Real ChatGPT answer · index seedo1bkItPIyrYcompleteRetail and ecommerce · apparel and shoesinformational
How do thrift store owners calculate the ideal sell-through rate to decide when to mark down vintage outerwear by fifty percent at the end of the season?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do thrift store owners calculate the ideal sell-through rate to decide when to mark down vintage outerwear by fifty percent at the end of the season?
2 real searches · 1 real-search pass
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
apparel retail seasonal inventory sell through rate markdown optimization end of season benchmarks vintage clothing Google ↗
retail inventory sell-through rate formula markdown timing seasonal merchandise gross margin Google ↗
- Key Metrics to Track in Fashion, Apparel, & Footwear · spscommerce.com
- Sell-Through Rate (STR): How to Calculate & Improve It (2026) — Sell-Through Rate Is Total Sales Divided by Stock on Hand, Times 100; A Higher Rate Means Inventory Sells Before It Sits, and You Can Improve It With Smarter Buying, Promotions, Bundles, and Demand Forecasting · shopify.com
- Merchandising Metrics Calculator: Sell-Through, Weeks of Supply, Turnover, GMROI & Markdown · apparelsearch.com
- Markdown Strategy in Fashion Retail: Timing and Depth · tatsianabandziuk.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
apparel retail seasonal inventory sell through rate markdown optimization end of season benchmarks vintage clothing OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
retail inventory sell-through rate formula markdown timing seasonal merchandise gross margin OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |