Accounts payable benchmarks: what an invoice costs to process, and 8 more KPIs by source

For AP managers and controllers, and for anyone who needs a cost-per-invoice figure they can cite. Every benchmark names the report behind it, what it counts and when we checked it.

Illustration of an invoice and purchase order processed by Docsumo, with a person holding a piggy bank

Key takeaways

  • Ardent Partners puts the average cost to process an invoice at $9.84 in its State of ePayables 2025 and at $9.90 in its 2026 research. Both are sponsored analyst reports. In the 2026 research, Best-in-Class teams process one for $2.67.
  • APQC's median is lower, $6.00 per invoice across 5,846 organizations. Its database and cost definition differ from Ardent's surveys, so compare yourself with one source at a time.
  • Exceptions set the pace. Ardent's sponsored analyst report says they're typically the biggest single reason its AP benchmarks aren't lower, and the average exception rate was 18.4% in 2025.
  • Measure cost per invoice as total AP cost divided by invoices processed, over the same scope every month, before you hold it up against anyone's benchmark.
On this page
  1. Cost per invoice benchmarks, side by side
  2. Why the benchmarks disagree
  3. How to benchmark your own cost per invoice
  4. Benchmarks for 8 more accounts payable metrics
  5. What moves cost per invoice
  6. AP metrics and working capital
  7. Before you set next quarter's AP targets
  8. Frequently asked questions

The average cost to process an invoice is $9.84, according to Ardent Partners' State of ePayables 2025. Ardent's 2026 research puts it at $9.90, and Best-in-Class AP teams process one for $2.67. Both are sponsored analyst reports. APQC's benchmarking database puts the cross-industry median at $6.00 per invoice.

Below, the cost figures sit side by side with what each one counts. Then come a calculator for your own numbers and accounts payable benchmarks for eight more metrics, each with its formula. We checked every figure against its publisher on September 27, 2026.

Cost per invoice benchmarks, side by side#

Two research firms publish cost-per-invoice figures you can trace to a current report, and they measure different things. Ardent defines Best-in-Class as the 20% of enterprises with the lowest invoice processing costs and shortest cycle times.

SourceCost per invoiceBased onWhat's counted
Ardent Partners, State of ePayables 2025 (sponsored analyst report, published Jan 2026)$9.84 average; Best-in-Class 79% lowerSurvey of AP professionalsCosts as respondents report them
Ardent Partners, AP Metrics that Matter in 2026 (sponsored analyst report, Aug 2026)$9.90 average; $2.67 Best-in-ClassSurvey of 194 AP, finance and P2P leadersCosts as respondents report them; figures published on a sponsor's website
APQC Open Standards Benchmarking (accessed Sep 2026)$6.00 median5,846 organizationsPersonnel, systems, overhead, outsourcing and other costs of the whole AP process, payments included
Cost to process one invoice
  1. Best-in-Class AP teams (Ardent, 2026)$2.67
  2. Median organization (APQC)$6.00
  3. Average AP team (Ardent, 2025)$9.84
  4. Average AP team (Ardent, 2026)$9.90

Source: Ardent Partners, State of ePayables 2025 and AP Metrics that Matter in 2026 (sponsored analyst reports; 2026 figures from a sponsor's summary); APQC Open Standards Benchmarking, accessed Sep 2026

For scale, Ardent says invoice processing costs could easily top $20 per invoice in the early 2000s, with cycle times past 20 days. Both are now less than half of that.

Why the benchmarks disagree#

Ardent's numbers come from surveys. AP leaders report their own costs, and each average takes in every respondent, from the best-run teams to the most manual. APQC pools benchmark data from thousands of organizations into one database, and its public pages give the median with no data year. A median isn't pulled up by a few very expensive AP teams the way an average is.

APQC also spells out its scope. Its cost covers personnel, systems, overhead, outsourcing and other costs for the whole AP process, from auditing invoices and resolving exceptions to answering supplier inquiries and making the payments. Ardent's public summaries don't say what respondents include.

So compare yourself with one source at a time, and use that source's definition. Set a fully loaded cost against a survey average and part of the gap you find can come from accounting rather than performance. Older figures such as $15 per invoice still turn up in vendor posts, and our AP statistics round-up lists what to cite instead.

How to benchmark your own cost per invoice#

Cost per invoice is the total cost of running AP for a period divided by the invoices processed in that period. The hard part is keeping the inputs honest from one month to the next.

