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A committed refund sample produced a policy-grounded recommendation, required human approval, and preserved a clear customer handoff.
The Sample replays committed fixtures. It calls no model, app, browser, or external service.
Reads one support ticket, order, and payment, evaluates the request, issues only the approved bounded refund, updates the customer ticket, and leaves financial and support proof.
You can inspect the Sample without connecting anything. Codelit asks for these connections only when you switch the remix to your own data or a live run.
Compare the job, proof, apps, and approval boundary before choosing.
Model estimate
$0.02-$0.06 / live run