Artificial intelligence (AI) has become a pivotal tool for medical image analysis, significantly enhancing drug discovery through improved diagnostics, staging, prognostication, and response assessment. At a high level, AI-driven image analysis enables the quantification and synthesis of previously qualitative imaging characteristics, facilitating the identification of novel disease-specific biomarkers, patient risk stratification, prognostication, and adverse event prediction. In addition, AI can assist in response assessment by capturing changes in imaging "phenotype" over time, allowing for optimized treatment plans based on real-time analysis. Integrating this emerging technology into drug discovery pipelines has the potential to accelerate the identification and development of new pharmaceuticals by assisting in target identification and patient selection, as well as reducing the incidence, and therefore cost, of failed trials through high-throughput, reproducible, and data-driven insights. Continued progress in AI applications will shape the future of medical imaging, ultimately fostering more efficient, accurate, and tailored drug discovery processes. Herein, we offer a comprehensive overview of how AI enhances medical imaging to inform drug development and therapeutic strategies., Competing Interests: Declaration of competing interest The authors declare the following financial interests/personal relationships which may be considered as potential competing interests: Nicolas Aide reports a relationship with Siemens Molecular Imaging that includes: funding grants. Michael A. Postow reports a consulting or advisory role from Bristol-Myers Squibb; Cancer Expert Now; Chugai Pharma; Eisai; Erasca, Inc; Intellisphere; Merck; MJH Associates; Nektar; Novartis; Pfizer; and WebMD and research funding from Array BioPharma (Inst); Bristol-Myers Squibb (Inst); Infinity Pharmaceuticals (Inst); Merck (Inst); Novartis (Inst); and Rgenix (Inst). Stephane Champiat: Honoraria: Amgen, Astellas, AstraZeneca, Bristol Myers Squibb, Eisai, Genmab, Janssen, Merck, Novartis and Roche. Principal Investigator of Clinical Trials for: Abbvie, Amgen, Boehringer Ingelheim, Cytovation, Eisai, Imcheck Therapeutics, Immunocore, Molecular Partners Ag, Merck, Ose Pharma, Pierre Fabre, Replimune, Sanofi Aventis, Seagen, Sotio A.S, Transgene. Advisory Board/Consulting: Alderaan Biotechnology, Amgen, AstraZeneca, Avacta, BioNTech, Celanese, Domain Therapeutics, Ellipses Pharma, Genmab, Immunicom, Inc., Nanobiotix, Nextcure, Oncovita, Pierre Fabre, Seagen, Tatum Bioscience, Tollys SAS, UltraHuman8. Travel and congress: Amgen, AstraZeneca, Bristol Myers Squibb, Merck, Ose Pharma, Roche, Sotio. As part of the Drug Development Department (DITEP): Principal/sub-Investigator of Clinical Trials for Abbvie, Adaptimmune, Adlai Nortye USA Inc, Aduro Biotech, Agios Pharmaceuticals, Amgen, Astex Pharmaceuticals, Astra Zeneca Ab, Aveo, Basilea Pharmaceutica International Ltd, Bayer Healthcare Ag, Bbb Technologies Bv, Beigene, BicycleTx Ltd, Blueprint Medicines, Boehringer Ingelheim, Boston Pharmaceuticals, Bristol Myers Squibb, Ca, Casi Pharmaceuticals, Inc, Celgene Corporation, Cellcentric, Chugai Pharmaceutical Co, Cullinan-Apollo, Curevarc, Daiichi Sankyo, Debiopharm, Eisai, Eisai Limited, Eli Lilly, Exelixis, Faron Pharmaceuticals Ltd, Forma Tharapeutics, Gamamabs, Genentech, Glaxosmithkline, H3 Biomedicine, Hoffmann La Roche Ag, Imcheck Therapeutics, Incyte Corporation, Innate Pharma, Institut De Recherche Pierre Fabre, Iris Servier, Iteos Belgium SA, Janssen Cilag, Janssen Research Foundation, Janssen R&D LLC, Kura Oncology, Kyowa Kirin Pharm. Dev, Lilly France, Loxo Oncology, Medimmune, Menarini Ricerche, Merck Sharp & Dohme Chibret, Merrimack Pharmaceuticals, Merus, Molecular Partners Ag, Nanobiotix, Nektar Therapeutics, Novartis Pharma, Octimet Oncology Nv, Oncoethix, Oncopeptides, Orion Pharma, Genomics, Ose Pharma, Pfizer, Pharma Mar, Pierre Fabre Medicament, Relay Therapeutics, Inc, Roche, Sanofi Aventis, Seattle Genetics, Sotio A.S, Syros Pharmaceuticals, Taiho Pharma, Tesaro, Transgene S.A, Turning Point Therapeutics, Xencor. Research Grants from Astrazeneca, BMS, Boehringer Ingelheim, GSK, INCA, Janssen Cilag, Merck, Pfizer, Roche, Sanofi. Nonfinancial support (drug supplied) from Astrazeneca, BMS, Boehringer Ingelheim, GSK, Medimmune, Merck, NH TherAGuiX, Pfizer, Roche. Laurent Dercle was supported by RSNA Research & Education Foundation, through Canon Medical Systems, USA/RSNA Research Resident Grant. The content is solely the responsibility of the authors and does not necessarily represent the official views of the RSNA R&E Foundation.The other authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper., (Copyright © 2025 Elsevier Inc. All rights reserved.)