Month one exact to the cent, month two off by $707 — published as a miss, not re-graded. Here is what happened, why the overtime threshold was disputed, and what 12 of 12 leading AI models did on the same inputs.
Accounting needs repeatable, auditable results — not a model making its best guess on every transaction. Here is why the bulk of the work runs as model-drafted SQL you approve, with the LLM otherwise kept for genuinely ambiguous cases.
The market for AI-powered financial automation is full of vendor claims that are hard to verify. Here is what to actually check before you trust one with your books.
A practical walkthrough of how deterministic automation handles the tedious, error-prone process of trial balance formatting, classification, and validation.
Not every audit task needs a large language model. Understanding when to rely on rules-based validation and when to bring in AI reasoning is key to building reliable accounting automation.
