Field note
Accounting & Finance · Desk 07
The useful stack in an accounting practice is narrow: document intake, variance explanation, and a second-pass on narratives you already understand. ChatGPT and Claude are fine for first drafts of client emails and internal write-ups. They are not a replacement for the ledger, the close checklist, or the partner who still owns the opinion.
Where teams get hurt is silent automation — a bot that recodes transactions, a copilot that invents a citation, a “close assistant” that never writes an audit trail. If the output cannot be tied to a source document, it is not adoption. It is a future restatement.
Start with one workflow that already has a reviewer: AP exception notes, flux analysis, or engagement-letter drafts. Measure hours on that workflow for two close cycles before you buy another seat. Copilot in Excel is often the right spend because the artifact is still a spreadsheet a partner can interrogate.
If the output cannot be tied to a source document, it is not adoption. It is a future restatement.
How we read this categoryWe do not celebrate “hours saved on the close.” We ask who still owns the opinion.
Buy tools that leave a paper trail. Do not buy a chatbot and call it the audit.
