-user, 2018 - 2022, (USD Million)
• TABLE 173 Asia Pacific AI in predictive toxicology market, by end-user, 2023 - 2032, (USD Million)
• TABLE 174 China AI in predictive toxicology market, 2018 - 2022 (USD Million)
• TABLE 175 China AI in predictive toxicology market, 2023 - 2032 (USD Million)
• TABLE 176 China AI in predictive toxicology market, by component, 2018 - 2022 (USD Million)
• TABLE 177 China AI in predictive toxicology market, by component, 2023 - 2032, (USD Million)
• TABLE 178 China AI in predictive toxicology market, by technology, 2018 - 2022, (USD Million)
• TABLE 179 China AI in predictive toxicology market, by technology, 2023 - 2032, (USD Million)
• TABLE 180 China AI in predictive toxicology market, by toxicity endpoints, 2018 - 2022, (USD Million)
• TABLE 181 China AI in predictive toxicology market, by toxicity endpoints, 2023 - 2032, (USD Million)
• TABLE 182 China AI in predictive toxicology market, by end-user, 2018 - 2022, (USD Million)
• TABLE 183 China AI in predictive toxicology market, by end-user, 2023 - 2032, (USD Million)
• TABLE 184 Japan AI in predictive toxicology market, 2018 - 2022 (USD Million)
• TABLE 185 Japan AI in predictive toxicology market, 2023 - 2032 (USD Million)
• TABLE 186 Japan AI in predictive toxicology market, by component, 2018 - 2022 (USD Million)
• TABLE 187 Japan AI in predictive toxicology market, by component, 2023 - 2032, (USD Million)
• TABLE 188 Japan AI in predictive toxicology market, by technology, 2018 - 2022, (USD Million)
• TABLE 189 Japan AI in predictive toxicology market, by technology, 2023 - 2032, (USD Million)
• TABLE 190 Japan AI in predictive toxicology market, by toxicity endpoints, 2018 - 2022, (USD Million)
• TABLE 191 Japan AI in predictive toxicology market, by toxicity endpoints, 2023 - 2032, (USD Million)
• TABLE 192 Japan AI in predictive toxicology market, by end-user, 2018 - 2022, (USD Million)
• TABLE 193 Japan AI in predictive toxicology market, by end-user, 2023 - 2032, (USD Million)
• TABLE 194 India AI in predictive toxicology market, 2018 - 2022 (USD Million)
• TABLE 195 India AI in predictive toxicology market, 2023 - 2032 (USD Million)
• TABLE 196 India AI in predictive toxicology market, by component, 2018 - 2022 (USD Million)
• TABLE 197 India AI in predictive toxicology market, by component, 2023 - 2032, (USD Million)
• TABLE 198 India AI in predictive toxicology market, by technology, 2018 - 2022, (USD Million)
• TABLE 199 India AI in predictive toxicology market, by technology, 2023 - 2032, (USD Million)
• TABLE 200 India AI in predictive toxicology market, by toxicity endpoints, 2018 - 2022, (USD Million)
• TABLE 201 India AI in predictive toxicology market, by toxicity endpoints, 2023 - 2032, (USD Million)
• TABLE 202 India AI in predictive toxicology market, by end-user, 2018 - 2022, (USD Million)
• TABLE 203 India AI in predictive toxicology market, by end-user, 2023 - 2032, (USD Million)
• TABLE 204 South Korea AI in predictive toxicology market, 2018 - 2022 (USD Million)
• TABLE 205 South Korea AI in predictive toxicology market, 2023 - 2032 (USD Million)
• TABLE 206 South Korea AI in predictive toxicology market, by component, 2018 - 2022 (USD Million)
• TABLE 207 South Korea AI in predictive toxicology market, by component, 2023 - 2032, (USD Million)
• TABLE 208 South Korea AI in predictive toxicology market, by technology, 2018 - 2022, (USD Million)
• TABLE 209 South Korea AI in predictive toxicology market, by technology, 2023 - 2032, (USD Million)
• TABLE 210 South Korea AI in predictive toxicology market, by toxicity endpoints, 2018 - 2022, (USD Million)
• TABLE 211 South Korea AI in predictive toxicology market, by toxicity endpoints, 2023 - 2032, (USD Million)
