Pay once · No Friday subscription
Find out which return driver is actually costing you, and fix that one first.
Included in the $9.00 Shelf Kit
Sellers, agencies, and agents deciding which return driver to fix first from an exported returns report.
Delivery: usually a structured result, workbook, or ZIP depending on the tool.
Friday treats reason lines and buyer comments as untrusted data and creates only an analysis draft. Buckets come from fixed keyword patterns, not from reading buyer intent, so a short or ambiguous line can land in the wrong bucket — read the unclassified list yourself. It reads no returns report, accesses no seller account, does not publish listings, and creates or changes no refund, case, or listing.
Synthetic sample
{
"publish_status": "draft_needs_review",
"total_return_units": 60,
"return_rate_percent": 5.0,
"top_category": "damaged_in_transit",
"categories": [
{
"category": "damaged_in_transit",
"label": "Damaged in transit",
"units": 31,
"share_percent": 51.67,
"example_reasons": [
"Arrived damaged, lid cracked"
],
"recommended_actions": [
"Review protective packaging and drop-test the current pack-out.",
"Compare damage rates by carrier and by ship-from location before changing packaging."
]
},
{
"category": "sizing_fit",
"label": "Size or fit mismatch",
"units": 18,
"share_percent": 30.0,
"example_reasons": [
"Wrong size for my cup holder"
],
"recommended_actions": [
"Publish measured dimensions per size, not just a size label."
]
}
],
"finding_preview": [
{
"severity": "error",
"code": "concentrated_return_driver",
"message": "Damaged in transit accounts for 51.67% of the supplied returned units; work this bucket before the smaller ones."
}
],
"unclassified_reasons": [
"Buyer did not state a reason"
],
"safety": "Analysis draft only; buckets come from fixed keyword patterns, not judgement. It reads no returns report, accesses no account, and creates or changes no refund, case, or listing."
}
This sample uses synthetic facts. Your output is generated only from the facts you submit.
POST /v1/quality/return-reason-analysis
Exact x402 price: $0.25. Use the public OpenAPI schema and Base USDC payment flow. The response returns a private job URL and temporary token.