I build AI products, safely.

Senior product manager based in North America. 0→1 platform PM in industries where trust is the product: fintech, banking, and the places where a demo isn't done.

See my work Get in touch
Momentum, an AI app I built — pick what's happening right now: Can't Start?, Spiraling?, or Too Many Things?
Case Studies

Proven work, honest numbers.

"All that is fine, but what do you actually do?" Glad you asked. Five projects that show how I think. The rest lives in writing & archive (be warned, some of it is long).

01 / Data Storytelling

The AI Divide: a global investigation

→
  • 150,000 companies, 9 industries, 2023–2026
  • Scroll-driven narrative visualization in D3.js
  • Data storytelling as a product skill
02 / Platform PM

Redesigning how a bank talks to millions

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  • Delivery lead for Stage 1 of the redesign
  • Eight product teams, six compliance functions
  • Alignment as a first-class product skill
03 / AI Strategy

Shipping RAG before it was cool

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  • 10,000+ pages, near-zero hallucination tolerance
  • Guardrails, disclosures & audit trails with legal
  • Metric-design judgment: the flat-AHT story
04 / AI Build

Momentum: from anxious thought to action

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  • Built end-to-end: Next.js + Claude API, streaming UI
  • Prompt design as product design
  • I don't just write PRDs. I ship them
05 / User Research

The workshop that beat weeks of interviews

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  • Two confirmed hypotheses, both wrong
  • Roadmap reprioritized on one session's signal
  • Format became a standing research practice
Capabilities

What I can drive for you.

Founder of Evolvium Tech, a product advisory practice for North American SMBs. A decade in Product and Program, across fintech, banking, aerospace, and e-commerce.

01 / DEFINITION

0→1 AI product definition

Use-case prioritization, accuracy and guardrail requirements, compliance partnership, and metrics designed to tell the truth.

02 / PLATFORM

Enterprise platform PM

Multi-team alignment, phased delivery, and stakeholder management under regulatory constraints.

03 / DISCOVERY

Discovery that changes roadmaps

Structured research formats that surface what users can't tell you in interviews.

04 / EXECUTION

Startup execution muscle

From scaling operations 10x in a month to helping win NASA contracts with a small team.

ShippingMomentum — an AI app for getting unstuck
LearningClaude Certified AI Architect Certification
Doing75 Hard, with 10 of my girls!
Also Worth Reading

A few favorites.

Hand-picked from the shelf — an essay, some analysis, a strategy deck, and a hackathon story.

What if Thanos Took a Design Thinking Class?

Essay · Business Design

Business design applied to pop culture's most misguided product manager. Written to prove that applying a framework beats explaining one.

LinkedIn Network Analysis

Data Analysis

Mapping my own professional network as a data exercise: density, closeness, and what the numbers say about who you actually know.

Customer Service: Product Vision

Strategy · Questrade

The "Self-Service First" support strategy I built for my Questrade interview — which became a deck I kept referring back to once the job was mine.

My first hackathon: what I built (and the $10,000 idea that got away)

Hackathons

The build, the takeaways, and the $10,000 idea that got away — notes from my first hackathon.

Browse everything — writing & archive

Contact

Get in touch.

I love connecting with curious, thoughtful folks. Products, AI in regulated industries, fintech, MBA life, your half-formed idea: all fair game.

Email meguptaharshita1990@gmail.com → LinkedInharshita-gupta-toronto →
No pitch decks requiredPOLICY
Half-formed ideas welcomeENCOURAGED
Replies from an actual humanGUARANTEED