  1. Fix the period and the scopeOne month, one set of entities, and the same activities every time. If one month includes the payment runs and the next doesn't, the trend means nothing.
  2. Add up the costUse APQC's five buckets: personnel (including the share of time other staff spend on AP), systems, outsourcing, overhead and anything else the process consumes.
  3. Count every invoice processedPaper and electronic, PO and non-PO, from every channel they arrive through.
  4. Divide, then compare with one sourceSet the result against Ardent's average or APQC's median, not both, and measure again next month.

The calculator starts from Ardent's 2025 averages. Put in your own volume and cost to see what's left when only exceptions need a person.

What invoice processing costs you

Put in your own numbers. The cost and exception-rate defaults are the 2025 averages across AP teams.

Average across AP teams: $9.84 (Ardent Partners' sponsored analyst report, 2025)
Average invoice exception rate: 18.4% (Ardent Partners, 2025)
From your vendor's quote
Cost today, per month
$19,680
Cost with automation, per month
$3,621
Difference per month
$16,059
Difference per year
$192,707
How it's worked out
  • Cost today is invoices per month times the cost of one invoice.
  • With automation, an invoice that still needs a person costs what it costs today, and the rest cost only the software.
  • It leaves out late-payment fees and missed early-payment discounts, which usually make the gap bigger.

Source: Ardent Partners, State of ePayables 2025: AP benchmarks (sponsored analyst report, Jan 2026)

Benchmarks for 8 more accounts payable metrics#

Where Ardent and APQC both measure a metric, both are shown. APQC's figures are medians. Ardent's figures come from sponsored analyst reports and are averages unless marked Best-in-Class.

MetricHow to calculate itBenchmarkSource
Invoice processing timeDays from receipt to approval for payment8.2 days average, Best-in-Class 79% faster; 5.0 days median to approval and 15.0 days until the payment is sentArdent 2025; APQC (9,682 and 2,226 organizations)
Exception rateInvoices a person had to fix or resolve ÷ invoices processed18.4% average (2025); 19.9% average and 11.8% Best-in-Class (2026)Ardent
Straight-through rateInvoices scheduled for payment with no human touch ÷ invoices processedBest-in-Class teams process more than 1.8 times as many invoices straight throughArdent 2025
First-time match rateInvoice line items matched on the first try ÷ line items75.0% medianAPQC (4,438 organizations)
Invoices per AP employeeInvoices processed a year ÷ full-time equivalents in AP12,000 medianAPQC (3,748 organizations)
Duplicate or erroneous paymentsDuplicate or wrong disbursements ÷ all disbursements1.5% medianAPQC (1,686 organizations)
E-invoicingSuppliers able to send e-invoices ÷ active suppliers57% of suppliers, with 1.4 times more at Best-in-Class teams; 70.0% of supplier invoices arrive through an e-invoicing network (median)Ardent 2025; APQC (454 organizations)
Days payable outstanding (DPO)(Average accounts payable ÷ cost of goods sold) × 36559 daysThe Hackett Group, 2025 survey of the top 1,000 US public nonfinancial companies

More on two of these: how to measure STP and how to calculate DPO.

What moves cost per invoice#

Exceptions, mostly. Ardent says they're typically the biggest single reason its AP benchmarks aren't lower. Each one pulls someone off other work to chase a missing receipt or a price that doesn't match the PO.

Suppliers take time too. Ardent found AP staff spend 21.9% of their time dealing with suppliers, while Best-in-Class staff spend about half as much time on supplier inquiries.

MetricWhat automation changes
Cost per invoiceInvoices are read, not keyed, so people handle only the exceptions
Exception rateNo keying errors, and the mismatches left are caught before approval
Processing timeInvoices route for approval as soon as they're read
Straight-through rateInvoices that pass every check go on to payment untouched

Ardent Partners says ePayables solutions can cut processing costs by as much as 60–80% compared with manual, paper-based methods. Where a team lands in that range depends on what's left for people. We'd judge any AP setup by its exception queue. Every invoice a person sees should arrive with the reason it failed and the invoice line behind it, so clearing it takes a glance instead of a search.

Docsumo is an intelligent document processing (IDP) platform for the front end of accounts payable. It extracts invoice data, line items included, flags duplicate invoices, routes invoices for approval on the Business plan and matches invoice lines to the PO and receipt on the Enterprise plan. It doesn't pay vendors. Approved data goes to your ERP through API and webhooks. Valtatech extracts its invoices with Docsumo, and two of the numbers below are theirs.

