For a construction-software platform, we built AI agents that match invoices, apply payments, and post straight to ERP— clearing the manual reconciliation that was eating a full finance workload every week.
ERP
Agentic AI
3-way match
AP + AR
50 hrs/wk
AP time reclaimed
45 hrs/wk
AR time reclaimed
95 hrs/wk
Combined
2 FTEs
Capacity freed
The challenge
Finance was matching invoices by hand.
As the platform scaled, its AP and AR volume grew faster than the team could process it — and the reconciliation work fell entirely on people.
Manual matching
Staff hand-matched every invoice to its PO and receipt, line by line.
Reconciliation drag
AP and AR reconciliation consumed dozens of hours across the team each week.
Late exceptions
Mismatches and short-ships surfaced days later, after payments had moved.
Slow month-end
Close dragged as the team worked through a backlog of unmatched items.
Slow month-end
Close dragged as the team worked through a backlog of unmatched items.
Error risk
Manual keying into the ERP meant posting mistakes and duplicate payments.
No headroom to scale
More transaction volume simply meant more hours — or more headcount.
How it works
An agent that owns the match — end to end.
The agent reads each document, matches it against the ERP, and either posts it or flags exactly what’s wrong — no template rules to maintain.
01
Ingest
Pulls incoming invoices and payments from email and the ERPqueue, extracting line-level detail.
02
Match
Runs 3-way match on AP (invoice ↔ PO ↔ receipt) and applies AR payments to open invoices.
03
Decide
Auto-posts clean matches; flags exceptions with a plain-language reason for a human to review.
04
Post
Writes results straight back to Acumatica, keeping AP and AR reconciled in near real time.
Built on
The stack
Agentic AI : Anthropic Claude Opus, Managed Agents
ERP : Acumatica
Cloud Hosting : AWS
API Integration : .Net Core
Authentication and Seurity : OAuth, JWT
Drowning in manual reconciliation?
Let’s scope an AP/AR agent for your ERP and put those hours back on the board.