Pricor: local AI reads the supplier spreadsheet, an exact engine does the math

说明与用途

Pricor 使用本地 Laya 和 Gemma 模型自动解释供应商电子表格，执行精确算术，并让用户确认结果，从而减少手工工作和错误。

问题

Small Argentine shops manually calculate unit costs from supplier spreadsheets with varying formats, leading to errors and inefficiency.

结果

Pricor processed two supplier lists, automatically resolving 11 of 29 columns (10 correctly) and prompting the user for 18 columns. It produced accurate unit costs, identified price changes (514 increases, 118 decreases, etc.), and maintained full traceability.

工作流

• Upload Excel or CSV file
• Deterministic profiler identifies headers and data types
• Fine‑tuned Laya classifies columns
• Gemma 4 E4B handles uncertain columns and generates questions
• User confirms or edits column roles and assumptions
• Executor applies deterministic operations (parse, discounts, VAT, split, map, normalize)
• Preview of final unit cost and traceability
• Approve and export CSV/XLSX with rejected rows report

证据

Pricor prepares the file; it does not replace the shop's management system.

来源

The whole design is one rule: models interpret, the engine executes, the user decides.

来源

Gemma’s VAT and per-pack suggestions for the first supplier cited the right note and not the other.

来源