Harvard senior in Physics and Economics (2026). Prev: ML and computational biology research at the Philip Cluzel lab (Harvard) and Adam Arkin lab (UC Berkeley).

Visual Intuition
AI that learns how to visually reason and automate data annotation end-to-end
About
Automating expert data annotation end-to-end, from radiology to remote sensing, saving experts millions in hours and billions in dollars. Built on behavioral cloning: models are trained on how experts actually navigate, click, and correct, not just on final static labels. Our technical foundation is our ICML paper (Spotlighted, top 2.2%), 'A Systematic Study of Behavioral Cloning for Scientific Data Annotation.' Try out a real annotation task and compare your accuracy to our model at visualintuition.ai/demo
Team (2)

Ishaan Chandok
CTO & Co-Founder
Harvard Physics PhD student with Aravinthan Samuel and Jeff Lichtman. Math undergrad at the University of Toronto. Co-first author of 'A Systematic Study of Behavioral Cloning for Scientific Data Annotation' (ICML 2026 Spotlight, top 5%) and SmartEM (Nature Methods, 2025), AI-driven electron microscopy for connectomics.
