Which parts of a finance close can AI actually shorten?
Reconciliation, variance explanation drafting, and the evidence-gathering that consumes the first week of every close. Not journal entries posted without review, not anything that touches the ledger unapproved. Finance teams get the clearest before-and-after of any function because the cycle repeats monthly and the baseline is already measured.
- Improve operational efficiency
- Reduce cost
Finance & Accounting
The close is the clearest test
A monthly close is measured, repeated, and universally hated, which makes it the best possible first engagement. The baseline already exists, the cycle comes around again in four weeks, and everyone in the department can tell you exactly which days hurt.
Most of the pain is not judgment. It is assembling evidence, chasing explanations for movements that turn out to be routine, and reconciling accounts where the difference is a timing entry someone forgot to mention.
What we build
Reconciliation that surfaces and explains exceptions rather than clearing them. The distinction matters: an automated clear is a control failure waiting to be found by an auditor. Exceptions arrive with the supporting detail already assembled and a drafted explanation, and a human accepts or rejects.
Variance commentary drafted from the actual movements, in your house style, for a controller to approve. This is usually the single biggest time saving in the close, because it converts a blank page into an edit.
Accounts payable capture, coding, and three-way match, with the same exception routing. Audit evidence assembled and indexed against the request list, which turns a two-week scramble into a review.
The control boundary
Nothing posts to the ledger without a named approver, and every action is logged with that name. This is not caution about model quality. It is that segregation of duties is a control your auditors test, and an automated posting path that no person approved will fail that test.
Typical projects
- Account reconciliation with exceptions surfaced and explained, not auto-cleared
- Variance commentary drafted from the actual movements, for a controller to approve
- Accounts payable: invoice capture, coding, and three-way match
- Audit evidence assembled and indexed against the request list
- Contract and revenue-recognition review against the terms as written
The same work, by industry
How it starts
A three-week assessment scoped to this area: where the hours actually go, what is worth building, and what to fix first. You keep the findings whether or not there is a next part.