Products
What I've built and led
Each case study says what my role was, the decisions I made and what I gave up, and which numbers are results, which are signals, and which are still open.
- Live

Anthropic hackathon · 2026
Abhyas Studio
Job simulations on a phone where India's school mentors rehearse teaching, giving feedback and leading, with AI characters whose reactions are set by code.
ROLE Product, learning design, research and the build
7 of 8mentors named a change for their next real visit
Read the case study - Deployed


Wadhwani AI · 2025-2026
SEAP · Spoken English practice
Spoken English practice for vocational students. I defined success as coming back, not signing up, and the pilot data refocused 2.0 on habit and on making sentences.
ROLE Owned strategy, pilot metrics and 2.0
49institutes in the pilot I designed, against 18 planned
Read the case study - Live since 2022

Central Square Foundation · 2022-2023
State classroom-observation system
An offline observation tool built in three weeks for the mentors' training, a free live dashboard, then a role-based state app for teachers, mentors and officials.
ROLE Product lead · built the offline tool and dashboard myself
~50,000classroom observations logged by mentors
Read the case study - Piloted


Central Square Foundation · 2025
Sakhee · AI teacher coach
Teachers record a lesson's audio on a phone and get kind, specific feedback on the teaching steps they did and missed. I chose the problem and led the product.
ROLE Product lead · set up the AI vertical
53% → 74%of key teaching steps used, first to last recording (50 teachers)
Read the case study - At scale


Wadhwani AI · 2025-2026
AI reading assessment · ORF
A child reads aloud and speech AI scores every word. The program has assessed more than 9 million children in two states; I worked on taking it to new ones.
ROLE Senior Program Officer · state expansion
5 morestates signed agreements while I worked on expansion, Sep 2025 to Jul 2026
Read the case study
Built for myself
Gated
the next case stays locked until I do the practice the grader set
In personal use
Case Room
A voice case-interview simulator for practicing structured problem solving out loud. An AI interviewer runs the case, a second model grades it, and practice gates the next case.


Private, friends only
Chitralahari
The Telugu movie quiz nights I run with friends, as a phone game: song rounds by ear, live rooms, and questions friends write in a spreadsheet.