I’m a computer science student who works like a technical PM: I build my own prototypes and test my thinking against real data.

13,000 Play Store reviews narrowed to 15 complaint themes, scored against 182 reviews I labelled by hand.

ChatGPT voice mode adoption in IndiaFellowship research

Most people who skip ChatGPT’s voice mode aren’t blocked by anything. The ones who use it go quiet in public, so I prioritised a whisper mode.

36 survey responses. 5 one-to-one interviews. 3 hypotheses tested. 4 solutions ranked by effort and impact.

Starting thesis

What the research showed

The thesis I started with, and what 36 survey responses and five interviews pointed to instead.

VoC CopilotCuriosity project

13,000 reviews over 30 days. 4,126 with real content. 1,633 inside a theme. 182 labelled by hand.

84% 1 or 5 stars16% 2 to 4 stars

Star ratings across the 13,000 reviews: 10,980 are either 1-star or 5-star.

GrowPulseRAG product

12,800 Groww reviews. 49 automated checks with no AI in them. Nothing is published without a typed approval.

340 reviews matched fee keywords. The model sorted them into four labels; code did the counting.