01In Progress
FitWardrobe
An AI wardrobe stylist that turns a closet full of clothes into daily outfits people actually wear.
Founder & Product Manager·iOS · Web · On-device Vision·2025 — Present
View case study A Product Evidence Book · Aspiring PM
I ship products to learn how to be a great PM.
I'm Aryan Panwar — an aspiring Product Manager with a builder background. This isn't a portfolio; it's evidence. Case studies from products I've shipped, the tradeoffs I made along the way, and the writing that shows how I think about product.
PM toolkit
NotionFigmaFigJamLinearJira
Technical fluency
LangChainLangGraphPythonTypeScriptReact / Next.js
User First·Evidence Over Opinion·Ship to Learn·Restraint is a Feature
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02 · Featured Case Study
FitWardrobe
An AI wardrobe stylist that turns a closet full of clothes into daily outfits people actually wear.
Problem
Everyone I talked to had a version of the same complaint: they had nothing to wear. Their closets were full. The real problem wasn't the closet — it was the 23-second mental tax on a Tuesday morning when they were already running late.
Solution
A vision-first wardrobe that catalogs every item from a photo, learns fit and occasion rules from real usage, and recommends outfits pre-scored for weather, calendar, and confidence.
Role
Founder & Product Manager
Platform
iOS · Web · On-device Vision
Timeline
2025 — Present
03 · How I Think
Product thinking, step by step.
Step
Discover
Sit in the problem. Interview users, read support tickets, watch session replays. Assume nothing.
04 · My Product Thinking
Frameworks, grounded in real projects.
Every entry starts with a product I shipped — not with theory. JTBD applied to FitWardrobe, RICE applied to Mithivoices, and so on.
05 · Flagship Case Studies
Three products, told the PM way.
Problem, users, tradeoffs, metrics, and what I'd do next — for the three projects I've thought about hardest.
02Shipped
Mithivoices
An open-source voice AI toolkit that lets small teams ship real-time voice agents without a research team.
Product Manager & Contributor·Open Source · Python · Web·2025
View case study 
03Shipped
SEO-GEO Optimizer
An npm package that makes any site legible to both Google and the new generation of AI answer engines.
Creator & PM·npm · Node · Next.js·2026
View case study Supporting case studies and the full archive live on the Case Studies page.
07 · Writing
Product evidence, in essays.
Each post answers one PM hiring question — grounded in a real product I built, not a framework I memorised.
Discovery·7 min read·May 12, 2026
What Building FitWardrobe Taught Me About Product Discovery
FitWardrobe started as a computer-vision demo. It only became a product when I stopped defending my prototype and started listening to the seven friends who told me it solved the wrong problem.
Answers: How do I discover the right problem?
Career·6 min read·May 5, 2026
I Stopped Thinking Like an Engineer. Here's What Changed.
The moment my technical instinct stopped being an asset and started being a tax — and the three questions I now ask before I let myself open a code editor.
Answers: How did my mindset evolve from builder to PM?
Prioritization·6 min read·Apr 28, 2026
How I Prioritize Features Before Writing a PRD
The one-page pre-PRD I run before any spec — and why the "must-have" column is the one that decides whether the product ships on time.
Answers: How do I decide what gets built?
Metrics·6 min read·Apr 21, 2026
Why Every Product Needs Success Metrics Before Features
The Credex feature I almost shipped without a definition of "worked" — and the two-column doc I now use so I never do that again.
Answers: How do I know a feature is successful?
07 · Journey
From builder to PM.
The milestones — hardware, research, shipped AI products, and where I'm heading next.
2022
Started ECE at MIET Meerut
Enrolled in Electronics & Communication Engineering. Spent the first year building hardware side-projects — a robot arm, an EV-charger prototype, staircase lighting — for the reps of finishing things.
2023
Fell for product thinking
Discovered that the interesting problems live at the intersection of user, business, and technology. Devoured Marty Cagan, Teresa Torres, and Julie Zhuo. Started writing PRDs for products I was only imagining.
2024
Built to learn, wrote to think
Stacked reps on hardware side-projects — a 4-DOF robotic arm, an IPT wireless-charging prototype, motion-triggered staircase lighting. Every build had to actually work, measure something, and be handed to a user. That constraint discipline is the seed of how I now scope products.
Jun–Aug 2025
Instrumentation Intern, Indian Potash Ltd
Calibrated Safety Instrumented Systems at the Muzaffarnagar plant. First real exposure to reliability-critical environments where the cost of failure is measured in lives, not churn. Changed how I think about edge cases in every product since.
Dec 2025
Started shipping independently
Went from side-projects to a real shipping cadence: FitWardrobe (on-device AI, live), AI-First CRM HCP on LangGraph, Credex AI Spend Audit (live), Mithivoices open-source voice AI, and Digital Heroes Golf (live with payments). Learned that scope discipline is the whole game — and that AI wedges only work when the ritual around them is designed.
Feb–Mar 2026
Formalized the toolkit
Earned NVIDIA DLI's Transformer-based NLP certificate (Feb), Google AI Essentials (Feb) and Prompting Essentials (Mar), and Microsoft's Product Management Fundamentals (Mar). The PM track stopped being a side interest and became the direction.
April 2026
Published research + 1st place at branch expo
‘Automated Dual-Spot Wireless Charging and Parking Management System for EVs’ published in JETIR (IF 7.95, Vol 13 · Issue 4, ID JETIR2604872, Apr 27 2026) — 85% wireless charging efficiency, 1st place at the MIET branch expo. The paper's structure — assumption, method, result, discussion — quietly became how I write PRDs.
2026
Released SEO-GEO Optimizer + started writing in public
Published an npm package that makes sites legible to AI answer engines (Google AI Overviews, ChatGPT, Perplexity). Shipped 11+ essays on positioning AI products, orchestrating LLMs in production, and designing for agentic users.
Next
Aspiring Product Manager
Looking for a product team where the bar is high, the users are real, and the outcome matters. I want to spend my early PM years in the room where the tradeoffs are made.
08 · Product Philosophy
"The PM job isn't to have the best ideas. It's to make sure the team ships the right ones, for the right users, with the right restraint."
01
User First
02
Evidence Over Opinion
03
Ship to Learn
04
Restraint is a Feature
09 · Let's Talk
Let's build something meaningful.
I'm looking for a product team where the bar is high and the users are real. If that sounds like you, get in touch.