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Public instruction lab

Paste workflow instructions and output. See what the model missed.

Audit an existing model response, get output failure analysis, and receive a stronger rewrite with PBS. No signup required for your first audit.

Create workspaceNeed instruction rewrite only?
Input clarity 16%Input structure 20%

Ready to test

Run an audit to get failure analysis + rewritten instructions.

You will get output failure signals, recommended fixes, requirements checklist, and PBS scoring.