• TABLE 212 South Korea AI in predictive toxicology market, by end-user, 2018 - 2022, (USD Million)
• TABLE 213 South Korea AI in predictive toxicology market, by end-user, 2023 - 2032, (USD Million)
• TABLE 214 ANZ AI in predictive toxicology market, 2018 - 2022 (USD Million)
• TABLE 215 ANZ AI in predictive toxicology market, 2023 - 2032 (USD Million)
• TABLE 216 ANZ AI in predictive toxicology market, by component, 2018 - 2022 (USD Million)
• TABLE 217 ANZ AI in predictive toxicology market, by component, 2023 - 2032, (USD Million)
• TABLE 218 ANZ AI in predictive toxicology market, by technology, 2018 - 2022, (USD Million)
• TABLE 219 ANZ AI in predictive toxicology market, by technology, 2023 - 2032, (USD Million)
• TABLE 220 ANZ AI in predictive toxicology market, by toxicity endpoints, 2018 - 2022, (USD Million)
• TABLE 221 ANZ AI in predictive toxicology market, by toxicity endpoints, 2023 - 2032, (USD Million)
• TABLE 222 ANZ AI in predictive toxicology market, by end-user, 2018 - 2022, (USD Million)
• TABLE 223 ANZ AI in predictive toxicology market, by end-user, 2023 - 2032, (USD Million)
• TABLE 224 Southeast Asia AI in predictive toxicology market, 2018 - 2022 (USD Million)
• TABLE 225 Southeast Asia AI in predictive toxicology market, 2023 - 2032 (USD Million)
• TABLE 226 Southeast Asia AI in predictive toxicology market, by component, 2018 - 2022 (USD Million)
• TABLE 227 Southeast Asia AI in predictive toxicology market, by component, 2023 - 2032, (USD Million)
• TABLE 228 Southeast Asia AI in predictive toxicology market, by technology, 2018 - 2022, (USD Million)
• TABLE 229 Southeast Asia AI in predictive toxicology market, by technology, 2023 - 2032, (USD Million)
• TABLE 230 Southeast Asia AI in predictive toxicology market, by toxicity endpoints, 2018 - 2022, (USD Million)
• TABLE 231 Southeast Asia AI in predictive toxicology market, by toxicity endpoints, 2023 - 2032, (USD Million)
• TABLE 232 Southeast Asia AI in predictive toxicology market, by end-user, 2018 - 2022, (USD Million)
• TABLE 233 Southeast Asia AI in predictive toxicology market, by end-user, 2023 - 2032, (USD Million)
• TABLE 234 Latin America AI in predictive toxicology market, 2018 - 2022 (USD Million)
• TABLE 235 Latin America AI in predictive toxicology market, 2023 - 2032 (USD Million)
• TABLE 236 Latin America AI in predictive toxicology market, by component, 2018 - 2022 (USD Million)
• TABLE 237 Latin America AI in predictive toxicology market, by component, 2023 - 2032 (USD Million)
• TABLE 238 Latin America AI in predictive toxicology market, by technology, 2018 - 2022 (USD Million)
• TABLE 239 Latin America AI in predictive toxicology market, by technology, 2023 - 2032 (USD Million)
• TABLE 240 Latin America AI in predictive toxicology market, by toxicity endpoints, 2018 - 2022, (USD Million)
• TABLE 241 Latin America AI in predictive toxicology market, by toxicity endpoints, 2023 - 2032, (USD Million)
• TABLE 242 Latin America AI in predictive toxicology market, by end-user, 2018 - 2022, (USD Million)
• TABLE 243 Latin America AI in predictive toxicology market, by end-user, 2023 - 2032, (USD Million)
• TABLE 244 Brazil AI in predictive toxicology market, 2018 - 2022 (USD Million)
• TABLE 245 Brazil AI in predictive toxicology market, 2023 - 2032 (USD Million)
• TABLE 246 Brazil AI in predictive toxicology market, by component, 2018 - 2022 (USD Million)
• TABLE 247 Brazil AI in predictive toxicology market, by component, 2023 - 2032 (USD Million)
• TABLE 248 Brazil AI in predictive toxicology market, by technology, 2018 - 2022 (USD Million)
• TABLE 249 Brazil AI in predictive toxicology market, by technology, 2023 - 2032 (USD Million)
• TABLE 250 Brazil AI in predictive toxicology market, by toxicity endpoints, 2018 - 2022, (USD Million)
