2,500 accounts.

2,500 accounts. One person doing fee reviews manually.

That is not a staffing problem. That is what happens when a firm’s data lives in documents instead of systems, and nobody has built the bridge between them.

At a firm we work with, the ops lead described their onboarding process this way: a prospect sends over statements, someone on the admin team enters the data into the file manager, an Excel sheet gets assembled field by field, and emails go back and forth between admin and the portfolio manager for anything the admin team cannot answer on their own. Every new client. Every time.

She also said something that framed the whole conversation: “Our data is our bread and butter. We don’t hold money. We hold data.”

That is exactly right. And it is why the manual extraction step is not a minor inconvenience. Every hour spent copying fields from a PDF into a spreadsheet is an hour spent on the one thing the firm cannot afford to get wrong.

The firms that treat data movement as infrastructure automate the extraction, validate against existing records, and let the ops team spend time on exceptions. The firms that do not are running the same Excel sheet they ran five years ago, just with more accounts on it.

2,500 accounts is a lot of manual fee reviews. It is also a very clear number for what automation is worth.