AI for Intercompany Reconciliation: Start With the Exceptions

Founder takeaway

Apply AI first to reconciliation exceptions rather than automating the entire process. Let it surface and investigate mismatched balances while accountants retain approval authority, then expand only when the evidence supports it.

Why it matters

A narrow, measurable deployment limits financial-control risk and reveals whether AI produces real operating leverage. Review time, false-match rates, and total cost provide a clearer business case than automation claims alone.

Relevant guides

Put it to work

Choose one recurring intercompany reconciliation and establish baselines for review time, false matches, and cost. Pilot AI on exceptions only, require human approval, and set explicit performance thresholds for expanding its role.