Product manager with 10 years across fintech and enterprise software. I take products from zero to one and then to scale. I use AI every day to think, write and prototype faster.
Sahi is a SEBI-registered broker built for active traders. I own how people discover, buy and hold equity on the platform.
Interviews, competitor teardowns and regulatory circulars, cut down to the three things that matter.
PRDs, user stories and launch notes. AI writes the first draft, and I spend my time on the judgement calls.
Every tool on this site was built with AI pair-programming. Ideas get tested before they reach a sprint.
Clickstream, orders and data APIs turned into adoption, activation and retention tracking. Strategy ideas get backtested before they get built.
Snapshots from a Nifty 500 PostgreSQL + XGBoost pipeline: walk-forward backtests, 52-week signals, 43 indicators across 456 stocks.
Generated from CSV with Hugo and Codex.
RSI(20/80) wins most often at 72.9%. SMA(200) has the best gain/loss ratio at 8.62.
Walk-forward AUC came in at 0.52. Close to a coin toss, and that was the lesson.
Note — I publish the results that don't work too. A model near 0.5 AUC taught me more about markets and evaluation than any chart pattern did.
Solutions are cheap. A sharp problem statement is rare. I spend more time on why than on what.
A shipped feature that moves no metric is just inventory. Every bet names the number it has to move before we build it.
Most decisions can be reversed, so make them quickly. Save the deliberation for the few that can't: pricing, trust and compliance.
A roadmap is defined as much by what it leaves out. Focus is a choice I make every week, not once a year.
When it's people's money, clarity beats cleverness and reliability beats novelty. Nobody should need to read the fine print twice.
Clear writing is clear thinking. If I can't explain it on one page, the team can't build it.
Happy to talk about fintech products, AI in product work, or taking something from zero to one.