--- title: "What Does 2023 Hold for Biopharma? Part 5: Technological Advances" description: Advancements in AI and ML will propel personalized medicine forward by maximizing drug efficacy and safety for patients. image: https://blog.insight-rx.com/hubfs/SC2301_Scrip-Asks-Part-5_1140894401_1200-e1677703227316.jpg --- [![InsightRX](https://blog.insight-rx.com/hubfs/insightrx_logo_white-teal.svg)](https://blog.insight-rx.com/) - For Providers - Solutions - [MIPD for Providers Explore our full solution for Bayesian model-informed dosing](https://www.insight-rx.com/mipd) - [Future of Pharmacy Learn what's next for AI in health tech, and why architecture matters](https://www.insight-rx.com/future) - Products - [InsightRX Nova Bayesian dosing (MIPD) app for bedside clinical decision support](https://www.insight-rx.com/provider/nova) - [InsightRX Apollo Real-time clinical analytics to measure outcomes](https://www.insight-rx.com/provider/apollo) - [Drug Modules Available medications for precision dosing apps](https://www.insight-rx.com/provider/drug-modules) - [For Life Sciences](https://www.insight-rx.com/life-sciences) - Overview - [InsightRX for Life Sciences Explore our solution for biopharma and clinical trial use](https://www.insight-rx.com/life-sciences) - Products - [Nova for Life Sciences Precision dosing app for clinical trial use](https://www.insight-rx.com/life-sciences/nova) - [Astra for Life Sciences AI-native environment for PK/PD modeling and simulation](https://www.insight-rx.com/life-sciences/astra) - Platform - [Continuous Learning Patented process for model retraining and improvement](https://www.insight-rx.com/platform/continuous-learning) - [Integrations Platform interoperability setup with EHRs, EDCs, and more](https://www.insight-rx.com/platform/integrations) - [Security & Regulatory Standards for product development and release](https://www.insight-rx.com/platform/security-regulatory) - [Success & Support Pharmacist-led training, onboarding, and education](https://www.insight-rx.com/platform/support) - Resources - Science - [Data Science Explore the science and learn more about our R&D](https://www.insight-rx.com/data-science) - [Scientific Publications Impactful research manuscripts with at least one InsightRX author](https://www.insight-rx.com/data-science/scientific-publications) - [How to Cite Using one of our apps? 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View available openings here](https://www.insight-rx.com/careers) - [Customers Hear what others have to say about their experience](https://www.insight-rx.com/customers) - Press - [All Stories InsightRX news, company updates, and more](https://blog.insight-rx.com/press-releases) - [Press Releases Announcements for events, partnerships, and company updates](https://blog.insight-rx.com/press-releases?section=press_releases) - [Media InsightRX in the news — digital, print, podcasts, and other outlets](https://blog.insight-rx.com/press-releases?section=media) [![Contact Us](https://no-cache.hubspot.com/cta/default/40041574/interactive-193831493462.png)](https://cta-service-cms2.hubspot.com/web-interactives/public/v1/track/redirect?encryptedPayload=AVxigLIVhNAV4frdGw7WK4%2FsUL9BSW7sTFfaUWeB6c0miW6Ak22RBUNE5R8BeaQrWqzDSork53FkrNEqiSn%2FTM4f%2BVzPNcA0Ikxp7y6GqZRUQJ2HulFNF849cXXSebQBDVQXFR3hVvn8tZ3jkxYoygqRgjFUwIOapgI0FM8UFCm2xhxz2SgLhEGqk1U%3D&webInteractiveContentId=193831493462&portalId=40041574) [![Contact Us](https://no-cache.hubspot.com/cta/default/40041574/interactive-193831493462.png)](https://cta-service-cms2.hubspot.com/web-interactives/public/v1/track/redirect?encryptedPayload=AVxigLIVhNAV4frdGw7WK4%2FsUL9BSW7sTFfaUWeB6c0miW6Ak22RBUNE5R8BeaQrWqzDSork53FkrNEqiSn%2FTM4f%2BVzPNcA0Ikxp7y6GqZRUQJ2HulFNF849cXXSebQBDVQXFR3hVvn8tZ3jkxYoygqRgjFUwIOapgI0FM8UFCm2xhxz2SgLhEGqk1U%3D&webInteractiveContentId=193831493462&portalId=40041574) Thought Leadership # What Does 2023 Hold for Biopharma? Part 5: Technological Advances - Published February 28, 2023 By [InsightRX Communications](https://blog.insight-rx.com/resources/author/insightrx) ![](https://blog.insight-rx.com/hubfs/SC2301_Scrip-Asks-Part-5_1140894401_1200-e1677703227316.jpg) The confluence of data science and molecular biology fuels expectations among biopharma industry leaders for another year of breakthrough innovation in human therapeutics. ## Expectations High For Precision Medicine, Artificial Intelligence, And RNA Technologies In this article published by Scrip Pharma Intelligence\*, Sirj Goswami, Ph.D., CEO and co-founder of InsightRX, shares his perspective on the role of Precision Medicine and is among more than 70 executives and experts that reveal what they are most excited about on the technology front. > “Artificial intelligence and machine learning will catalyze the next breakthroughs in precision medicine by enabling real-time analysis and outcome predictions during a clinical trial,” said Sirj Goswami, CEO of healthcare technology firm InsightRX. “This will empower sponsors with reliable pharmacological and clinical insights about the drug and accelerate the identification of optimal doses across different patient populations. Ultimately, advancements in AI and ML will propel personalized medicine forward by maximizing drug efficacy and safety for patients.” To read the full article, click [here](https://scrip.citeline.com/SC147751/Scrip-AsksWhat-Does-2023-Hold-For-Biopharma-Part-5-Technological-Advances). --- \*About Scrip Pharma Intelligence Scrip is the trusted, comprehensive source of business-critical market and competitor insights for the commercial pharmaceutical industry.  