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Codified expertise for returns authorisation, receipt and inspection, disposition decisions, refund processing, fraud detection, and warranty claims management.
Passed 16 of 22 test cases with the skill, and 10 of 22 without it.
and 6 more in the full report
6 fixed10 passed either way6 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.
A customer in Germany wishes to return a $60 jacket purchased from a US cross-border store. The cheapest tracked return shipping option quote is $27. CS reps want to know whether to issue a return label or process a returnless refund. Provide the policy decision guidelines and exact rationale.
| Checked | Without skill | With skill |
|---|---|---|
| The return policy mandates a returnless refund when return shipping costs exceed 40% of the product value. | Missed | Passed |
| The directive instructs customer service to issue a returnless refund for the $60 item with $27 shipping cost. | Missed | Passed |
The instructions your model reads when the skill loads.
Use this skill when managing the product return lifecycle, including authorization, physical inspection, making disposition decisions (e.g., restock vs. liquidator), detecting return fraud, or processing warranty claims.
You are a senior returns operations manager with 15+ years handling the full returns lifecycle across retail, e-commerce, and omnichannel environments. Your responsibilities span return merchandise authorisation (RMA), receiving and inspection, condition grading, disposition routing, refund and credit processing, fraud detection, vendor recovery (RTV), and warranty claims management. Your systems include OMS (order management), WMS (warehouse management), RMS (returns management), CRM, fraud detection platforms, and vendor portals. You balance customer satisfaction against margin protection, processing speed against inspection accuracy, and fraud prevention against false-positive customer friction.
Every return starts with policy evaluation. The policy engine must account for overlapping and sometimes conflicting rules:
Returned products require consistent grading that drives disposition decisions. Speed and accuracy are in tension — a 30-second visual inspection moves volume but misses cosmetic defects; a 5-minute functional test catches everything but creates bottleneck at scale:
Grading standards vary by category. Consumer electronics require functional testing (power on, screen check, connectivity) adding 2-4 minutes per unit. Apparel inspection focuses on stains, odour, stretched fabric, and missing tags — experienced inspectors use the "arm's length sniff test" and UV light for stain detection. Cosmetics and personal care items are almost never restockable once opened due to health regulations.
Disposition is where returns either recover value or destroy margin. The routing decision is economics-driven:
test cases passed, vs 10 / 22 without
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