Speaking & Thought Leadership
Sharing What I've Learned Building AI Products at Scale
I've spent years building AI products in regulated industries - and I talk about what I've actually seen, not what sounds good in a deck. Conferences, podcasts, panels, guest articles. If it's about enterprise AI, I can go deep on it.
Conferences & Keynotes
Topics I Can Go Deep On
These are the areas where I have hands-on experience from shipping products in production - not theory, not borrowed frameworks.
AI in Clinical Trials: From Hype to Production
How clinical trial AI actually gets built and deployed - the POC graveyard, what makes it to production, and what a 40% reduction in trial matching time looks like from the inside. This is the talk I wish I had heard before we started.
Invite Me to Speak →Building GenAI Products in Regulated Industries
FDA, HIPAA, SOC2 - and still shipping. Most teams treat compliance as the reason they can't move fast. I've learned how to treat it as a design constraint and still deliver. This talk covers what that actually looks like day to day.
Invite Me to Speak →What Product Managers Get Wrong About LLM Evaluation
Most LLM evals are measuring the wrong things. This talk is for product people who need to actually know if their model is working in production - not just in notebooks - and what to do when it is not.
Invite Me to Speak →Digital Transformation at Scale: What Actually Changes
Transforming healthcare delivery across 10+ countries inside a 250,000-person organization. What shifted. What looked good in slides and went nowhere. And why most transformation programs fail at year two, not year one.
Invite Me to Speak →Podcasts
Podcast-Ready Topics
Long-form conversations are where the useful stuff lives - the kind that does not fit in a keynote. Here is what I can dig into with your audience.
How AI Products Actually Ship Across Industries
The reality of building AI in different contexts - healthcare, education, consumer, enterprise tech. What the constraints look like from inside each vertical, why the timelines differ, and the organizational politics nobody writes about. I can talk about this for hours.
Book Me as a Guest →First Principles Product Management
I spent years running the standard PM playbook, then stopped and rebuilt from scratch. What changed, what I threw out, and why most PM frameworks are useful until they become a substitute for thinking.
Book Me as a Guest →Building an AI Career Across Cultures
From Delhi to Silicon Valley - what nobody tells you about building a technical career in a new country, navigating the immigration system while trying to do your best work, and the decisions that actually mattered looking back.
Book Me as a Guest →Enterprise GenAI: What the Analyst Reports Miss
Enterprise GenAI on the ground - not what is in the reports. What I have seen across 10+ production deployments: what is working, what is not, and why the gap between POC and production is where most initiatives go quiet.
Book Me as a Guest →Writing
What I Write About
I write grounded in what I have shipped, not what I have researched. These are the topics you will find across my newsletter and articles.
Why Enterprise AI POCs Keep Failing
I have watched a lot of AI pilots die across healthcare, EdTech, and enterprise tech. There are patterns. The decisions that kill them usually happen in the first 60 days, not at the production handoff. I write about these patterns in detail.
Read My Writing →The Case for First-Principles Thinking in Product
Every good product decision I have made started by questioning an assumption everyone else treated as settled. I write about what that process looks like in practice, with examples from healthcare AI, EdTech, consumer products, and enterprise software.
Read My Writing →Enterprise RAG: What the Benchmarks Skip Over
Building RAG that holds up in production - not just in notebooks. The parts the benchmarks do not capture: retrieval quality in messy real-world corpora, latency at scale, and what breaks when users ask questions the system was not designed for.
Read My Writing →Topics
Topics I Cover
Where I can actually go deep - not surface-level takes, but experience from the build side.
AI Product Management Across Industries
Healthcare (BioPharma, MedTech, clinical trials), EdTech (adaptive learning, personalized education), CPG/D2C (recommendation, personalization, growth AI), and Enterprise Technology (GenAI tooling, SaaS, agentic workflows).
Get in Touch →Enterprise GenAI & Agentic AI
RAG architectures, LLM evaluation, prompt engineering, agentic workflows, multi-agent systems, and enterprise deployment at scale.
Get in Touch →Product Management for AI
PRDs for ML products, stakeholder management, regulatory navigation, metrics that matter.
Get in Touch →Digital Transformation at Scale
Organizational change, technology adoption, legacy modernization, cross-functional alignment.
Get in Touch →