Accounts payable statistics: 57 sourced figures on cost, errors, AI and payments

For writers, analysts and AP leaders who need a number they can cite. Every figure links to the organization that published it, and a table flags the stale ones still going around.

Line drawing of a stack of invoices with a dotted arrow leading to four bar columns that get shorter, a clock beside the shortest bar and a green check on it

Key takeaways

  • The average cost to process an invoice is $9.84 and the average processing time is 8.2 days, according to Ardent Partners' State of ePayables 2025. APQC's cross-industry median is $6.00 per invoice.
  • About one invoice in five hits an exception. Ardent puts the average exception rate at 18.4%, and 48% of AP leaders name high exception rates as a top challenge in 2026.
  • Manual entry persists. 77% of organizations still key invoices into their accounting systems by hand (IFOL, 2026), while 58% of AP teams are using or piloting AI (Ardent Partners, 2026).
  • Checks made up 26% of B2B payments in 2025, down from 81% in 2004 (AFP). B2B ACH payments more than doubled between 2015 and 2024 (Federal Reserve Bank of Kansas City).
  • Several widely quoted figures, including $15 per invoice and 39% of invoices with errors, can't be traced to a published report. The table below lists what to cite instead.
On this page
  1. Stale AP statistics and what to cite instead
  2. Cost to process an invoice and cycle time
  3. Exceptions, errors and duplicate payments
  4. Manual entry and paper invoices
  5. AI and automation in accounts payable
  6. B2B payments: checks and ACH
  7. E-invoicing mandates and adoption
  8. The accounts payable workforce
  9. Late payments and working capital
  10. Putting these numbers in an AP business case
  11. Frequently asked questions

The latest accounts payable statistics put the average cost to process an invoice at $9.84 and the average processing time at 8.2 days, with 18.4% of invoices hitting an exception (Ardent Partners, 2025). Manual work hasn't gone away. 77% of organizations still key invoices into their systems by hand (IFOL, 2026), even as 58% of AP teams use or pilot AI (Ardent Partners, 2026).

Each figure is numbered so you can cite one, and each links to the organization that published it. We checked every number against its source in September 2026. Several AP numbers that circulate widely are a decade old or can't be traced at all, so start with the table of stale figures if you're updating an older article.

  • Cost and cycle time

    Cost per invoice, days to approve and pay, invoices per FTE. Stats 1 to 10
  • Exceptions and errors

    Exception rates, first-pass matching, duplicate payments. Stats 11 to 17
  • Manual entry and paper

    How many invoices still arrive on paper and get keyed by hand. Stats 18 to 24
  • AI and automation

    Who uses AI in AP, for what, and how it's going. Stats 25 to 34
  • B2B payments

    Checks, ACH and what each costs. Stats 35 to 42
  • E-invoicing

    EU rules and mandates worldwide. Stats 43 to 47
  • AP workforce

    Jobs, pay and the accounting talent pipeline. Stats 48 to 53
  • Late payments

    Overdue invoices, DPO and trapped working capital. Stats 54 to 57

Stale AP statistics and what to cite instead#

Some of the most-linked AP numbers online have no report behind them, or come from a survey that has since been updated. Before you reuse one, check it against this table.

Often citedWhere it comes fromCite instead
$15 per invoice manually, $2.36 automatedNo traceable report. The closest is Aberdeen Group (2012), which found laggards at $16.67 and Best-in-Class at $3.34 per invoice, from receipt to approval only$9.84 average (Ardent Partners, 2025) or $6.00 median (APQC)
$9.40 per invoice and 9.2 daysCredited on vendor sites to Ardent Partners' 2024 report. Ardent's own summary of that report gives only ratios$9.84 and 8.2 days (Ardent Partners, 2025)
39% of invoices contain errorsUsually credited to IOFM, but no public IOFM page shows it18.4% exception rate (Ardent Partners, 2025) or 92.0% error-free first time (APQC)
14.6 days to process an invoice manuallyNo traceable report8.2 days (Ardent Partners, 2025) or 5.0 days to approval (APQC)
23,333 vs 6,082 invoices per FTE a yearAn older APQC top-versus-bottom performer cut, often mislabeled "automated vs manual"12,000 median (APQC)
2% vs 0.8% duplicate or erroneous paymentsAPQC via CFO.com (2020), bottom versus top performers1.5% median (APQC)
68% still key invoices by handIFOL AP Automation Trends 202277% (IFOL, 2026)
52% spend over 10 hours a week on invoicesIFOL AP Automation Trends 202463% (IFOL, 2025)
80% of early-payment discounts go unclaimedNo traceable reportNo current primary figure
Checks are 33% of B2B paymentsAFP 202226% (AFP, 2025)
90% of finance functions use AIA Gartner prediction for 2026, made in 202459% measured in 2025 (Gartner)

