Source-Rated Benchmark Report

Accounts payable benchmarks.

Where AP cost, cycle time, exception rates, and automation actually stand against the field. Every figure is tagged with its source and a confidence level, so you know which numbers are solid enough to act on.

May 2026

In accounts payable, cost is set by automation level, not by industry. The average organization spends $9.40 to process a single invoice and takes more than nine days to do it. The best spend $2.78 and take three. Across the field, that gap is almost entirely the human touches required to resolve exceptions, not the clean matches.

Key findings

  1. Cost tracks automation, not sector. The average organization spends $9.40 per invoice and 9.2 days; Best-in-Class spend $2.78 and 3.1 days. Inside any industry, the gap is how many times a person touches each invoice.
  2. The cost lives in the exceptions. Clean, matched invoices are already cheap almost everywhere. The number that drives the average up is the invoices that need investigation, vendor follow-up, and manual resolution.
  3. Most teams sit mid-automation. Straight-through processing averages 32.6 percent of invoices, and about 51 percent now arrive electronically. The long tail is still handled by hand.
  4. The frontier is reachable, not typical. Advanced-automation adopters report a 60 percent touchless rate and 3.5 times higher AP productivity once they pass 30 percent touchless processing.
  5. Treat these as directional. Operational AP benchmarks come from industry surveys, not public filings. Use them to set targets, then validate against your own ERP data and your own trend.

The performance picture

Exhibit 1
The average invoice still costs $9.40 and takes more than nine days.
AP operating performance, average organization · per invoice
$9.40
average all-in cost to process one invoice
9.2 days
average time to process one invoice
14%
average invoice exception rate
32.6%
of invoices processed straight-through, on average
Directional Source: Ardent Partners, State of ePayables 2024 (survey of 212 AP professionals).
Listra Research

The maturity gap

Ardent defines Best-in-Class as the 20 percent of organizations with the lowest invoice cost and shortest cycle time. It is a maturity tier, not an industry or a size band. The gap between the tiers is the opportunity.

Exhibit 2
Best-in-Class organizations process invoices at a fraction of the cost and time.
Cost, cycle time, and exception rate by maturity tier
AverageBest-in-ClassAll others
Cost to process one invoice, all-in
$9.40
$2.78
$12.88
Time to process one invoice
9.2 days
3.1 days
17.4 days
Invoice exception rate
14.0%
9.0%
22.0%
Staff time on supplier inquiries
13.4%
26.9%
Directional Source: Ardent Partners, State of ePayables 2024 (n = 212). Best-in-Class is the lowest-cost, shortest-cycle 20 percent.
Listra Research

Cost by automation level

Within any sector, cost per invoice is driven by how many times a person handles each invoice. This is the single most actionable view in AP.

Exhibit 3
Cost per invoice falls as manual handling falls.
Fully loaded cost per invoice, by automation level · US dollars
Manual
$10 to $15+
Under 6,000 invoices per FTE / year
Semi-automated
$3 to $5
Higher, gated by review
Fully automated
$2 to $3
About 23,000 invoices per FTE / year
Directional Source: Levvel Research; Ardent Partners 2024; IOFM and Canon (throughput per FTE).
Listra Research

The automation frontier

Research on organizations using advanced AP platforms describes the frontier, not the typical organization. These are adopter figures from a vendor-evaluation matrix.

Exhibit 4
Advanced adopters clear 60 percent touchless and lift productivity 3.5 times.
Reported performance among advanced-automation adopters
60%
average touchless invoice processing rate
59%
faster cycle times after implementation
3.5x
higher AP productivity at 30%+ touchless
79%
average user satisfaction rating
Directional Source: The Hackett Group, 2025 AP Digital World Class Matrix. Software-adopter data; Hackett sells into this market.
Listra Research

Where AP is today

Exhibit 5
Capture is mostly electronic; straight-through processing is not.
Share of AP volume, average organization · % of total
Payments made electronically
68%
Invoices arriving electronically
51%
Invoices processed straight-through
32.6%
AP teams using AI (early 2024)
31%, rising to a projected 45%
Directional Source: Ardent Partners, State of ePayables 2024.
Listra Research
Where the cost sits
The highest-leverage AP improvement is not faster data entry. It is reducing the human touches required to resolve exceptions.

Cost per invoice on clean, matched invoices is already low almost everywhere. The number that drives the average up is the cost of invoices that require investigation, vendor follow-up, and manual resolution, which commonly run many times the cost of a clean match.

Methodology and sources

This report prioritizes sources from 2018 onward and favors primary or near-primary data. Confidence tiers were assigned by Listra based on sample size, transparency of method, and independence from the metric being measured. Where sources conflict, the conflict is shown rather than averaged away. Where no reliable public figure exists, the gap is stated.

Confidence tiers

High confidenceLarge public datasets with disclosed scope (Allianz Trade, PwC, the Federal Reserve, Visa with PYMNTS). Usable as a hard reference point.
DirectionalIndustry surveys and benchmark-firm research with smaller or self-selected samples (Ardent Partners, The Hackett Group, NACM). Use to set targets, then validate against your own data.
Data gapNo reliable, recent, public benchmark exists at that level of detail. We say so rather than estimate.

The AP operational benchmarks in this report are Directional. They are drawn from industry surveys and benchmark-firm research. Use them to frame targets, then validate against your own ERP data and your own trend.

Sources

  • Ardent Partners, State of ePayables 2024: survey of 212 AP professionals. Core AP operating benchmarks. Directional.
  • Levvel Research: AP cost-per-invoice ranges by automation level. Directional.
  • IOFM and Canon: AP productivity data, invoices per employee per year. Directional.
  • The Hackett Group, 2025 AP Digital World Class Matrix: evaluation of 15 AP software providers. Directional, and Hackett sells into this market.
  • APQC Open Standards Benchmarking and NACM: metric definitions and formulas.
See where you stand

Put these benchmarks against your own AP.

In a 30-minute working session we run your actual invoices, exception types, and spend against the platform, and show where your cost per invoice, cycle time, and exception rate land relative to the field.

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