# AI for Retail — Kemeny Studio

> School-supplies retailer, Chile: 190,325 items extracted, 97.9% list-level extraction success, in production since Dec 2025.

Document intelligence: school-list extraction and catalog matching. 7,563 lists. More than 200 active schools. Peak of 316 lists in a day. 95.7% resolved on first pass, 4.3% sent to human review. Model cost about US$0.01 per list. No time-savings claim. See https://kemenystudio.com/cases

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Canonical page: https://kemenystudio.com/industries/retail
Site overview for LLMs: https://kemenystudio.com/llms.txt · Full content: https://kemenystudio.com/llms-full.txt