Cost to process an invoice and cycle time#

Ardent Partners surveys AP leaders each year. APQC collects benchmarks from thousands of organizations in a rolling database, so its medians carry no data year. The two measure costs differently, which is why their per-invoice figures differ.

BenchmarkFigureSource
Average cost to process an invoice$9.84Ardent Partners, 2025
Median AP cost per invoice$6.00APQC
Average invoice processing time8.2 daysArdent Partners, 2025
Median days from receipt to approval for payment5.0 daysAPQC
Median days from receipt until payment is sent15.0 daysAPQC
Median invoices processed per AP FTE a year12,000APQC

1. The average cost to process an invoice is $9.84, according to 204 AP professionals surveyed for the State of ePayables 2025 (Ardent Partners, 2026).

2. The average invoice processing time is 8.2 days (Ardent Partners, 2026).

3. Best-in-Class AP teams process invoices at 79% lower cost and 79% faster than their peers (Ardent Partners, 2026).

4. In the early 2000s, invoice processing costs could easily exceed $20 per invoice, and cycle times regularly ran past 20 days (Ardent Partners, 2025).

5. The median total cost to run the accounts payable process is $6.00 per invoice processed, across 5,846 organizations (APQC).

6. The median organization spends $0.57 on accounts payable for every $1,000 of revenue (APQC).

7. It takes a median of 5.0 days from receiving an invoice to approving and scheduling it for payment, across 9,682 organizations (APQC).

8. From receipt until the payment is sent, the median is 15.0 days, which includes waiting for the payment term (APQC).

9. The median AP team processes 12,000 invoices per full-time employee a year (APQC).

10. The median organization employs 8.3 FTEs per $1 billion of revenue to process accounts payable and expense reimbursements (APQC).

To see what these averages mean at your volume, put your own numbers in. The per-metric formulas are in our guide to accounts payable benchmarks.

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, 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 (Jan 2026)

Exceptions, errors and duplicate payments#

11. The average invoice exception rate is 18.4% (Ardent Partners, 2026).

12. Best-in-Class AP teams have 47% lower exception rates than the rest of the market, and process more than 1.8 times as many invoices straight through (Ardent Partners, 2026).

13. 48% of AP leaders name slow invoice and payment approvals as a top challenge for 2026, tied with high exception rates (Ardent Partners, 2026).

14. The median organization processes 92.0% of invoices error-free the first time (APQC).

15. A median of 75.0% of invoice line items are matched the first time (APQC).

16. A median of 1.5% of disbursements are duplicate or erroneous payments, across 1,686 organizations (APQC).

17. Top performers keep duplicate or erroneous payments to 0.8% of disbursements, while bottom performers report 2% (APQC via CFO.com, 2020).

Our take. An 18.4% exception rate means close to one invoice in five still needs a person, so the useful question is how quickly that person can clear it. We'd send a reviewer only the invoices that failed a check, with the reason and the source line on screen, rather than chase a touchless rate on clean invoices. More on how that works in duplicate invoice detection and 2-way vs 3-way matching.

Manual entry and paper invoices#

18. 77% of organizations still enter invoices into their accounting systems by hand, and only 19% describe their AP function as mostly or fully automated (IFOL, 2026).

19. 63% of AP professionals spend more than 10 hours a week on invoice processing (IFOL, 2025).

20. Slightly more than half of all invoices, 51.4%, are submitted electronically (Ardent Partners, 2025).

21. 57% of suppliers can now send invoices electronically (Ardent Partners, 2026).

