AI USE DASHBOARD
Help-seeking map · roles × time
Experimental Prototype — This is an experimental and incomplete prototype rapidly created during a workshop. It is provided as-is and definitely contains bugs, limitations, and unfinished features. Functionality may change without warning.

Where is help being asked for?

Drop in the logbook files your students submitted (one or many .txt files, or a whole folder). Each project gets a heatmap of roles against time. Click any cell to read the prompts behind it, grouped by which rule they fell under.

Drop logbook files or a folder here
Parses every ===== AI USE BENCH ENTRY ===== block across all files. Nothing leaves your browser.