- The average AP team takes 8.2 days to process an invoice, and 18.4% of invoices hit an exception, on Ardent Partners' 2025 survey.
- APQC's median is 12,000 invoices a year per AP full-time employee, which works out at about 8.7 minutes of staff time per invoice.
- Supplier inquiries take up 21.9% of AP staff time, according to Ardent Partners.
- Late payment gives a supplier a statutory claim: interest at 8% plus the Bank of England base rate, plus £40, £70 or £100 depending on the debt.
Accounts payable automation is software that takes over the repeat work between an invoice landing in the inbox and the payment run: coding, approval routing, the hand-off to matching, payment proposals, supplier status queries and accrual drafts. People approve spend and decide exceptions. For one clerk on 1,000 invoices a month, our illustrative example releases about 91 hours a month, worth about £2,070 a month.
Accounts payable automation at a glance
AP is a chain of small decisions. Most repeat. The table shows what the system picks up and what stays with your team.
| Part | What it covers |
|---|---|
| Tasks it takes over | Logging invoices from the AP inbox and supplier portals; GL and VAT coding from supplier history; routing to the right approver by cost centre and limit; chasing approvals; passing PO invoices to matching; proposing the payment run against due dates; answering "has my invoice been paid?" emails; drafting month-end accruals for goods received but not invoiced |
| Inputs | Supplier invoices and credit notes (already read by the capture step), purchase orders and goods-received notes, the approval matrix, the supplier master, your bank's payment file format, the open-item ledger |
| Systems it connects to | Xero, Sage, QuickBooks or your ERP; email and supplier portals; your bank's bulk payment upload; Teams, Slack or email for approvals |
| Where a person stays in the loop | Approves spend over their limit; approves every new supplier and every change of bank details; releases the payment run; signs off accruals; handles every exception |
| What triggers an exception | Price or quantity mismatch with the PO; no PO on a PO supplier; duplicate invoice number or amount; new or changed bank details; VAT that does not reconcile; an approver who has not responded by the deadline; an invoice older than agreed terms |
Where AI earns its place, step by step
AI in accounts payable breaks into seven jobs. Each has its own rule for when a person steps in.
1. Intake. Invoices land in a shared inbox, on supplier portals and, still, in the post. On Ardent Partners' average, 51.4% of invoices arrive electronically. Nearly half don't. Reading and checking each invoice is covered in automated invoice processing; this page picks up once the data is clean.
2. Coding. The system suggests the nominal and VAT code from what you've posted for that supplier before. For a new supplier, a person confirms the first few invoices, and those confirmed codes become the history it works from.
3. Approval routing. This is where the days go. In Ardent's State of AP 2026 survey, slow invoice and payment approvals topped the list of challenges, level with high exception rates, cited by 48% of the AP and finance leaders surveyed. APQC's median cycle, counted from receipt of the invoice until it's approved and scheduled for payment, is 5 days. Automation sends each invoice to the right approver by cost centre and limit, chases on a timer and escalates when the deadline passes. Nobody keeps a list of who's sitting on what.
4. Matching hand-off. Invoices with a PO go to three-way matching before they're approved. If a supplier you've told to quote a PO sends an invoice without one, it comes back as an exception.
5. Payment runs. The system proposes the run by due date and agreed terms, and a person releases it. Bank-detail changes get checked here too.
6. Supplier queries. Supplier inquiries take up 21.9% of AP staff time. For the clerk in our worked example, that's about 32 hours a month. Status questions ("has it been paid?") get answered from the ledger. Disputes go to a person. Month-end statements are checked in supplier statement reconciliation.
7. Month-end accruals. The system lists goods received but not yet invoiced, using the goods-received notes, and drafts the accrual journal. The accountant reviews and posts it.
Time, cost and capacity for one AP clerk
This example is illustrative, not a client result. Picture one AP clerk handling 1,000 invoices a month: APQC's median of 12,000 invoices a year per AP employee, spread over 12 months. We cost the clerk's time at the median UK full-time hourly pay plus employer National Insurance and pension, because ONS pay for book-keepers alone wasn't available when we checked.
| Input | Value | Source |
|---|---|---|
| Hourly cost of the person doing AP | about £22.75 an hour | ONS ASHE 2025 median of £19.67 an hour, plus employer National Insurance at 15% on earnings above £5,000 a year and pension at 3% of qualifying earnings between £6,240 and £50,270 |
| Productive hours a year | 1,740 hours a year | 37.5 hours a week (our assumption), less 5.6 weeks' paid holiday a year |
| Invoices per AP employee a year | 12,000 invoices | APQC median |
| Minutes of AP time per invoice | about 8.7 minutes | Our calculation |
| Share still needing a person | 18.4% of invoices | Ardent Partners average exception rate |
| Minutes to review a clean invoice | 2 minutes | Orwell assumption |
| Output | Value |
|---|---|
| Hours a month today | 145 hours a month |
| Hours a month automated | about 54 hours a month |
| Hours released | about 91 hours a month |
| Value of that time | about £2,070 a month, or about £24,900 a year |
| Capacity with the same hours | about 2,690 invoices a month |
| Hours released if exceptions run at double the average | about 71 hours, worth about £1,610 a month |
Test the last row against your own ledger. Poor scans and invoices without POs push exceptions up. At double the average, the release shrinks but doesn't disappear. And an AP clerk is likely paid less than the median, so read the value line as an upper estimate.