22. AP staff spend 21.9% of their time dealing with suppliers (Ardent Partners, 2026).

23. A median of 75.0% of invoice line items arrive electronically. APQC counts line items rather than invoices, so this doesn't contradict Ardent's 51.4% (APQC).

24. 83% of AP leaders expect the number of e-invoices they receive to rise, and 78% expect more electronic payments (Ardent Partners, 2025).

Invoices that arrive as PDFs, scans and email attachments are where keying persists. Docsumo reads them, extracts header fields and line items with a confidence score on each, and flags duplicates. It matches invoices to purchase orders and receipts on the Enterprise plan. See invoice data extraction and accounts payable automation.

AI and automation in accounts payable#

25. 58% of AP organizations are actively using or piloting AI. 34% are piloting, 23% have deployed it across several functions, 30% are still exploring and 11% say it isn't a priority (Ardent Partners, 2026).

26. Invoice capture and data extraction lead current AI deployment in AP, at 58% (Ardent Partners, 2026).

27. Document imaging and scanning is the most widely adopted AP technology, at 72%. Automated routing and approval workflows follow at 68%, and electronic payments and automated data capture are each at 62% (Ardent Partners, 2026).

28. 74% of AP leaders name automating tasks as a top-two objective for AI, and 46% name budget and headcount reduction (Ardent Partners, 2026).

29. Improving reporting and data analytics is the top AP priority for 2026, at 46%, ahead of automation (41%) and deploying AI (27%) (Ardent Partners, 2026).

30. 19% of organizations already use AI within AP and another 30% plan to adopt it within 12 months. Only 16% report broad or fully embedded use (IFOL, 2026).

31. 59% of finance leaders used AI in their finance function in 2025, up from 58% in 2024 and 37% in 2023 (Gartner, 2025).

32. Among finance functions that use AI, 37% apply it to accounts payable process automation, the second most common use after knowledge management at 49% (Gartner, 2025).

33. 63% of finance organizations said their AI implementation was slower than expected in 2025. Among those using AI, 66% named greater efficiency and productivity as a top benefit (Gartner, 2026).

34. 19.8% of US businesses use AI, and the rate in finance and insurance is 33.9% (US Census Bureau, 2026).

Read together, the surveys say AI in AP starts where the paper is. Capture and extraction come first because they're measurable within weeks: fewer invoices keyed and fewer fields a person had to fix. For the approach, see AI invoice processing and how Docsumo runs document workflows.

B2B payments: checks and ACH#

35. Checks made up 26% of B2B payments in 2025, down from 33% in 2022 (AFP, 2025).

36. In 2004, 81% of B2B payments were made by check (Nacha, on the AFP survey, 2025).

37. B2B check payments fell from 4.6 billion in 2015 to 2.7 billion in 2024, while B2B ACH payments more than doubled, from 3.6 billion to 8.7 billion (Federal Reserve Bank of Kansas City, 2026).

38. 87% of businesses still used checks in 2025, down from 91% in 2024 (Federal Reserve Bank of Kansas City, 2026).

39. The ACH Network carried 35.2 billion payments worth $93 trillion in 2025. B2B volume grew almost 10%, to close to 8.1 billion payments (Nacha, 2026).

40. Same Day ACH carried 1.4 billion payments worth $3.9 trillion in 2025, up 16.7% in volume and 21.4% in value (Nacha, 2026).

41. Across all payers, US check payments fell to 9.21 billion in 2024, worth $24.45 trillion, from 11.05 billion in 2021 (Federal Reserve Payments Study, 2026).

42. The median cost of issuing a paper check is $2.01 to $4.00, against 26 to 50 cents for an ACH payment (AFP 2022 survey, via Nacha).

E-invoicing mandates and adoption#

43. The EU adopted its VAT in the Digital Age (ViDA) package on 11 March 2025, and it came into force on 14 April 2025. Since then, member states can make e-invoicing mandatory under set conditions (European Commission).

44. Digital reporting with e-invoices becomes mandatory for cross-border B2B trade in the EU from 1 July 2030, and national systems must align by 1 January 2035 (European Commission).

45. The Commission expects ViDA to cut administrative and compliance costs for EU traders by over €4.1 billion a year over the next ten years (European Commission).

