AI for finance, what actually works
The AI-for-finance category is loud, mostly slideware, and worth pinning down. This is the short list of workflows that ship working in production, with the specific output the customer gets and where the savings show up.
Autonomous month-end close
Pull bank, AP, AR, payroll, and revenue subledgers into a draft reconciliation pack with variance commentary and JE suggestions. Posts on approval through the standard ERP import. Drops close days from ten to four on the first cycle.
Three-way invoice match
PO plus receipt plus invoice. Match clean, post the bill. Match dirty, escalate. Vendor email or voice follow-up on every exception. The match runs on every invoice rather than the fifty percent that get matched today by hand.
Cash-flow narrative plus board memo
Generate the cash-flow narrative plus the board KPI memo from the GL plus the CRM pipeline, in the CFO's voice, ready before the meeting. Removes the four-hour Friday-before-the-board ritual.
Vendor invoice exception handling
Variance on the invoice price triggers the agent to draft a credit memo. Missing receipt triggers the agent to email the requester. Incorrect line item triggers the agent to call the vendor. The AP team reviews drafts rather than chasing exceptions.
Frequently asked
What does not work?
Anything that requires the agent to make a strategic finance decision (capital allocation, pricing strategy, accounting policy choice). Those stay with the CFO and the controller. The agent runs the operations under the policy, not the policy itself.
Keep reading
How to automate month-end close
The close gets shorter when the manual reconciliation moves to an agent. Here is exactly how to wire that up without disrupting the controller's day.
How to integrate AI into your existing ERP stack
The right integration pattern for AI in finance is on top of the ERP, not in place of it. Here is exactly how the wiring works.
What is three-way invoice match
Three-way match is the standard AP control against fraud and overbilling. Skipping it is also the standard practice, because nobody has time to chase a missing receipt.