The hours only become a saving if the clerk moves to other work, such as cash forecasting or renegotiating supplier terms.
AP benchmarks: cost, cycle time and exceptions
| Measure | Average | Best in class | Publisher, date |
|---|---|---|---|
| Cost to process an invoice | $9.84 to process an invoice | $2.65 an invoice, against $12.42 for everyone else | Ardent Partners, The State of ePayables 2025 (June 2025) |
| Cost per invoice (median) | $6.00 to process an invoice | n/a | APQC Open Standards Benchmarking (cross-industry, undated) |
| Days to process an invoice | 8.2 days | 2.9 days, against 13.5 days | Ardent Partners |
| Receipt to approved and scheduled (median) | 5 days | n/a | APQC |
| Exception rate | 18.4% of invoices | 11.1% of invoices, against 20.9% | Ardent Partners |
| Straight-through invoices | 35.4% of invoices | n/a | Ardent Partners |
| Invoices per AP employee a year (median) | 12,000 invoices | n/a | APQC |
| E-invoice processing cost against paper | 38% of the cost of processing a paper invoice | n/a | New Zealand MBIE, cited by GOV.UK (November 2025) |
Read the dollar figures with care. Ardent surveyed 204 AP and finance leaders, 58% of them in North America, mostly at large companies. APQC's sample spans industries. Neither is a UK-only figure, which is why our worked example runs on UK pay instead of converting dollars.
How Orwell builds AP automation
To automate accounts payable without breaking month-end, we work in a fixed order.
- Map. We map your approval matrix before automating any of it: who signs off what, at which limit, and what happens when they're away. The exceptions list comes out of the same session.
- Shadow. We run it in shadow mode first. For a few weeks the system codes and routes every invoice in parallel while your team works as normal, and we compare its choices against theirs.
- Gate. Payment release sits behind an approval gate, and so does every bank-detail change. Those two never go automatic.
- Go live by supplier group. Highest volume first, so the early weeks carry the biggest share of the hours.
- Measure and audit. We measure cost per invoice before and after, and every action the system takes is logged, as set out in nothing ships unaudited.
We haven't published an AP client build. For an example of approval routing we've built, Socialroom, a content product, runs draft, review and approval flows with company-specific access controls. This is part of our business automation service. If you run AP for clients, see AI for accountants. Other finance systems we've costed the same way are listed on the insights hub.
What AP automation won't do
- It won't release payments by itself. A person approves the run.
- It won't accept a bank-detail change without a call-back to a known contact at the supplier. That's where invoice fraud happens.
- It won't settle a disputed invoice or negotiate with a supplier.
- It won't make a messy approval matrix sensible. If nobody knows who signs off what, map that first.
- It won't hit best-in-class numbers while suppliers post paper and invoices arrive without POs. On Ardent's average, only 65.4% of invoices are linked to one.
- It won't rescue a project nobody measured. Gartner expects over 40% of agentic AI projects will be cancelled by the end of 2027, with unclear business value among its reasons. A measured baseline is the cheapest defence.
Accounts payable automation in the UK: the rules
- VAT invoices. You need a valid VAT invoice to reclaim input VAT. HMRC lists 11 details a full VAT invoice must show; the field-by-field check is on the invoice processing page. Keep VAT records for at least 6 years.
- Making Tax Digital for VAT. MTD covers all VAT-registered businesses and wants records carried between systems by digital links rather than rekeyed. An AP system that writes straight into Xero, Sage or QuickBooks does that. Copying totals across by hand doesn't.
- E-invoicing from 2029. The government plans to mandate e-invoicing for all VAT invoices for business-to-business and business-to-government sales from 2029. On the network, it has said Peppol will be the core interoperability network, and it has promised a roadmap at Budget 2026.
- Late Payment of Commercial Debts (Interest) Act 1998. If no payment date is agreed, payment is late 30 days after the customer gets the invoice. Agreed terms between businesses can run up to 60 days. A supplier paid late can claim interest at 8% plus the Bank of England base rate, plus £40, £70 or £100 depending on the size of the debt. With Bank Rate at 3.75%, 30 days' interest on an illustrative £5,000 invoice comes to about £48; add the fixed sum for a debt that size and it's about £118. A slow approval chain has a statutory price.