  • 65%+lower invoice processing cost at Valtatech
  • 99%+of invoices processed touchless at Valtatech
  • 95%+of documents go straight through with no manual review, across Docsumo customers

AP metrics and working capital#

Faster approval gives you a choice of payment day. Once invoices clear in days, you can take early-payment discounts where they beat your cost of capital and pay the rest on the due date, which keeps DPO close to your terms without late fees. Taking 2/10 net 30 is worth about 37% a year (2 ÷ 98 × 365 ÷ 20). Current invoice data also shows exactly what you owe, and that feeds the cash forecast.

Before you set next quarter's AP targets#

Pick the metric furthest from its benchmark and set a target you can measure the same way for three months. Often that's the exception rate, because cost and cycle time move with it. If you're weighing tools to get there, start with the best AP automation software and how to measure IDP ROI.

Book a demo with a month of your own invoices, or start a free trial.

Frequently asked questions#

What is the average cost to process an invoice?

$9.84 in Ardent Partners' State of ePayables 2025 and $9.90 in Ardent's 2026 research. Both are sponsored analyst reports. In the 2026 research, Best-in-Class AP teams process an invoice for $2.67. APQC's median across 5,846 organizations is $6.00.

How do you calculate cost per invoice?

Divide the total cost of running accounts payable for a period (people, systems, outsourcing, overhead and other costs) by the number of invoices processed in the same period. Keep the scope the same every month so the trend means something.

What are the KPIs for accounts payable?

Cost per invoice, invoice processing time, exception rate and straight-through rate cover most of it. Add first-time match rate, invoices per AP employee, duplicate payments, e-invoicing share and days payable outstanding (DPO) as your team matures.

What is a good invoice exception rate?

Anything below the 18.4% average in Ardent Partners' 2025 survey is a start. Ardent's 2026 research puts Best-in-Class teams at 11.8%, against a 19.9% average. Both are sponsored analyst reports.

Does processing an invoice mean paying it?

No. Processing ends when an invoice is approved and scheduled for payment, and the payment goes out on its due date. APQC's medians show the gap, with 5.0 days from receipt to approval and 15.0 days until the payment is sent.

How do you calculate the ROI of AP automation?

ROI = (annual savings − total cost) ÷ total cost, where total cost covers the software, setup and your team's time. Savings come from a lower cost per invoice, discounts captured and duplicate payments avoided. See how to measure IDP ROI.

Sources

  1. Ardent Partners: State of ePayables 2025 (Part Nine), AP benchmarks and Best-in-Class performance (sponsored analyst report, Jan 22, 2026)
  2. Ardent Partners: State of ePayables 2025 (Part Six), ePayables adoption, straight-through processing and processing cost reductions (sponsored analyst report, Nov 20, 2025)
  3. Ardent Partners: State of ePayables 2025 (Part One), two decades of AP evolution (sponsored analyst report, Oct 2025)
  4. Ardent Partners: AP Metrics that Matter in 2026, Pt. 1, drawn from The State of AP 2026 (sponsored analyst report; 194 AP, finance and P2P leaders; Aug 25, 2026)
  5. Ardent Partners' Accounts Payable Metrics that Matter in 2026, top findings (sponsored analyst report; summary on a sponsor's site)
  6. APQC Open Standards Benchmarking: total cost to perform process accounts payable per invoice processed (accessed Sep 27, 2026)
  7. APQC Open Standards Benchmarking: cycle time from receipt of invoice until approved and scheduled for payment (accessed Sep 27, 2026)
  8. APQC Open Standards Benchmarking: cycle time from receipt of invoice until payment is transmitted (accessed Sep 27, 2026)
  9. APQC Open Standards Benchmarking: invoices processed per AP FTE (accessed Sep 27, 2026)
  10. APQC Open Standards Benchmarking: invoice line items matched the first time (accessed Sep 27, 2026)
  11. APQC Open Standards Benchmarking: duplicate or erroneous disbursements (accessed Sep 27, 2026)
  12. APQC Open Standards Benchmarking: supplier invoices received through an e-invoicing network (accessed Sep 27, 2026)
  13. The Hackett Group: 2025 US Working Capital Survey, top 1,000 US publicly traded nonfinancial companies (Aug 18, 2025)

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