The user comes first
Adoption is earned, not assumed. Research and design instinct keep me anchored to real user needs, so what ships gets used, not just admired.
AI Product Manager
An AI product manager who keeps the user at the centre of every decision. I've shipped generative-AI platforms at enterprise scale, and I build with a designer's read on what users actually adopt.
How I work
Adoption is earned, not assumed. Research and design instinct keep me anchored to real user needs, so what ships gets used, not just admired.
Privacy, compliance, and safety aren't cleanup work; they're constraints I design for from the first sketch. Data residency, PII protection, and sensible guardrails, treated as features users can rely on.
I think in systems, not screens. The products I own hold their shape across many customers and markets, and across many providers when the work involves AI.
Selected work
The professional work: enterprise product craft at Sprinklr, alongside the things I build on my own for the satisfaction of taking a problem end to end.
Configurable safety and privacy controls, from injection defence to sensitive-data protection, that let regulated customers switch on generative AI with confidence.
A single product surface over many AI providers, so customers keep their freedom of choice without ever compromising data residency or compliance.
The full story, with the decisions, the trade-offs, and the detail, sits behind a confidentiality agreement. I'm glad to walk a hiring team through it directly.
Capabilities
A product manager's toolkit, with AI as the sharpest edge in it.
Product & Strategy
Execution & Delivery
Research & Design
AI & Data
Product & Strategy
Turning ambiguity into a direction worth committing to.
Problem framing
Naming the real job to be done.
Trade-offs
Aligning user value with the business.
Vision
A direction a team can rally behind.
Grounded in
Related work
Multi-provider platformTools & services I work with
Point of view
Naming a problem has never been enough for me.
The work worth doing is solving it,
and building the answer with care.
Strategy, design, and judgment are the constants. AI is simply the sharpest tool I bring to them.