Finance & ERP
Your month-end close is not a software problem
A slow close is rarely fixed by a new platform. It is fixed by redesigning the hand-offs, reconciliations and reviews that sit between systems, and that is where AI agents help most.
Leron Garriques, Baxter Mountain Group
When a month-end close runs long, the first instinct is often to look for new software. A new ERP module, a close management tool, a reporting layer. Sometimes those investments are the right call. More often, the close is slow for reasons no single system can fix, because the delay lives in the gaps between systems and the people who connect them.
Where the days actually go
Walk through a close with the team that runs it and the same patterns tend to appear. Very little of the time is spent on genuinely difficult accounting judgment. Most of it disappears into four places:
- Waiting on data. Subledgers, bank feeds and operational systems deliver information on different schedules, so work starts late or starts twice.
- Reconciliations. Matching transactions across systems by hand, then investigating the items that do not match.
- Manual journal entries. Recurring adjustments re-keyed every month, each one a chance for an error that surfaces later.
- Review cycles. Packages passed back and forth because the supporting detail was not ready when the reviewer looked.
None of these are solved by a better user interface. They are process and data problems, which is why they persist through system upgrades.
Fix the hand-offs first
Start by drawing the close as a sequence of hand-offs: who needs what, from which system, by when. The critical path is usually obvious once it is on one page. Small changes here, such as agreeing cut-off times with operational teams or pulling data automatically instead of by request, often recover more time than any tool.
This is also where agents earn their place. An agent can watch for late or incomplete inputs, chase the owner, and flag the dependency before it delays everyone downstream. That is unglamorous work, and it is exactly the coordination that consumes a close team’s first days.
The delay lives in the gaps between systems and the people who connect them.
Let agents carry the repeatable work
Reconciliation is a natural fit for agent support. Most matches follow clear rules. An agent can match the straightforward items, propose matches for the near-misses with its reasoning attached, and route the true exceptions to the right person with the context already gathered. The accountant’s time shifts from searching to deciding.
The same applies to recurring journal entries and close checklists. An agent can prepare entries from source data for review, track checklist status across entities, and assemble the supporting detail a reviewer will ask for, so packages arrive complete.
Keep control where it belongs
Finance leaders are right to be cautious. Any agent working in the close needs the same discipline as a person in the role:
- Defined permissions, with posting and approval rights kept with people.
- A complete record of what the agent did, which data it used and why.
- Clear thresholds that send anything unusual to a human reviewer.
- Regular review of the agent’s accuracy against the team’s own checks.
Designed this way, agents strengthen controls rather than weakening them, because every step is recorded consistently instead of living in spreadsheets and inboxes.
A sensible first ninety days
| Phase | Focus |
|---|---|
| Days 1–30 | Map the close, agree the baseline number of days and identify the critical path. |
| Days 31–60 | Fix the biggest hand-off delays and deploy an agent on one high-volume reconciliation, with review on every proposal. |
| Days 61–90 | Measure acceptance and time saved, extend to recurring entries and checklist tracking, and set the target for the next quarter. |
The goal is not a heroic one-off. It is a close that gets a little shorter every month because the work between systems has been designed, not improvised.
Key takeaways
- Most close delays come from hand-offs, reconciliations, manual entries and review cycles, not from software.
- Map the critical path before buying anything.
- Use agents to chase inputs, match the routine items and assemble support, with people deciding.
- Keep posting rights, thresholds and a full audit trail with the finance team.