What you receive
- Month-by-month demand tendency and drivers
- Marketplace retail-event calendar (Prime Day, Black Friday, back-to-school, and more)
- Peak months and per-peak order-by restock windows
- Listing-refresh windows timed to your lead days
- Planning actions and explicit limits (no sales forecast)
Who it is for
Sellers, agencies, and agents planning inventory orders and seasonal copy ahead of demand, without a demand-forecasting subscription.
Delivery: usually a structured result, workbook, or ZIP depending on the tool.
How it stays safe
Friday maps a fixed knowledge base of general US-retail seasonality onto a 12-month calendar and computes order-by and refresh windows from the lead time you supply. It is a planning starting point, not a forecast of your product's sales. Friday reads no account, listing, search-volume, traffic, or sales data, guarantees no outcome, does not publish listings, and orders, reprices, or changes nothing. Retail event dates shift by year and marketplace; a human must confirm every month against real sales history and verify exact event dates before committing budget.
Synthetic sample
See the deliverable structure before buying
{
"peak_months": [
"April",
"May",
"June"
],
"month_preview": [
{
"month_name": "February",
"demand_tendency": "moderate",
"action": "Order inventory now to land before a peak (\u224860-day supplier lead time)."
},
{
"month_name": "May",
"demand_tendency": "peak",
"retail_events": [
"Mother's Day (mid-May)"
],
"action": "Peak window: inventory should already be landed and seasonal copy live. Monitor stock daily."
},
{
"month_name": "July",
"demand_tendency": "elevated",
"retail_events": [
"Independence Day (Jul 4)",
"Amazon Prime Day (mid-July)"
],
"action": "Above-baseline demand: keep stock and seasonal copy current."
}
],
"restock_windows": [
{
"peak_month": "May",
"target_month": "March",
"note": "Order by March to land before the May peak, using your 60-day lead time."
}
],
"publish_status": "draft_needs_review",
"safety": "A general planning calendar from a fixed US-retail seasonality knowledge base, not a forecast of your sales. No account, listing, or demand data is read, and nothing is ordered, edited, or published."
}
This sample uses synthetic facts. Your output is generated only from the facts you submit.