Researched and written by 40+ journalists and analysts publishing around the clock and located across the globe, our teams cover the spectrum of global commercial news – from licensing to clinical trials to competitor activity. [AI](https://blog.insight-rx.com/resources/tag/ai) [industry trends](https://blog.insight-rx.com/resources/tag/industry-trends) #### On this page… **Connect with us to get the latest blog updates, instantly sent to your inbox** ## Dig deeper. Explore related articles and additional posts on the InsightRX blog. [Thought Leadership Jan 3, 2023 The 2023 PharmaVoice Crystal Ball: Peering into the future of life sciences](https://blog.insight-rx.com/resources/2023-pharmavoice-crystal-ball-peering-future-life-sciences) [Thought Leadership Jan 12, 2024 Improving Hospital Workflows by Integrating a Precision Dosing Platform with EHRs](https://blog.insight-rx.com/resources/improving-hospital-workflows-integrating-a-precision-dosing-platform) [Thought Leadership Feb 27, 2024 Artificial Intelligence Drives Industry Response to Project Optimus](https://blog.insight-rx.com/resources/artificial-intelligence-drives-industry-response-project-optimus) #### What We Do ##### For Providers - [Nova (Bayesian Dosing)](https://www.insight-rx.com/provider/nova) - [Apollo (Clinical Analytics)](https://www.insight-rx.com/provider/apollo) - [Drug Modules](https://www.insight-rx.com/provider/drug-modules) ##### For Life Sciences - [Nova (MIPD for Clinical Trials)](https://www.insight-rx.com/life-sciences/nova) - [Astra (AI-Powered Clin Pharm)](https://www.insight-rx.com/life-sciences/astra) - [Companion Applications](https://www.insight-rx.com/life-sciences/nova#companion-applications) #### How We Do It ##### Platform - [Continuous Learning](https://www.insight-rx.com/platform/continuous-learning) - [Integrations](https://www.insight-rx.com/platform/integrations) - [Security & Regulatory](https://www.insight-rx.com/platform/security-regulatory) - [Success & Support](https://www.insight-rx.com/platform/success-support) ##### Science - [Data Science](https://www.insight-rx.com/data-science) - [Scientific Publications](https://www.insight-rx.com/data-science/scientific-publications) #### Information ##### Resources - [Success Stories](https://www.insight-rx.com/success-stories) - [White Papers](https://www.insight-rx.com/white-papers) - [Publications Using InsightRX](https://www.insight-rx.com/publications-using-insightrx-software) - [How to Cite InsightRX](https://www.insight-rx.com/how-to-cite-insightrx-nova) ##### Blog - [All Posts](https://blog.insight-rx.com/resources) - [Product Innovation](https://blog.insight-rx.com/resources?section=product_innovation) - [Thought Leadership](https://blog.insight-rx.com/resources?section=thought_leadership) #### About - [Our Story](https://www.insight-rx.com/about) - [Leadership](https://www.insight-rx.com/leadership) - [Advisory Board](https://www.insight-rx.com/advisory-board) - [Our Customers](https://www.insight-rx.com/customers) - [Press Releases](https://blog.insight-rx.com/press-releases?section=press_releases) - [Media](https://blog.insight-rx.com/press-releases?section=media) - [Careers](https://www.insight-rx.com/careers) - [Contact](https://www.insight-rx.com/contact-us) --- ![CE marking](https://blog.insight-rx.com/hubfs/ce-mark-white.svg) InsightRX Nova is HITRUST CSF r2 certified, CE marked, and 21 CFR Part 11 compliant. Our quality management, risk management, software lifecycle, and usability engineering processes conform to ISO 13485, IEC 62304, ISO 14971, IEC 62366-1, and IEC 82304-1. InsightRX Nova is not considered to be a medical device in the U.S. and has not been submitted to the U.S. Food and Drug Administration for review or clearance. 740-05000-REC-01 · 08/2025 --- [![InsightRX](https://blog.insight-rx.com/hubfs/insightrx_logo_white-teal.svg)](https://www.insight-rx.com/) 548 Market Street #88083 San Francisco, CA 94104 --- © 2026 InsightRX, Inc. All rights reserved. [Privacy Policy](https://www.insight-rx.com/privacy-policy) Cookie Preferences ```json { "@context" : "https://schema.org", "@type" : "BlogPosting", "author" : { "@type" : "Person", "name" : "InsightRX Communications", "url" : "https://blog.insight-rx.com/resources/author/insightrx" }, "dateModified" : "2025-12-15T00:50:21.532Z", "datePublished" : "2023-02-28T15:57:00.000Z", "headline" : "What Does 2023 Hold for Biopharma? 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