Scroll to see how Sorsh turns the way work is produced into a decision you can act on.
A 2KB SDK drops into any labeling tool and records keystroke, paste, and focus timing at the point of work, never the content itself.
Keydown · Paste · Tab-away · Edit churn
Behavioral catches cheating. Quality catches low effort. An LLM judge corroborates. Either strong signal can flag on its own, so a pasted answer drops fast.
behavioral · quality · content → composite
Sorsh sits as the delivery gate. Contaminated batches are pulled out of the pipeline before they ship, so your reputation with the lab stays intact.
2 contaminated batches blocked this run
Every contributor lands in a ranked queue with the next move spelled out: retrain, remove, or hold payment. No spreadsheets, no Slack archaeology.
riskiest first, with the reasons attached
Try the live playground, or join the waitlist for a trust audit on a sample of your real pipeline.