About this project
Most delivery feedback is subjective — "sound more confident," "be more engaging" — advice that isn't actionable and, more importantly, isn't something an agent can honestly claim to fix. Confidence is built by talking to real people, not software. What is fixable and checkable: how many filler words you used and where, whether you rushed or dragged relative to your own baseline pace, and whether your vocal stress landed on your script's actual key points or drifted off them. This project deliberately narrows the scope from "make you a better speaker" to "show you precisely where your delivery didn't match your plan" — a claim it can actually back up with timestamps and numbers.
Education & Research track
Build innovative tools that transform learning, teaching, academic research, and knowledge discovery.