# Media Coverage ## A ‘Credit-Score-Like’ Risk Assessment System for Investigative Drugs 6/2/2026 Published in Bio-IT World [A ‘Credit-Score-Like’ Risk Assessment System for Investigative Drugs](/content/media-coverage/a-credit-score-like-risk-assessment-system-for-investigative-drugs/index.html) [A ‘Credit-Score-Like’ Risk Assessment System for Investigative Drugs](https://www.bio-itworld.com/news/2026/06/02/a--credit-score-like--risk-assessment-system-for-investigative-drugs) ## Fail fast is not a cultural problem. It is a capital allocation problem. 4/15/2026 Published in Pharmaphorum [Fail fast is not a cultural problem. It is a capital allocation problem.](/content/media-coverage/fail-fast-is-not-a-cultural-problem-it-is-a-capital-allocation-problem/index.html) [Fail fast is not a cultural problem. It is a capital allocation problem.](https://pharmaphorum.com/digital/fail-fast-not-cultural-problem-it-capital-allocation-problem) ## Spotlight On FDA’s One-Trial Shift Pushing Risk Upstream 3/10/2026 Published in First Word Pharma [Spotlight On FDA’s One-Trial Shift Pushing Risk Upstream](/content/media-coverage/spotlight-on-fdas-one-trial-shift-pushing-risk-upstream/index.html) [Spotlight On FDA’s One-Trial Shift Pushing Risk Upstream](https://firstwordpharma.com/story/7131880) ## Enabling the translational gap with AI 1/26/2026 Posted in Drug Discovery News [Enabling the translational gap with AI](/content/media-coverage/new-tools-and-tougher-economics-will-define-drug-discovery-in-2026/index.html) [Enabling the translational gap with AI](https://www.drugdiscoverynews.com/enabling-the-translational-gap-with-ai-16965) ## How AI-Driven Integration of Data Improves Preclinical Studies, Reduces Drug Trial Failures 1/14/2026 Published in American Journal of Managed Care [How AI-Driven Integration of Data Improves Preclinical Studies, Reduces Drug Trial Failures](/content/media-coverage/how-ai-driven-integration-of-data-improves-preclinical-studies-reduces-drug-trial-failures-jo-varshney-phd-dvm/index.html) [How AI-Driven Integration of Data Improves Preclinical Studies, Reduces Drug Trial Failures](https://www.ajmc.com/view/how-ai-driven-integration-of-data-improves-preclinical-studies-reduces-drug-trial-failures-jo-varshney-phd-dvm) ## How Technology is Moving the Industry Away from Animal Testing: Q&A with Dr. Jo Varshney 11/25/2025 Published in Pharmaceutical Executive [How Technology is Moving the Industry Away from Animal Testing: Q&A with Dr. Jo Varshney](/content/media-coverage/how-technology-is-moving-the-industry-away-from-animal-testing-q-a-with-dr-jo-varshney/index.html) [How Technology is Moving the Industry Away from Animal Testing: Q&A with Dr. Jo Varshney](https://www.pharmexec.com/view/technology-moving-industry-away-animal-testing-jo-varshney) ## A Future Beyond Animal Testing: Why ORIVA Matters and How Computational Models Bridge the Gap 11/14/2025 Published in GEN (Genetic Engineering & Biotechnology News) [A Future Beyond Animal Testing: Why ORIVA Matters and How Computational Models Bridge the Gap](/content/media-coverage/a-future-beyond-animal-testing-why-oriva-matters-and-how-computational-models-bridge-the-gap/index.html) [A Future Beyond Animal Testing: Why ORIVA Matters and How Computational Models Bridge the Gap](https://www.genengnews.com/topics/translational-medicine/a-future-beyond-animal-testing-why-oriva-matters-and-how-computational-models-bridge-the-gap/) ## AI now develops drugs faster than humans. Is that a good thing? 11/4/2025 Published in LAist/AirTalk by NPR [AI now develops drugs faster than humans. Is that a good thing?](/content/media-coverage/ai-now-develops-drugs-faster-than-humans-is-that-a-good-thing/index.html) [AI now develops drugs faster than humans. Is that a good thing?](https://laist.com/shows/airtalk/election-day-check-in-redistricting-and-prop-50#ai-now-develops-drugs-faster-than-humans-is-that-a-good-thing:~:text=a%20good%20thing%3F-,LISTEN,-%E2%80%A2%2014%3A15) ## Can Patients Trust a Drug Designed By AI? 11/4/2025 Published in Technology Networks [Can Patients Trust a Drug Designed By AI?](/content/media-coverage/can-patients-trust-a-drug-designed-by-ai/index.html) [Can Patients Trust a Drug Designed By AI?](https://www.technologynetworks.com/tn/blog/can-patients-trust-a-drug-designed-by-ai-406414) ## How AI Is Transforming Drug Development: Jo Varshney, PhD, DVM 10/31/2025 Published in American Journal of Managed Care [How AI Is Transforming Drug Development: Jo Varshney, PhD, DVM](/content/media-coverage/how-ai-is-transforming-drug-development-jo-varshney-phd-dvm/index.html) [How AI Is Transforming Drug Development: Jo Varshney, PhD, DVM](https://www.ajmc.com/view/how-ai-is-transforming-drug-development-jo-varshney-phd-dvm) ## How Do We Build Trust and Transparency in AI? 10/14/2025 Published in The Medicine Maker [How Do We Build Trust and Transparency in AI?](/content/media-coverage/how-do-we-build-trust-and-transparency-in-ai/index.html) [How Do We Build Trust and Transparency in AI?](https://themedicinemaker.com/issues/2025/articles/october/how-do-we-build-trust-and-transparency-in-ai/) ## AI is reshaping drug discovery - Now it must prove it can be trusted 10/9/2025 Published in Pharmaphorum [AI is reshaping drug discovery - Now it must prove it can be trusted](/content/media-coverage/ai-is-reshaping-drug-discovery---now-it-must-prove-it-can-be-trusted/index.html) [AI is reshaping drug discovery - Now it must prove it can be trusted](https://pharmaphorum.com/digital/ai-reshaping-drug-discovery-now-it-must-prove-it-can-be-trusted) ## From preclinical to clinic faster with mechanistic modeling and AI 9/23/2025 Published in Drug Discovery News [From preclinical to clinic faster with mechanistic modeling and AI](/content/media-coverage/from-preclinical-to-clinic-faster-with-mechanistic-modeling-and-ai/index.html) [From preclinical to clinic faster with mechanistic modeling and AI](https://www.drugdiscoverynews.com/from-preclinical-to-clinic-faster-with-mechanistic-modeling-and-ai-16682) ## Hybrid AI Is Reshaping Drug Development—But Will Transparency Be the Ultimate Proof of Safety? 8/20/2025 Published in Marksmen Daily [Hybrid AI Is Reshaping Drug Development—But Will Transparency Be the Ultimate Proof of Safety?](/content/media-coverage/media-coverage-3/index.html) [Hybrid AI Is Reshaping Drug Development—But Will Transparency Be the Ultimate Proof of Safety?](https://marksmendaily.com/health/hybrid-ai-transforms-drug-development-raises-safety-bar/) ## VeriSIM delivering predictive insights to advance and de-risk drug development 6/24/2025 Published in BioTuesdays [VeriSIM delivering predictive insights to advance and de-risk drug development](/content/media-coverage/verisim-delivering-predictive-insights-to-advance-and-de-risk-drug-development/index.html) [VeriSIM delivering predictive insights to advance and de-risk drug development](https://biotuesdays.com/2025/06/24/verisim-delivering-predictive-insights-to-advance-and-de-risk-drug-development/)