預測毒理學中的人工智慧市場規模—按技術（機器學習、自然語言處理、電腦視覺）、毒性終點（基因毒性、肝毒性、神經毒性、心臟毒性）、組件、最終用戶和全球預測，2023 -2032 年

由於全球對高效藥物開發方法的需求不斷成長，預測毒理學中的人工智慧市場規模預計從 2023 年到 2032 年將以超過 29.5% 的CAGR擴大。考慮到製藥業尋求加速藥物發現和開發過程的創新方法，人工智慧已成為一種變革性工具。人工智慧驅動的預測毒理學模型能夠及早識別潛在毒性，從而簡化決策並減少耗時且昂貴的實驗測試的需要。

此外，不斷成長的道德考慮以及盡量減少動物實驗的監管壓力迫使多個行業採用替代方法。例如，印度政府授權修訂《新藥和臨床試驗規則》（2023 年），以消除在研究（特別是藥物測試）中使用動物。這種向永續研發方法的零殘忍和人道實踐的轉變將促進產業成長。

預測毒理學產業中的人工智慧分為成分、技術、毒性終點、最終用戶和區域。

根據組成部分，服務領域的市場佔有率在2022 年產生了可觀的收入，預計到2032 年將實現可觀的成長。人工智慧驅動的服務在預測毒理學中至關重要，因為它們為製藥和化學行業提供了對潛在毒性問題的寶貴見解。藥物開發和產品測試。此外，對準確、高效的毒理學預測的需求不斷成長，對基於人工智慧的服務的需求激增，以增強決策和監管合規性。

就最終用戶而言，預計化學和化妝品領域的人工智慧預測毒理學市場將在2023 年至2032 年實現強勁成長。這可歸因於化學和化妝品行業對安全評估和監管合規性的重視程度不斷提高。基於人工智慧的預測毒理學解決方案為潛在風險和成分毒性提供了寶貴的見解。對化學配方和化妝品中準確毒性預測的需求不斷成長也可能推動該領域的擴張。

從地區來看，亞太地區預測毒理學產業的人工智慧預計將在2023 年至2032 年間呈現顯著的成長速度。這歸因於製藥和生物技術產業的不斷擴大，以及該地區對人工智慧技術投資的增加。隨著監管機構強調安全評估，人工智慧應用被廣泛部署，為毒性測試提供高效、準確的預測模型。此外，產業參與者與研究機構之間不斷加強的合作也將加速區域產業擴張。

目錄

第 1 章：方法與範圍

第 2 章：執行摘要

第 3 章：預測毒理學中的人工智慧產業洞察

• 對 COVID-19 的影響
• 產業生態系統分析
• 供應商矩陣
• 利潤率分析
• 技術創新格局
• 專利分析
• 重要新聞和舉措
• 監管環境
• 衝擊力
  • 成長動力
    • 對製藥人工智慧新創公司的投資不斷增加
    • 對高效藥物開發的需求增加
    • 人工智慧技術的進步
    • 對有效篩選化合物的需求日益成長
    • 對化學品安全的擔憂日益加劇
  • 產業陷阱與挑戰
    • 資料不足或品質不佳會影響預測模型的準確性
    • 人工智慧模型整合的複雜性
• 成長潛力分析
• 波特的分析
• PESTEL分析

第 4 章：競爭格局

• 介紹
• 公司市佔率
• 主要市場參與者的競爭分析
  • Benevolent AI
  • Chemaxon Ltd.
  • Exscientia PLC
  • Insilico Medicine
  • Instem plc
  • Lhasa Limited
  • Recursion Pharmaceuticals
• 競爭定位矩陣
• 戰略展望矩陣

第 5 章：預測毒理學中的人工智慧市場估計和預測：按組成部分

• 主要動向：按組件
• 解決方案
• 服務

第 6 章：預測毒理學中的人工智慧市場估計和預測：按技術分類

• 主要動力向：靠技術
• 機器學習
• 自然語言處理
• 電腦視覺
• 其他

第 7 章：預測毒理學市場中的人工智慧估計和預測：按毒性端點

• 主要動向：按毒性終點
• 遺傳毒性
• 肝毒性
• 神經毒性
• 心臟毒性
• 其他

第 8 章：預測毒理學中的人工智慧市場估計和預測：按最終用戶

• 主要動向：由最終用戶
• 製藥和生物技術公司
• 化學和化妝品
• 合約研究組織
• 其他

第 9 章：預測毒理學中的人工智慧市場估計和預測：按地區

• 主要動向：按地區
• 北美洲
  • 美國
  • 加拿大
• 歐洲
  • 英國
  • 德國
  • 法國
  • 義大利
  • 西班牙
  • 俄羅斯
  • 北歐人
• 亞太地區
  • 中國
  • 印度
  • 日本
  • 韓國
  • 澳新銀行
  • 東南亞
• 拉丁美洲
  • 巴西
  • 墨西哥
  • 阿根廷
• MEA
  • 南非
  • 沙烏地阿拉伯
  • 阿拉伯聯合大公國

第 10 章：公司簡介

• 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.