About

I like finding the reason something will fail.

Jetson Samuel

Data science taught me how technology works. Product is where I get to combine it with business, design and people, which suits me: I've never been good at choosing just one interest.

My first PM role was at Auriseg, an AI cybersecurity startup, where I was the only PM on its AI security scanner. Security is full of jargon, so most of my work was making it simple: an in-product AI guide that explains each step, and a real scan in the very first step so users see value before they see a settings page. We went from research to public launch in three months.

Now I'm an APM at Promanage, where I test AI agents until they break, and I'm building Knit PM on the side.

Outside work, I've led a 25-member band and I make Tamil and English videos for 33K people. Both taught me the same thing: an audience tells you the truth faster than any survey.

Experience

  • Oct 2026 – now
    Associate Product Manager InternPromanage (a Sulekha business), Chennai
  • Apr 2026 – now
    Founder, Knit PMStakeholder alignment tool for product teams
  • Mar – Jul 2026
    Product Manager InternAuriseg, sole PM on an AI security product
  • 2025 – now
    Founder and Creator, Multiple DotsTamil and English learning channel

Education

  • 2025 – 2027
    MBA + PGPMISSM Business School (Alagappa University), Chennai
  • 2022 – 2025
    B.Sc. Data Science and AnalyticsHindustan College of Arts and Science, Coimbatore. First Class

Tools

Problem discoveryPRDs and specsRoadmappingPrioritisation (RICE)North Star metricsA/B test designPricingGo-to-marketStakeholder managementAI evalsADLCAgentic workflowsRAG designPrompt and context engineeringMCPSQLPythonPower BIGoogle AnalyticsFigmaNotionMiroClaude CodeCursor