What you receive
- Return rate, threshold headroom, and over/approaching/within status per product
- Estimated chargeable units above the allowance and estimated fee exposure
- Over-threshold review queue ranked by dollar exposure, with your high-exposure flag
- Category summaries totaling units, over-threshold rows, and estimated exposure
- Transparent estimate, threshold, and rounding notes for human review
Who it is for
Amazon FBA sellers, agencies, and finance teams turning a per-product returns export into a bounded list of which SKUs are running a returns-processing-fee bill before a human checks the source report.
Delivery: usually a structured result, workbook, or ZIP depending on the tool.
How it stays safe
Friday performs arithmetic only on the per-product units, return counts, category thresholds, and per-unit fees you supply. It reads no Amazon account, returns report, or fee schedule and verifies no value. Amazon's returns processing fee applies to units returned above a category-specific threshold at a per-unit amount set by the product's size tier and weight—both the threshold and the fee are supplied here, not looked up. Estimated chargeable units and fee exposure are triage estimates, not Amazon's billed count, its rounding, proof a fee was charged, or a dispute-worthy finding. Friday files no case, edits no listing or price, changes no inventory, does not publish listings, and modifies no seller account. A human must verify the current returns report and Amazon fee guidance before acting.
Synthetic sample
See the deliverable structure before buying
{
"row_count": 5,
"over_threshold_count": 3,
"approaching_threshold_count": 1,
"within_threshold_count": 1,
"high_exposure_count": 2,
"total_units_sold": 3500,
"total_units_returned": 325,
"total_estimated_fee_exposure": 194.5,
"review_queue": [
{
"priority_rank": 1,
"status": "over_threshold",
"sku": "SKU-KNIFE",
"return_rate_percent": 12.0,
"category_return_rate_threshold_percent": 10.0,
"estimated_chargeable_units": 20.0,
"estimated_fee_exposure": 110.0,
"high_exposure": true
},
{
"priority_rank": 2,
"status": "over_threshold",
"sku": "SKU-DESK",
"return_rate_percent": 15.0,
"category_return_rate_threshold_percent": 12.0,
"estimated_chargeable_units": 6.0,
"estimated_fee_exposure": 72.0,
"high_exposure": true
},
{
"priority_rank": 3,
"status": "over_threshold",
"sku": "SKU-PEN",
"return_rate_percent": 9.5,
"category_return_rate_threshold_percent": 9.0,
"estimated_chargeable_units": 5.0,
"estimated_fee_exposure": 12.5,
"high_exposure": false
},
{
"priority_rank": 4,
"status": "approaching_threshold",
"sku": "SKU-LAMP",
"return_rate_percent": 8.0,
"category_return_rate_threshold_percent": 8.0,
"estimated_fee_exposure": 0.0
},
{
"priority_rank": 5,
"status": "within_threshold",
"sku": "SKU-MUG",
"return_rate_percent": 5.0,
"category_return_rate_threshold_percent": 10.0,
"estimated_fee_exposure": 0.0
}
],
"category_summaries": [
{
"category_label": "Kitchen",
"over_threshold_count": 1,
"estimated_fee_exposure": 110.0
},
{
"category_label": "Furniture",
"over_threshold_count": 1,
"estimated_fee_exposure": 72.0
},
{
"category_label": "Office",
"over_threshold_count": 1,
"estimated_fee_exposure": 12.5
},
{
"category_label": "Home",
"over_threshold_count": 0,
"estimated_fee_exposure": 0.0
}
],
"warnings": [
"Every threshold and per-unit fee is seller-supplied; Amazon's returns processing fee is looked up nowhere and no fee is asserted charged.",
"Estimated chargeable units and exposure are triage arithmetic, not Amazon's billed count; no dispute is filed and no listing or inventory is changed."
],
"publish_status": "draft_needs_review"
}
This sample uses synthetic facts. Your output is generated only from the facts you submit.