A faster close starts with the exceptions
Use AI to prepare reconciliation and surface exceptions. Map the dependencies, evidence, and review responsibilities that determine when the books can close.
To improve the month-end close, map which tasks are waiting on other tasks. A reconciliation may be late because the statement has not arrived, a transaction is missing, or an adjustment needs review. Each problem needs a different response. AI can help prepare information and investigate discrepancies; a model is unnecessary for tracking a due date.
Start with one account or close process. Keep the controller responsible for accounting policy, approval requirements, and the decision that the period is ready to close.
Build a close dependency sheet
For each task, record its inputs, owner, reviewer, deadline, and completion evidence. This example is a planning aid to adapt with your finance team.
| Task | Depends on | Evidence of completion |
|---|---|---|
| Collect account activity | Statements and ledger exports for the correct period | Source files, account identifiers, and completeness checks |
| Prepare matching | Validated imports and approved matching rules | Matched items and a separate unresolved list |
| Resolve differences | Supporting records and the responsible owner | Resolution, explanation, and any approved adjustment |
| Review reconciliation | Prepared balance and documented outstanding items | Reviewer sign-off with supporting evidence |
| Complete the close task | Required reviews and downstream checks | Recorded approval and final status |
Do not mark a task complete merely because a file exists. Confirm the account, period, and expected contents. A correctly named spreadsheet from last month can still pass a superficial check.
Separate matching from interpretation
Check your finance platform's existing reconciliation features first. For example, Microsoft documents bank statement imports and sequential matching rules. Exact matches and established tolerances can often be handled through configured rules.
AI can propose explanations for unmatched items or retrieve relevant supporting information. Keep those suggestions distinguishable from confirmed matches. An equal amount alone does not establish that two transactions belong together; dates, references, currency, and account context matter.
Each unresolved item should show its amount, age, proposed explanation, evidence, and owner. Where a decision changes the ledger, route it through the finance team's review procedure. Estimates and accounting judgments need accountable review even when the supporting schedule was prepared automatically.
Use a real close as the acceptance test
Run the preparation process alongside the existing close. Include late transactions, missing statements, reversals, and duplicate imports. Test whether changes to source data after a review invalidate the earlier approval or require another review.
Track preparation time, review time, overdue dependencies, unresolved items by age, and corrections after sign-off. Count both the effort removed and any new work spent checking or repairing the automation.
A shorter close is useful only if the evidence and review remain dependable. Set acceptance criteria with the controller before the pilot, then review the results together.
If invoice intake is the blockage, use the separate invoice approval workflow. If the close already has a defined bottleneck, Capacity Generation can address it through Workflow Optimization. Expand to another account or dependency after the first process meets its agreed checks.