• TABLE 251 Brazil AI in predictive toxicology market, by toxicity endpoints, 2023 - 2032, (USD Million)
• TABLE 252 Brazil AI in predictive toxicology market, by end-user, 2018 - 2022, (USD Million)
• TABLE 253 Brazil AI in predictive toxicology market, by end-user, 2023 - 2032, (USD Million)
• TABLE 254 Mexico AI in predictive toxicology market, 2018 - 2022 (USD Million)
• TABLE 255 Mexico AI in predictive toxicology market, 2023 - 2032 (USD Million)
• TABLE 256 Mexico AI in predictive toxicology market, by component, 2018 - 2022 (USD Million)
• TABLE 257 Mexico AI in predictive toxicology market, by component, 2023 - 2032 (USD Million)
• TABLE 258 Mexico AI in predictive toxicology market, by technology, 2018 - 2022 (USD Million)
• TABLE 259 Mexico AI in predictive toxicology market, by technology, 2023 - 2032 (USD Million)
• TABLE 260 Mexico AI in predictive toxicology market, by toxicity endpoints, 2018 - 2022, (USD Million)
• TABLE 261 Mexico AI in predictive toxicology market, by toxicity endpoints, 2023 - 2032, (USD Million)
• TABLE 262 Mexico AI in predictive toxicology market, by end-user, 2018 - 2022, (USD Million)
• TABLE 263 Mexico AI in predictive toxicology market, by end-user, 2023 - 2032, (USD Million)
• TABLE 264 Argentina AI in predictive toxicology market, 2018 - 2022 (USD Million)
• TABLE 265 Argentina AI in predictive toxicology market, 2023 - 2032 (USD Million)
• TABLE 266 Argentina AI in predictive toxicology market, by component, 2018 - 2022 (USD Million)
• TABLE 267 Argentina AI in predictive toxicology market, by component, 2023 - 2032, (USD Million)
• TABLE 268 Argentina AI in predictive toxicology market, by technology, 2018 - 2022, (USD Million)
• TABLE 269 Argentina AI in predictive toxicology market, by technology, 2023 - 2032, (USD Million)
• TABLE 270 Argentina AI in predictive toxicology market, by toxicity endpoints, 2018 - 2022, (USD Million)
• TABLE 271 Argentina AI in predictive toxicology market, by toxicity endpoints, 2023 - 2032, (USD Million)
• TABLE 272 Argentina AI in predictive toxicology market, by end-user, 2018 - 2022, (USD Million)
• TABLE 273 Argentina AI in predictive toxicology market, by end-user, 2023 - 2032, (USD Million)
• TABLE 274 MEA AI in predictive toxicology market, 2018 - 2022 (USD Million)
• TABLE 275 MEA AI in predictive toxicology market, 2023 - 2032 (USD Million)
• TABLE 276 MEA AI in predictive toxicology market, by component, 2018 - 2022 (USD Million)
• TABLE 277 MEA AI in predictive toxicology market, by component, 2023 - 2032 (USD Million)
• TABLE 278 MEA AI in predictive toxicology market, by technology, 2018 - 2022 (USD Million)
• TABLE 279 MEA AI in predictive toxicology market, by technology, 2023 - 2032 (USD Million)
• TABLE 280 MEA AI in predictive toxicology market, by toxicity endpoints, 2018 - 2022, (USD Million)
• TABLE 281 MEA AI in predictive toxicology market, by toxicity endpoints, 2023 - 2032, (USD Million)
• TABLE 282 MEA AI in predictive toxicology market, by end-user, 2018 - 2022, (USD Million)
• TABLE 283 MEA AI in predictive toxicology market, by end-user, 2023 - 2032, (USD Million)
• TABLE 284 South Africa AI in predictive toxicology market, 2018 - 2022 (USD Million)
• TABLE 285 South Africa AI in predictive toxicology market, 2023 - 2032 (USD Million)
• TABLE 286 South Africa AI in predictive toxicology market, by component, 2018 - 2022 (USD Million)
• TABLE 287 South Africa AI in predictive toxicology market, by component, 2023 - 2032 (USD Million)
• TABLE 288 South Africa AI in predictive toxicology market, by technology, 2018 - 2022 (USD Million)
• TABLE 289 South Africa AI in predictive toxicology market, by technology, 2023 - 2032 (USD Million)
• TABLE 290 South Africa AI in predictive toxicology market, by toxicity endpoints, 2018 - 2022, (USD Million)