46. More than 80 countries have implemented or announced mandatory e-invoicing (International Observatory on eInvoicing, Politecnico di Milano, 2025).

47. A median of 70.0% of supplier invoices arrive through an e-invoicing network interface, in a smaller sample of 454 organizations (APQC).

The accounts payable workforce#

48. The US had 1,532,400 bookkeeping, accounting and auditing clerk jobs in 2025, at a median pay of $50,670 a year, or $24.36 an hour (US Bureau of Labor Statistics).

49. Clerk jobs are projected to decline 6% from 2025 to 2035, a loss of 85,600. Turnover still creates about 144,100 openings a year (US Bureau of Labor Statistics).

50. Accountants and auditors held 1,595,200 jobs in 2025, at a median pay of $83,680. Their jobs are projected to grow 5% by 2035, with about 115,300 openings a year (US Bureau of Labor Statistics).

51. Accounting bachelor's and master's graduates fell to 55,152 in the 2023–24 academic year, down 6.6% (AICPA, 2025).

52. New CPA exam candidates fell to 28,082 in 2024, from 42,626 in 2023 (Journal of Accountancy, 2025).

53. Accounting enrollment rose 12.4% in spring 2025, to 266,506 students (Journal of Accountancy, 2025).

Late payments and working capital#

54. Overdue invoices affect 43% of credit-based B2B sales for US companies (Atradius Payment Practices Barometer, 2025).

55. Nearly 50% of US B2B sales are made on credit, with average payment terms of 45 days from invoicing (Atradius Payment Practices Barometer, 2025).

56. Days payable outstanding at the 1,000 largest US listed companies rebounded to 59 days, a 3% improvement, and the cash conversion cycle stands at 37 days (The Hackett Group, 2025).

57. The same companies hold $1.7 trillion in excess working capital, 35% of their gross working capital (The Hackett Group, 2025).

Putting these numbers in an AP business case#

Pick the benchmark that matches what you measure. If your cost per invoice includes staff, systems and overhead, compare it with APQC's $6.00 median and Ardent's $9.84 average, and say which one you used. If you only time invoices from receipt to approval, compare with APQC's 5.0 days, not the 15.0 days to payment.

Then measure your own exception rate for a month before you buy anything. It is the number that moves cost and cycle time together, and it's the one a vendor pilot should be judged on. The IDP ROI guide shows how to turn it into savings.

To try it on your own invoices, book a demo or start a free trial.

Frequently asked questions#

How much does it cost to process an invoice?

Ardent Partners' State of ePayables 2025 puts the average at $9.84 per invoice, with Best-in-Class AP teams 79% below that. APQC's cross-industry median is $6.00. The two differ because they survey different companies and count costs differently.

How long does it take to process an invoice?

8.2 days on average, according to Ardent Partners (2025). APQC's medians are 5.0 days from receipt to approval for payment and 15.0 days from receipt until the payment is sent, which includes waiting for the payment term.

What percentage of invoices have errors or exceptions?

Ardent Partners puts the average invoice exception rate at 18.4%. APQC's median organization processes 92.0% of invoices error-free the first time. The often-quoted "39% of invoices contain errors" has no public source.

How many invoices can one AP clerk process?

APQC's median is 12,000 invoices per accounts payable FTE per year, from 3,748 organizations. The "23,333 vs 6,082" pair seen online is an older top-versus-bottom performer comparison, not automated versus manual.

How many companies use AI in accounts payable?

58% of AP organizations are actively using or piloting AI (Ardent Partners, 2026), and invoice capture and data extraction is the most common use. Gartner finds 37% of finance functions that use AI apply it to AP process automation.

Are checks still used for B2B payments?

Yes, but less each year. Checks were 26% of B2B payments in 2025, down from 33% in 2022 (AFP), and 87% of businesses still used checks in 2025 (Federal Reserve Bank of Kansas City).

