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Heavy mining· Client under NDA· In production

Purchasing, rebuilt
as a system.

The purchasing core of a mining operation ran by hand: every order read, classified and typed into the ERP by a person. We rebuilt that core as an operation of coordinated agents. It went into production, inside the system the company already used.

30 → 5 min
per order processed
capacity from the same team
zero
keying errors in the ERP
The problem

Every purchase order went through a person reading the invoice, checking the sample, finding the right code in the catalogue and typing it all into the ERP. It took about 30 minutes, depended on whoever was in the chair, and one wrong digit became a wrong entry deep inside. The bottleneck wasn’t the system. It was the manual work on top of it.

The architecture · agent org chart
01
Intake

Invoice and load sample arrive as PDF, photo or XML.

02
Reading

One agent extracts items, quantities and supplier. Another reads the sample.

03
Classification

The material is classified against the catalogue, with confidence measured and logged.

04
Confirmation

The buyer reviews and approves. Nothing is written without a human in the loop.

05
Write

The order is posted inside the ERP, transactionally, and re-read for verification.

classificação de compras · representação
COMPRAS · CLASSIFICAÇÃO
Entrada automática
90,7%
ACERTO MÉDIO
NotaAmostraClassificaConfirmaERP
ENTRADA
CLASSE
CONF.
STATUS
Lote 4821 · Concentrado
Classe A
96%
● Lançado
Lote 4822 · Granulado
Classe B
91%
● Lançado
Lote 4823 · Fino
Classe A
88%
○ Aguardando
Lote 4824 · Pelota
Classe C
79%
○ Aguardando
Inside the ERP

Not on top.
Inside.

Most AI tools sit outside the ERP, pushing data through brittle integrations. This was different. The agents write transactionally inside the client’s ERP. Every write is confirmed by a human and re-read right after, to verify that what was written is what was approved. Reversible and auditable.

Integrating inside a system like that is the part nobody solves with an off-the-shelf connector. That’s where the system proved its worth.

Contact

Let’sarchitectyouroperation.

Tell us what your operation needs to solve. The people who answer are the team that designs and builds the system.

Prefer to write directly?
[email protected]+55 11 92226-7492
Forya · São Paulo · 2026 · MMXXVI