A company brain that already knows the answer, so people stop asking each other
At a refrigerant supplier we work with, answering a simple question often meant interrupting two or three colleagues. Someone knew where the file was, someone else remembered what was agreed with the customer about cylinder returns, and a third person had the numbers. Knowledge sat with individuals, and it was lost when they left.
The company brain holds it in one place. Email and message history, ERP records, sales reports, past correspondence and the rest of the company's digital work are collected and kept current. People ask in plain language, AI finds the answer in the company's own records, and each person only sees what their permissions allow.
Because the information is now in one place and ready to be acted on, new agents can be built on top of it instead of starting from nothing. The brain grows with the company, and every agent that comes later begins with everything that came before.
Case studies
Stock is live, every past day is on record, and errors are caught as they happen
Filling plants in different cities reported their work through email and messaging groups. Once a week someone read every message, wrote the numbers down, and tried to match them with the ERP. By the time the numbers were ready, they were already a few days old, and a wrong number was usually found long after the gas had moved.
Purchase invoices and returns are read and posted into the ERP by an agent, with the accountant approving
A refrigerant supplier's purchase invoices are not simple documents. Gas, cylinders, freight and deposits sit on the same paper, VAT is not always one rate, imports arrive in dollars or euros, and returned cylinders come back as their own kind of invoice. All of it was typed into the ERP by hand, line by line.
Sales, customer accounts and market position in one place, with the system pointing out what needs attention
Sales information lived in the ERP, in spreadsheets, and in what the sales team remembered. Management could not see which region was weak or how much of a market was actually being reached, and a customer who had stopped ordering gas was often noticed months later.