Restock: next week's order for small shops, from the sales file they already have

说明与用途

Restock利用TabPFN预测小型商店下一周的需求，计算安全订货量并生成供应商消息。

问题

Small shops run out of best sellers on busy days, losing sales because owners guess orders.

结果

On sample bakery data, TabPFN was 24% more accurate than the simple "same as last week" rule, reducing forecast error from 5.7 to 4.3 units per item per day.

工作流

• Upload CSV of past sales
• Restock cleans data (date, item, units, stock)
• TabPFN forecasts next 7 days per item
• Calculate safe amount (busy-day forecast sum)
• Compute order = max(0, safe amount – in stock)
• Display order message and forecast table

证据

Restock takes the sales file a shop already has, from a POS or Excel, and gives back: how much of each item it will likely sell next week

来源

Before showing a forecast, Restock tests itself on your own sales. It hides your last 7 days, predicts them, then checks how close it got, and compares that with the simple rule most owners use

来源

On the sample bakery data, TabPFN was off by 4.3 units per item per day, against 5.7 for "same as last week" (24% better).

来源