Sources

  1. Ardent Partners, State of ePayables 2025 Part Nine, AP benchmarks and Best-in-Class performance (Jan 22, 2026)
  2. Ardent Partners, State of ePayables 2025 Part Eight (Jan 22, 2026)
  3. Ardent Partners, State of ePayables 2025 Part Six, ePayables adoption (Nov 20, 2025)
  4. Ardent Partners, State of ePayables 2025 Part Five (Nov 13, 2025)
  5. Ardent Partners, State of ePayables 2025 Part One, two decades of AP (Oct 2, 2025)
  6. Ardent Partners, The State of AP 2026 Pt. 2, AP priorities (Aug 4, 2026)
  7. Ardent Partners, The State of AP 2026 Pt. 3, challenges (Aug 11, 2026)
  8. Ardent Partners, The State of AP 2026 Pt. 5, the AP AI maturity curve (Aug 18, 2026)
  9. Ardent Partners, The State of AP 2026 Pt. 6, how AP leaders view AI (Sep 1, 2026)
  10. Ardent Partners, The State of AP 2026 Pt. 7, AP technology in 2026 (Sep 8, 2026)
  11. Ardent Partners, The State of AP 2026 Pt. 8, AP AI in action (Sep 15, 2026)
  12. APQC Open Standards Benchmarking, total cost to perform the process group process accounts payable per invoice processed (accessed Sep 2026)
  13. APQC Open Standards Benchmarking, total cost to perform process accounts payable per $1,000 revenue (accessed Sep 2026)
  14. APQC Open Standards Benchmarking, number of invoices processed per FTE (accessed Sep 2026)
  15. APQC Open Standards Benchmarking, cycle time from receipt of invoice until payment is transmitted (accessed Sep 2026)
  16. APQC Open Standards Benchmarking, cycle time from receipt of invoice until approved and scheduled for payment (accessed Sep 2026)
  17. APQC Open Standards Benchmarking, FTEs for process accounts payable and expense reimbursements per $1 billion revenue (accessed Sep 2026)
  18. APQC Open Standards Benchmarking, duplicate or erroneous disbursements (accessed Sep 2026)
  19. APQC Open Standards Benchmarking, invoice line items matched the first time (accessed Sep 2026)
  20. APQC Open Standards Benchmarking, invoices processed error free the first time (accessed Sep 2026)
  21. APQC Open Standards Benchmarking, invoice line items received electronically (accessed Sep 2026)
  22. APQC Open Standards Benchmarking, supplier invoices received through an e-invoicing network (accessed Sep 2026)
  23. CFO.com, Metric of the Month, detect and prevent duplicate or erroneous payments (APQC, Mar 3, 2020)
  24. IFOL, AP Automation Trends 2026 (Jun 24, 2026)
  25. IFOL, AP Automation Trends 2025 (Jun 25, 2025)
  26. IFOL, AP Automation Trends 2022 (Jan 25, 2022)
  27. Gartner, finance AI adoption remains steady in 2025 (Nov 18, 2025)
  28. Gartner, CFOs must stop mistaking finance AI deployment for value creation (May 28, 2026)
  29. Gartner, 90% of finance functions will deploy at least one AI-enabled solution by 2026 (Sep 12, 2024)
  30. US Census Bureau, large firms biggest AI users (May 26, 2026)
  31. AFP, 2025 Digital Payments Survey
  32. Nacha, massive drop in B2B check payments over 21 years (Sep 24, 2025)
  33. Nacha, ACH costs are a fraction of check costs, AFP survey (Feb 14, 2022)
  34. Nacha, Same Day ACH and B2B payments propel ACH Network growth in 2025 (Jan 29, 2026)
  35. Federal Reserve Payments Study, CY2024 data (Jul 1, 2026)
  36. Federal Reserve Bank of Kansas City, B2B payments, a gradual shift from checks (Sep 18, 2026)
  37. European Commission, VAT in the Digital Age (ViDA)
  38. International Observatory on eInvoicing (Politecnico di Milano), The global shift to eInvoicing (Sep 2025)
  39. US Bureau of Labor Statistics, bookkeeping, accounting and auditing clerks (updated Aug 27, 2026)
  40. US Bureau of Labor Statistics, accountants and auditors (updated Aug 27, 2026)
  41. AICPA, 2025 Trends report (Oct 27, 2025)
  42. Journal of Accountancy, the accounting graduate pipeline (Oct 27, 2025)
  43. Atradius, Payment Practices Barometer US 2025
  44. The Hackett Group, 2025 US Working Capital Survey (Aug 18, 2025)

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