The Rise of AI in Retail: From Recommendations to Autonomous Pricing
Retail is where AI moved from theory to commercial practice faster than almost any other industry — because the feedback loops are fast, the data is rich, and the margin compression is brutal enough that even small efficiency gains matter. Here's the state of the art.
PRD Template for AI Products in Regulated Industries
How AI Is Reshaping FinTech: From Fraud Detection to Autonomous Trading
Financial services is one of the most data-rich, highest-stakes industries in the world — which makes it both the ideal environment for AI and one of the hardest to deploy it in responsibly. Here's a practitioner's view of where AI is actually creating value in FinTech right now.
AI in HR: From Resume Screening to Predictive Attrition
AI in HR promises efficiency and objectivity. The reality is more nuanced — the bias risks are real and the ethical obligations are high. Here is the honest picture of where AI in HR works and where it fails.
Flatiron Health vs. Medidata: Real-World Evidence Platforms Compared
Real-world evidence (RWE) has moved from a nice-to-have supplement to clinical trials to a critical component of regulatory submissions, payer negotiations, and clinical decision-making. Flatiron
How AI Is Transforming Clinical Trial Patient Recruitment: A Product Manager's Perspective
80% of clinical trials fail to meet enrollment timelines. Each day of delay costs sponsors $600K-$8M in lost revenue. I've built products
Multimodal AI Explained: Text + Images + Video in One Model
For most of AI's history, a model did one thing: text, or images, or speech. Multimodal AI does all of it simultaneously — and the product implications are bigger than most PMs realize.
Veeva vs. Salesforce Health Cloud: CRM for Life Sciences in 2026
The Veeva-Salesforce breakup is one of the most consequential platform shifts in life sciences technology. After building its entire CRM on the Salesforce platform for
AI in Education: How Personalized Learning Is Finally Becoming Real
Education has promised personalization for decades. Adaptive learning, individualized instruction, meeting every student where they are — the vision has been clear, the execution elusive. AI is finally changing that. Here's what's actually working.
FDA's New AI Guidance Decoded: What Builders Need to Know
When the FDA published its expanded Clinical Decision Support guidance in January 2026 alongside the updated wearables framework, my inbox filled up with the same
Enterprise GenAI: From POC to Production
Why most POCs fail and what to do about it - a practitioner's guide to moving enterprise GenAI from demo to real production deployment.
AI in Supply Chain: How Predictive Models Are Replacing Just-in-Time
In 2021, I was working on growth at Honasa Consumer - the parent company of Mamaearth - at a time when the D2C supply chain
Prior Authorization AI: Reducing Healthcare's $31B Administrative Burden
Prior authorization is healthcare's most universally hated process. Physicians spend 14 hours per week on PA paperwork. Total cost: $31 billion annually. And
FDA SaMD Guidance Explained: What Every Life Sciences Product Manager Needs to Know
If you're building AI products in life sciences, you will eventually hit a three-letter acronym that determines whether your product ships in months
