Prototype with mock data. Built to show understanding of human data workflows. Nothing here trains a real model.
Human Data Studio

How human feedback becomes AI training data

Modern AI is shaped by human judgment.
This is a short, clickable walkthrough of how a Human Data team turns that judgment into reliable training data.

The loop

Every model improvement runs through these five steps, then repeats.

1
Design the campaign
2
Collect model answers
3
Humans rate and fix
4
Calibrate the people
5
Use the data to train
the loop repeats

In this demo you run one small campaign, rating four AI answers, and see every step in action.

Running this loop well, writing the instructions, coordinating the raters, checking quality, and reporting results, is the Human Data program manager job.