Associate Product Manager
SAVYMINDS
United States · Remote
@ sanchi bansal
Making sense of what's possible.
Product Manager & Data Engineer
I love turning complex ideas into thoughtful, useful products, from the first messy sketch to something people can actually use.
Always learning about the space between product, data, and engineering.
Say hello01 / BACKGROUND
Where I've been.
The teams and spaces that have shaped how I think.
Aug 2026 – Present
Student Collaborator (Engineering)
Bloomberg
Princeton, NJ · United States
Data Analytics Co-op
Exelon
Pennsylvania · On-site
Data Science Intern
Flying Saints
Delhi, India · On-site
02 / PROJECTS04 PROJECTS
Selected work.
A growing collection of things I've explored, designed, and built.
CASE STUDY / A Permission Model for Meta Muse2026
PRODUCT EXPLORATIONDesigning Trust01
READ THE FULL MODEL↗
Designing Trust
A permission and approval model for Meta's Muse agent, earning standing trust incrementally without drowning users in prompts or widening the blast radius when something goes wrong.
CASE STUDY / APPLE BEDTIME2026
PRODUCT EXPLORATIONWhen to Get Boring02
READ THE FULL MODEL↗
When to Get Boring
Redesigning Apple's bedtime experience so people actually follow it, shaping the hour before bed instead of firing the same reminder into apps built to keep you scrolling.
CASE STUDY / ttyl2026
PRODUCT EXPLORATIONWhen to Come Back03
READ THE FULL MODEL↗
When to Come Back
Building ttyl, an audio time capsule: record a moment, forget it, and have it come back when you least expect it. Not a journal, not a feed. A capsule that opens itself.
CASE STUDY / SPEAK FOR THE TREES2026
PRODUCT EXPLORATIONWhen to Speak Up04
READ THE FULL MODEL↗
When to Speak Up
Speak for the Trees: an agent that reads public data about a watershed, gives a place a voice, and earns the right to ask people to act, and eventually to steward resources, on the ecosystem's behalf.
Let's Jam!.
Have an idea, a collaboration, or just something interesting to share? Drop me a note. I'd love to hear what you're working on.
I read every message and will get back to you as soon as I can.
sanchi.b.work@gmail.com