Use case
AP teams still copy vendor invoices from PDFs and email into ERP fields, then chase mismatches by hand. Arcloops designs AI invoice capture, validation, and exception routing so finance closes cleaner without pretending every invoice is perfect.
Vendor invoices arrive as PDFs, scans, and email forwards with inconsistent layouts. Clerks re-key header and line items into ERP. Three-way match fails because PO numbers are mistyped or quantities diverge. Exceptions pile in shared inboxes while vendors escalate for payment. Month-end becomes a reconciliation war between AP, procurement, and business owners.
The cost is not only labour hours. Duplicate payments slip through when OCR is absent and humans are tired. Early-payment discounts are missed because invoices sit unposted. Audit trails for “who changed what” live in email rather than the system of record. New vendor formats break brittle templates overnight.
Growth makes the old model untenable. More entities, more currencies, more non-PO invoices, and more regulatory documentation requirements expand the exception surface. Hiring more AP clerks scales linearly with volume and still leaves quality dependent on individuals.
AP owns intake and posting standards; procurement owns PO match exceptions; cost-centre owners own coding disputes; treasury owns payment release. Anti-patterns include forcing every invoice through the same straight-through path, ignoring tax-field validation, and treating vendor portals as mandatory before email/PDF intake is under control.
AI invoice processing should extract fields reliably, validate against PO and vendor master data, route exceptions with context, and leave humans on judgment — not on typing. It should integrate with approval and payment workflows rather than creating a parallel shadow stack of spreadsheets.
Inbound PDFs and images enter a controlled intake. Duplicates and unreadable scans are flagged early so AP does not discover problems only after posting attempts fail. Vendor identity hints from the mailbox and master data reduce misfiled invoices across entities.
Models pull vendor, amounts, taxes, dates, and line detail, then check against PO, goods receipt, and vendor master expectations. Confidence scores decide straight-through vs human review. What good looks like: high-confidence PO invoices post without re-keying; messy ones arrive with fields pre-filled for a human check.
Price, quantity, tax, and coding exceptions go to procurement or cost-centre owners with the invoice image and extracted fields side by side — not as a vague “please check” email. Ageing of exceptions is visible so month-end surprises shrink.
Clean invoices flow into ERP posting paths. Reporting shows throughput, exception ageing, and vendor hotspots so finance can fix root causes upstream. Failure modes to watch: silent duplicate vendor masters, partial receipts never updated, and non-PO spend without an Approvals owner.
Invoice processing sits under /solutions/ai-in-finance. When formal multi-step approvals are required for exceptions or non-PO spend, we connect to Approvals at /products/approvals. Lease-heavy payables programmes often also reference /products/ai-lease-payment-processing where lease invoices are a distinct portfolio.
Delivery starts with a sample of real invoices (happy path and ugly path), ERP field mapping, and exception ownership design — then a controlled vendor or entity pilot before wider AP cutover. Integration notes typically cover email/document intake, ERP vendor and PO lookups, posting or staging APIs, and optional payment-file handoffs. Controllers own validation policy; AP ops owns daily exception queues; IT owns connector reliability.
Global English deployments focus on multi-entity AP and ERP integration. Bangladesh programmes frequently contend with high PDF/email volume and mixed vendor documentation quality — handled as operational reality in intake design, while the use-case narrative remains worldwide AP automation. Multi-currency and withholding-tax fields are configured per entity rather than assumed identical across the group.
Ready
Bring a mixed batch — clean PO invoices and messy exceptions. Arcloops will show extraction, validation, and routing under AI in Finance.