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Henry Arce automation · AI · data

For Grupo SPSIL · 2026

Lin-AI: AI assistant on top of the ERP

Problem
Business questions about the ERP (“how much have we sold to this customer this year?”) ended up in a report or an email to whoever knew how to pull the figure.
What I did
An assistant that answers by querying the ERP in read-only mode. Each type of query is a closed function: the model chooses which one to use and with which parameters, so it does not make data up. It relies on editable business notes that explain how each figure is calculated.
Result
In use at Grupo SPSIL since 2026. It answers in Spanish, English and Chinese, as text, a table or Excel, and cannot change anything in the ERP.

Python · Agents · Knowledge base · SQL Server

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