- The Commercial Payments Bill (before Parliament). It proposes a maximum payment term of 60 days for large businesses paying smaller suppliers, mandatory late-payment interest, a set window for raising invoice disputes and new powers for the Small Business Commissioner to investigate, adjudicate and fine. The Bill has reached Report stage and isn't law yet, so details may change. The government puts the cost of late payment to the economy at £11 billion every year.
- Payment practices reporting. Large companies and LLPs already publish reports on how fast they pay, so slow approvals can end up in a published report.
Running a UAE entity as well? UAE e-invoicing starts much sooner for the largest firms, in January 2027.
Common questions
What is accounts payable automation?
Accounts payable automation is software that takes a supplier invoice once it arrives and moves it on without manual keying: coding it, routing it for approval, sending it to matching against the purchase order and proposing it for the payment run. People still approve spend, release payments and deal with exceptions. Ardent Partners puts the exception rate at 18.4% of invoices, so a person stays in the loop for those.
How much time does AP automation save?
In our worked example, one clerk handling 1,000 invoices a month spends 145 hours a month on AP. With coding, routing and matching automated, that falls to about 54 hours a month, which releases about 91 hours a month. It is an illustrative calculation built on APQC, Ardent and ONS figures, not a client result.
What does it cost to process an invoice?
APQC's cross-industry median is $6.00 to process an invoice, counting staff, systems and overheads. Ardent Partners puts the average at $9.84 to process an invoice, with its best-in-class group at $2.65 an invoice, against $12.42 for everyone else. Neither sample is UK-only, so our worked example uses UK pay data instead.
Does UK e-invoicing change accounts payable?
Yes. The government will require e-invoicing for all VAT invoices for business-to-business and business-to-government sales from 2029, and Peppol will be the core interoperability network. Invoices will arrive as structured data, so the reading step shrinks, but approvals, matching and payment runs stay. The government says it will publish a roadmap at Budget 2026.
What happens if we pay a supplier late?
The supplier can claim statutory interest at 8% plus the Bank of England base rate, plus a fixed sum of £40, £70 or £100 depending on the debt. With Bank Rate at 3.75%, an illustrative £5,000 invoice paid 30 days late would cost about £118 in interest and compensation.
Can AI approve invoices on its own?
It can route and chase them, and it can auto-approve invoices that match a purchase order within tolerance if you set that rule. Spend over a person's limit, new suppliers, bank-detail changes and the payment run stay with a person. Slow approvals top the list of AP challenges, cited by 48% of the AP and finance leaders surveyed, so routing and chasing is where the time comes back first.
Tell us what happens to a supplier invoice once it lands: who codes it, who approves it, when you pay, and roughly how many arrive each month. We'll talk it through in an informal scoping chat, then send a price range for automating the parts that make sense. Approval rules, ledgers and volumes differ in every business, which is why this site carries no price list. On the form, choose "Business automation".
Sources
Every figure in this article links back to the source below it was checked against.
- Ardent Partners: State of ePayables 2025, part nine, AP benchmarks (January 2026)
- APQC: Open Standards Benchmarking, invoices processed per accounts payable FTE
- GOV.UK: Charging interest on a commercial debt
- GOV.UK: Late commercial payments, claim debt recovery costs
- Orwell Lab calculation from ONS ASHE 2025, HMRC 2026 to 2027 employer rates and APQC and Ardent Partners benchmarks (inputs: ONS, 2025)
- Ardent Partners: The State of ePayables 2025, full report (PDF, June 2025)
- Ardent Partners: The State of AP 2026, part 3 (August 2026)
- APQC: Open Standards Benchmarking, invoice receipt to approval cycle time
- GOV.UK (HMRC): Rates and thresholds for employers 2026 to 2027
- GOV.UK: Workplace pensions, what you, your employer and the government pay
- Orwell Lab calculation from ONS ASHE 2025, HMRC 2026 to 2027 employer rates and APQC and Ardent Partners benchmarks (inputs: GOV.UK, holiday entitlement rights)
- APQC: Open Standards Benchmarking, total cost of accounts payable per invoice
- GOV.UK: Promoting electronic invoicing, consultation response (26 November 2025)
- Gartner: over 40% of agentic AI projects will be cancelled by end of 2027 (June 2025)
- HMRC: Record keeping (VAT Notice 700/21), section 4.1
- HMRC: Making Tax Digital for VAT (VAT Notice 700/22)
- GOV.UK: Budget 2025, Overview of Tax Legislation and Rates (para 2.34)
- GOV.UK: Tax Update 2026, simplification, modernisation and fairness (23 June 2026)
- GOV.UK: Late commercial payments, charging interest and debt recovery
- Bank of England: Official Bank Rate history
- Small Business Commissioner: Late Payments Bill, what it could mean for your business (23 September 2026)
- GOV.UK: Largest crackdown on late payments in over 25 years (19 May 2026)
Part of Orwell Lab’s system guides: what one AI system takes off a team, with the time, cost and capacity worked out from the pay figures, benchmarks and labelled assumptions shown above. Each figure was checked on the date shown beside its source.
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