All experiments

Live · Period 2026-01 – present

CVR Lab

Web interactions organized by what makes people engage

A catalog of about 200 browser interactions built with AI-driven development, each paired with a conversion use case and a behavioral hypothesis.

Hypothesis

Even mass-produced AI-built interactions become reusable marketing patterns once the reason behind each action is written down.

Learnings

  • Choose Canvas or DOM by whether rendering performance or accessibility matters more.
  • Bulk fixes across 200 components stay stable once bugs are grouped into patterns first.

Stack

React 19 / TanStack Start / Canvas API / Web Audio API

Open

Related articles