A practice of this size receives thousands of client documents a month in every format known to humanity — scanned bills, phone photographs of invoices, bank statement PDFs, WhatsApp forwards, and the occasional actual spreadsheet. All of it has to become structured data before anyone can do accounting with it.
That work falls to articles and junior staff, who spend a large part of every week reading numbers off a screen and typing them into another screen. It is the single largest block of time in the building and it produces no professional judgement whatsoever.
The numbers that moved.
All figures modelled — see the note above.
The list we will not build.
Most people selling AI leave this part out. It is the part that decides whether the whole thing survives its first year.
Professional liability sits with a named individual. No exceptions, ever.
A confident wrong answer about a provision is a negligence claim. The assistant is built to refuse this category.