Evidence over instinct
I validate problems before they reach the backlog, and let usage data settle debates that opinions can't.
AI Product Manager
I build products users love to use. AI is how I get there.
Combining product design, user empathy, and technical depth to create experiences people actually adopt. Currently building GenAI SaaS products at Sprinklr.
Experience
The journey so far.
From UX research to AI platforms, most recent first.
Oct 2024 — PresentAssociate Product Manager
Leading AI+ Studio, the platform for configuring and deploying GenAI across multiple providers. Built AI guardrails, PII masking, and a phased, compliant migration for 1,400+ enterprise clients.
Mar 2024 — Oct 2024Associate Product Manager
Owned digital onboarding and workflow automation for property operations, standardising SOPs and cutting turnaround time by roughly a third.
Jan 2022 — Jan 2024Product Researcher
Ran user research and usability testing across core workflows, and shipped a Ledger feature that let 80,000+ businesses access their transaction records.
How I work
A few things I care about.
Users over assumptions
Every decision starts with how people actually behave, not how I assume they will. A habit from my research background.
Systems over screens
I design for how a product holds up over time and at scale, not just how it looks in the first demo.
Selected work
What I've shipped.
Product and platform work across Sprinklr and Stanza Living, plus side builds that keep me close to the code.
The decisions and trade-offs sit under NDA. Happy to walk you through them directly.
Capabilities
The craft, in detail.
Ten disciplines, each tied to shipped work.
Product & Strategy
Execution & Delivery
Research & Design
AI & Data
01 of 10
Product & Strategy
01.Product strategy
From ambiguity to a direction worth resourcing.
Problem framing
The real job to be done, named.
Trade-offs
User value squared with the business.
Vision
A direction teams commit to.
Grounded in
Jobs-to-be-DoneOutcome-over-output thinking
Related work
Multi-provider platformTools & services I work with
Claude Code
OpenAI
Azure OpenAI
Vertex AI
Amazon Bedrock
Figma
Jira
Postman
Point of view
Building AI products with a researcher's curiosity and a designer's instinct.
Still learning, one release at a time.