How I AI

How this PM streamlines 60k-page FDA submissions and saves millions with Claude, Streamlit, and clever AI workflows | Prerna Kaul


Listen Later

Prerna Kaul is a product and platform leader who has spent over 14 years turning machine-learning research into consumer and B2B products at Amazon Alexa, AGI, Moderna, and now Panasonic Well. In today’s episode, she explains how she’s using AI to slash some of the most time-consuming, expensive tasks in life sciences—from generating 60,000-page FDA submissions to crafting communication frameworks that help product managers navigate complex stakeholder dynamics. Her innovations are saving millions of dollars and helping lifesaving treatments reach the market faster.


What you’ll learn:

  1. How Prerna built an AI system that automates the creation of 60,000-page regulatory documents for the FDA—reducing a process that took 4 to 6 months and 20 specialists to just minutes
  2. A step-by-step system for detecting and redacting PHI (protected health information) in clinical trial data using Claude
  3. How to build user-friendly interfaces for non-technical colleagues using Streamlit to democratize AI tools
  4. How to use Claude’s prompt generator to create powerful communication frameworks that help PMs navigate complex stakeholder situations
  5. Why transparency about AI costs is crucial for gaining organizational buy-in and tracking ROI
  6. A practical framework for approaching AI safety and ethics in highly regulated industries

Brought to you by:

CodeRabbit—Cut code review time and bugs in half. Instantly: https://lovable.dev/

Lovable—Build apps by simply chatting with AI: https://lovable.dev/

Where to find Prerna Kaul:

LinkedIn: https://www.linkedin.com/in/prernakkaul/

Where to find Claire Vo:

ChatPRD: https://www.chatprd.ai/

Website: https://clairevo.com/

LinkedIn: https://www.linkedin.com/in/clairevo/

X: https://x.com/clairevo

In this episode, we cover:

(00:00) Introduction to Prerna

(03:01) The FDA submission challenge: 60,000 pages, months of work, millions in costs

(05:20) Getting started in Claude: from prompt to production-ready prototype

(10:13) How Claude selected the right models for medical entity recognition

(12:04) Using Streamlit to create accessible UIs for non-technical users

(16:04) Detecting and redacting PHI in unstructured clinical notes

(18:44) Generating the Common Technical Document (CTD) for FDA submission

(21:54) Tracking and displaying AI operation costs for stakeholder buy-in

(24:38) Real-world impact on vaccine development timelines and costs

(26:12) Creating an AI communication coach for product managers

(30:22) Training Claude on classic literature and persuasion techniques

(31:53) Analyzing a complex stakeholder scenario with multiple competing priorities

(34:40) Getting personalized communication strategies inspired by tech leaders

(35:40) Summarizing strategic approaches

(38:26) Conclusion and final thoughts

Tools referenced:

• Claude: https://claude.ai/

• Streamlit: https://streamlit.io/

• Anthropic Console: https://console.anthropic.com/

• Claude Sonnet 4: https://www.anthropic.com/claude/sonnet

Other references:

• Claude project chat (AI Product Management Stakeholder Challenges): https://claude.ai/share/caba4ab0-b28a-480c-8633-71920b12999e

• XML: ⁠https://www.w3.org/XML/⁠

• Python: ⁠https://www.python.org/⁠

• RegEx: ⁠https://regex101.com/

• Moderna: https://www.modernatx.com/

• FDA: https://www.fda.gov/

• Project Gutenberg: https://www.gutenberg.org/

• FDA Biologics License Application: https://www.fda.gov/vaccines-blood-biologics/development-approval-process-cber/biologics-license-applications-bla-process-cber

• Protected health information (PHI): https://www.hhs.gov/hipaa/for-professionals/privacy/laws-regulations/index.html

Production and marketing by https://penname.co/. For inquiries about sponsoring the podcast, email [email protected].

...more
View all episodesView all episodes
Download on the App Store

How I AIBy Claire Vo

  • 4.8
  • 4.8
  • 4.8
  • 4.8
  • 4.8

4.8

143 ratings


More shows like How I AI

View all
The Twenty Minute VC (20VC): Venture Capital | Startup Funding | The Pitch by Harry Stebbings

The Twenty Minute VC (20VC): Venture Capital | Startup Funding | The Pitch

537 Listeners

The a16z Show by Andreessen Horowitz

The a16z Show

1,089 Listeners

Y Combinator Startup Podcast by Y Combinator

Y Combinator Startup Podcast

226 Listeners

Practical AI by Practical AI LLC

Practical AI

211 Listeners

Product Thinking by Melissa Perri

Product Thinking

148 Listeners

The Startup Ideas Podcast by Greg Isenberg

The Startup Ideas Podcast

205 Listeners

No Priors: Artificial Intelligence | Technology | Startups by Conviction

No Priors: Artificial Intelligence | Technology | Startups

131 Listeners

This Day in AI Podcast by Michael Sharkey, Chris Sharkey

This Day in AI Podcast

227 Listeners

The AI Daily Brief: Artificial Intelligence News and Analysis by Nathaniel Whittemore

The AI Daily Brief: Artificial Intelligence News and Analysis

610 Listeners

AI and I by Dan Shipper

AI and I

33 Listeners

The Next Wave - AI and The Future of Technology by Mindstream (Hubspot Media)

The Next Wave - AI and The Future of Technology

55 Listeners

AI + a16z by a16z

AI + a16z

35 Listeners

Training Data by Sequoia Capital

Training Data

40 Listeners

The Pragmatic Engineer by Gergely Orosz

The Pragmatic Engineer

64 Listeners

OpenAI Podcast by OpenAI

OpenAI Podcast

53 Listeners