• TABLE 291 South Africa AI in predictive toxicology market, by toxicity endpoints, 2023 - 2032, (USD Million)
• TABLE 292 South Africa AI in predictive toxicology market, by end-user, 2018 - 2022, (USD Million)
• TABLE 293 South Africa AI in predictive toxicology market, by end-user, 2023 - 2032, (USD Million)
• TABLE 294 Saudi Arabia AI in predictive toxicology market, 2018 - 2022 (USD Million)
• TABLE 295 Saudi Arabia AI in predictive toxicology market, 2023 - 2032 (USD Million)
• TABLE 296 Saudi Arabia AI in predictive toxicology market, by component, 2018 - 2022 (USD Million)
• TABLE 297 Saudi Arabia AI in predictive toxicology market, by component, 2023 - 2032 (USD Million)
• TABLE 298 Saudi Arabia AI in predictive toxicology market, by technology, 2018 - 2022 (USD Million)
• TABLE 299 Saudi Arabia AI in predictive toxicology market, by technology, 2023 - 2032 (USD Million)
• TABLE 300 Saudi Arabia AI in predictive toxicology market, by toxicity endpoints, 2018 - 2022, (USD Million)
• TABLE 301 Saudi Arabia AI in predictive toxicology market, by toxicity endpoints, 2023 - 2032, (USD Million)
• TABLE 302 Saudi Arabia AI in predictive toxicology market, by end-user, 2018 - 2022, (USD Million)
• TABLE 303 Saudi Arabia AI in predictive toxicology market, by end-user, 2023 - 2032, (USD Million)
• TABLE 304 UAE AI in predictive toxicology market, 2018 - 2022 (USD Million)
• TABLE 305 UAE AI in predictive toxicology market, 2023 - 2032 (USD Million)
• TABLE 306 UAE AI in predictive toxicology market, by component, 2018 - 2022 (USD Million)
• TABLE 307 UAE AI in predictive toxicology market, by component, 2023 - 2032 (USD Million)
• TABLE 308 UAE AI in predictive toxicology market, by technology, 2018 - 2022 (USD Million)
• TABLE 309 UAE AI in predictive toxicology market, by technology, 2023 - 2032 (USD Million)
• TABLE 310 UAE AI in predictive toxicology market, by toxicity endpoints, 2018 - 2022, (USD Million)
• TABLE 311 UAE AI in predictive toxicology market, by toxicity endpoints, 2023 - 2032, (USD Million)
• TABLE 312 UAE AI in predictive toxicology market, by end-user, 2018 - 2022, (USD Million)
• TABLE 313 UAE AI in predictive toxicology market, by end-user, 2023 - 2032, (USD Million)

Charts & Figures

• FIG 1 GMI's report coverage in the global AI in predictive toxicology market size
• FIG 2 Industry segmentation
• FIG 3 Forecast calculation.
• FIG 4 Profile break-up of primary respondents
• FIG 5 AI in predictive toxicology market 360 degree synopsis, 2018 - 2032
• FIG 6 AI in predictive toxicology industry ecosystem analysis
• FIG 7 Profit margin analysis
• FIG 8 Growth potential analysis
• FIG 9 Porter's analysis
• FIG 10 PESTEL analysis
• FIG 11 Competitive analysis of major market players, 2022
• FIG 12 Competitive positioning matrix
• FIG 13 Strategic outlook matrix
• FIG 14 AI in predictive toxicology market, by component 2022 & 2032
• FIG 15 AI in predictive toxicology market, by technology 2022 & 2032
• FIG 16 AI in predictive toxicology market, by toxicity endpoints 2022 & 2032
• FIG 17 AI in predictive toxicology market, by end-user 2022 & 2032
• FIG 18 SWOT Analysis Arctoris
• FIG 19 SWOT Analysis Atomwise
• FIG 20 SWOT Analysis BenevolentAI
• FIG 21 SWOT Analysis Berg Health
• FIG 22 SWOT Analysis Biovista
• FIG 23 SWOT Analysis Celsius Therapeutics
• FIG 24 SWOT Analysis Chemaxon Ltd.
• FIG 25 SWOT Analysis Cyclica
• FIG 26 SWOT Analysis Exscientia
• FIG 27 SWOT Analysis Insilico Biotechnology AG
• FIG 28 SWOT Analysis Insilico Medicine
• FIG 29 SWOT Analysis Instem
• FIG 30 SWOT Analysis Lhasa Limited
• FIG 31 SWOT Analysis Nuritas
• FIG 32 SWOT Analysis Optibrium Ltd.
• FIG 33 SWOT Analysis Recursion Pharmaceuticals
• FIG 34 SWOT Analysis Simulations Plus, Inc.