---
title: Artificial Intelligence Drives Industry Response to Project Optimus
description: The FDA has taken a clear position with Project Optimus in shifting toward more progressive tailored approaches while rejecting antiquated study designs.
image: https://blog.insight-rx.com/hubfs/Blog%20Generic%20Thought%20Leadership.png
---

[![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? Follow this easy guide for citation in research](https://www.insight-rx.com/how-to-cite-insightrx-nova)
    - Explore 
          - [Success Stories Case studies from real InsightRX customers about their journey](https://www.insight-rx.com/success-stories)
          - [White Papers In-depth analysis and best practices for review and download](https://blog.insight-rx.com/resources/tag/white-papers)
          - [Pubs. Using InsightRX Review research that has used InsightRX applications](https://www.insight-rx.com/publications-using-insightrx-software)
    - [Blog](https://blog.insight-rx.com/resources) 
          - [All Blog Posts Read the latest posts by our team of experts](https://blog.insight-rx.com/resources)
          - [Product Innovation The latest updates on our products, services, and science](https://blog.insight-rx.com/resources?section=product_innovation)
          - [Thought Leadership Posts from our team of experts on PK, MIPD, science, and more](https://blog.insight-rx.com/resources?section=thought_leadership)
- Company
  
    - About 
          - [About Us Our story, what drives us and why we're passionate about our work](https://www.insight-rx.com/about)
          - [Leadership Founders and team leaders who strive toward excellence in MIPD](https://www.insight-rx.com/leadership)
          - [Advisory Board Scientists and experts to ensure our collective success](https://www.insight-rx.com/advisory-board)
          - [Careers Interested in joining? 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

# Artificial Intelligence Drives Industry Response to Project Optimus

- Published  February 27, 2024

By [Jason Rizzo](https://blog.insight-rx.com/resources/author/jason-rizzo)

![](https://blog.insight-rx.com/hubfs/Blog%20Generic%20Thought%20Leadership.png)

The FDA has taken a clear position with Project Optimus in shifting toward more progressive tailored approaches while rejecting antiquated study designs to evolve clinical trial strategies to better align with newer drug classes.

The FDA released its [draft guidance](https://www.fda.gov/regulatory-information/search-fda-guidance-documents/optimizing-dosage-human-prescription-drugs-and-biological-products-treatment-oncologic-diseases) in support of Project Optimus in January 2023. It offers clear direction for industry stakeholders to unlock efficiencies in oncology drug and biologic development. The FDA’s draft guidance also underscores the benefits patient-centric approaches can have on quality of life, medication adherence, and long-term clinical outcomes.

With Project Optimus, the FDA has taken a clear position. It solidifies the shift away from traditional chemotherapy and toward more progressive tailored approaches. It rejects antiquated study designs and offers a relevant primer on how to evolve clinical trial strategies to better align with newer drug classes.

The baton has now been passed to the life sciences industry to harness its resources to drive efficiencies in process and enable a patient-first mindset. AI arguably is the most essential tool at our disposal for unlocking those efficiencies and reaping the benefits of breakthrough science. It's up to us as stewards to ensure that the right drugs now reach the right patients at the right dose.

Read the full article at Applied Clinical Trials: [https://www.appliedclinicaltrialsonline.com/view/artificial-intelligence-drives-industry-response-to-project-optimus](https://www.appliedclinicaltrialsonline.com/view/artificial-intelligence-drives-industry-response-to-project-optimus)

---

Sirj Goswami, PhD, is the CEO and co-founder, and Jason Rizzo, MBA, is the vice president of Global Biopharma Strategy for InsightRX.

[AI](https://blog.insight-rx.com/resources/tag/ai) [oncology](https://blog.insight-rx.com/resources/tag/oncology) [project optimus](https://blog.insight-rx.com/resources/tag/project-optimus) [FDA](https://blog.insight-rx.com/resources/tag/fda)

#### On this page…

About the author

[Jason Rizzo, MBA](https://blog.insight-rx.com/resources/author/jason-rizzo)

 Jason was Vice President of Global Biopharma Strategy at InsightRX.

<https://www.linkedin.com/in/jasonrizzo1/>

**Connect with us to get the latest blog updates, instantly sent to your inbox**

<https://www.linkedin.com/company/insightrx> <https://twitter.com/InsightRX> <https://www.youtube.com/@insightrx> <https://info.insight-rx.com/mailing-list-subscribe>

## Dig deeper.

Explore related articles and additional posts on the InsightRX blog.

[Thought Leadership Jul 13, 2022 Understanding Project Optimus](https://blog.insight-rx.com/resources/understanding-project-optimus) [Thought Leadership Apr 6, 2022 Understanding FDA’s Perspective On Precision Dosing](https://blog.insight-rx.com/resources/understanding-fdas-perspective-precision-dosing) [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)

#### 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

<https://www.linkedin.com/company/insightrx/> <https://twitter.com/InsightRX> <https://www.youtube.com/@insightrx> <https://info.insight-rx.com/mailing-list-subscribe>

---

© 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" : "Jason Rizzo, MBA",
    "url" : "https://blog.insight-rx.com/resources/author/jason-rizzo"
  },
  "dateModified" : "2025-12-15T00:00:18.247Z",
  "datePublished" : "2024-02-27T16:33:00.000Z",
  "headline" : "Artificial Intelligence Drives Industry Response to Project Optimus",
  "image" : [ "https://blog.insight-rx.com/hubfs/Blog%20Generic%20Thought%20Leadership.png" ],
  "mainEntityOfPage" : {
    "@id" : "https://blog.insight-rx.com/resources/artificial-intelligence-drives-industry-response-project-optimus",
    "@type" : "WebPage"
  },
  "publisher" : {
    "@type" : "Organization",
    "logo" : {
      "@type" : "ImageObject",
      "url" : "https://blog.insight-rx.com/hubfs/insightrx_logo_color%20500%20x%20250-1.png"
    },
    "name" : "InsightRX"
  }
}
```