Accounts payable automation best practices: what to fix first, and the order that works

Accounts Payable Automation Best Practices: The Order That Works

Six accounts payable automation best practices in the order that works, the AP challenges that stall projects, and the metrics to track, with 2025 benchmarks.

Quick answer

The core accounts payable automation best practices are: clean your supplier data first, give every invoice one digital front door, capture every field including line items and check it, match invoices to POs automatically and route exceptions to people, build fraud controls into approvals and payments, and measure cost per invoice, cycle time, exception rate and straight-through rate. Do them in that order, because each step depends on the one before it.

Why listen to us: ECIT Digital processes supplier invoices for finance teams every day. Our AI reads every invoice, our people check what the AI is unsure about, and we guarantee 99.8% accuracy on the data we deliver into your ERP or AP tool.

Last year I bought a robot vacuum, named it Dusty, and set it loose on a floor covered in cables, socks and one suspicious Lego brick [you can see where this is going]. Dusty now lives under the sofa, wrapped in a phone charger, beeping for help at 3am.

I had automated a mess, and the mess won. AP teams do the exact same thing with invoices, just with more zeros on the bill. This guide covers the best practices that stop that from happening, in the order you should tackle them, plus the challenges that trip teams up [Dusty will be back, he always is].

Accounts payable automation best practices at a glance

Here is the whole guide in one table, for the reader who skips to the end of mystery novels [no judgement, I do it too].

Best practiceWhy it mattersWhere to start
Fix the process firstAutomation copies your process, flaws includedMap how an invoice moves today
One front door for invoicesScattered inboxes mean lost and late invoicesOne address, one queue, e-invoices welcome
Capture every field and check itEvery later step trusts the captured dataHeader and line items, with validation
Aim for touchless, plan for exceptionsExceptions eat most of the AP team's timeAuto-match to PO and receipt
Fraud controls in the workflowFake bank detail changes are a top fraud routeVerify every bank change by phone
Measure four metricsYou cannot improve what you do not countCost, cycle time, exceptions, straight-through

Do the best practices in this order

Most guides hand you 15 tips in random order, like a shuffled IKEA manual [step 1: attach the doors]. The order matters more than the tips, because each step trusts the data from the one before it.

AP automation best practices in order: clean supplier data, one front door, capture, match, approve and pay, measure
AP automation best practices in order: clean supplier data, one front door, capture, match, approve and pay, measure

So yes, the boring supplier cleanup comes first. Nobody has ever thrown a party for a clean supplier list, but every working AP automation sits on top of one.

1. Fix the process before you automate it

Automation does exactly what your process does, only faster, which is great news for good processes and terrible news for Dusty. Before you buy anything, map how an invoice moves through your company today, from arrival to payment.

Our guides to the accounts payable process and the AP workflow walk through each step. Look for the loops: invoices emailed to three people, approvals that sit in someone's inbox for a week, suppliers paid twice because the same PDF arrived twice [twice the PDF, twice the fun].

  • Clean the supplier master. One record per supplier, no duplicates, bank details verified. Duplicate supplier records are how duplicate payments start.
  • Write down the coding rules. If only Linda knows which cost center the cleaning invoices go to, Linda is your single point of failure [hi Linda].
  • Agree who approves what. Set thresholds by amount and spend type before the software asks you to.

2. Give invoices one front door

Paperless accounts payable starts with where invoices arrive. If they land in personal inboxes, a shared mailbox, the post room and a supplier portal, you have four front doors and at least one of them is unlocked.

Pick one address and one queue, and send every format into it: e-invoices, emailed PDFs and paper. Paper gets scanned once at the door, then handled like everything else [the fax machine is not invited].

Invoice formatHow it arrivesWhat happens at the door
E-invoice (PEPPOL, XML, EDI)Network or APIData goes straight in, nothing to read
PDFEmail to one invoice addressAI captures the fields, a person checks unsure ones
PaperPostScanned once, then handled like a PDF
Phone photoEmail, usually with an apologySame as a PDF, if it is readable

E-invoices are the best guests at this door. According to Ardent Partners, "slightly more than half (51.4%) of all invoices are submitted electronically", and 83% of AP leaders expect that number to grow. The Federal Reserve calls e-invoices "a necessary first step to achieving straight-through processing".

Outside the US it is becoming law. The EU adopted its VAT in the Digital Age package on 11 March 2025, with digital reporting for cross-border B2B trade from 1 July 2030. If you trade with Europe, read what an e-invoice is and how PEPPOL e-invoicing works [pronounced "pep-ol", not "people", I checked].

Getting suppliers on board: tell them the new address in writing, give them a date, and stop accepting invoices anywhere else after it. Suppliers adapt fast once the old inbox stops answering.

3. Capture every field, then check it

This is the accounts payable invoice processing best practice everything else depends on. If the amount is captured wrong, matching fails, approvers sign off on the wrong number, and the bank happily pays it [banks never question a typo].

What to captureWhy AP needs itHow to check it
Supplier and bank detailsPaying the right partyCompare against the supplier master
Invoice number and dateSpotting duplicates and due datesFlag repeats from the same supplier
PO numberMatchingCheck that the PO exists and is open
Line items: quantity and unit priceTwo-way and three-way matchingCompare against the PO and goods receipt
Tax and totalPosting the right amountLines plus tax must equal the total

Header fields alone are not enough to match against a PO, you need the lines. And AI capture is fast, but it does not always know when it is wrong [neither do I, but I have an excuse].

So a person should check every field the AI is unsure about. That is where most tools stop and leave the checking to you. Our invoice scanning works differently, which is why we can put a number on it.

Invoice capture with a person behind it

ECIT Digital reads every invoice with AI, our team checks every field the AI is unsure about, and clean data goes into your ERP or AP tool with 99.8% accuracy guaranteed. You pay per document, with no license. See how AP automation works with us.

4. Aim for touchless, plan for exceptions

Touchless invoice processing means an invoice goes from arrival to approved without anyone touching it. It is the goal, and like my goal of running a marathon, most teams are not there yet [I own the shoes, that counts].

In Ardent Partners' 2025 benchmark, the average AP team processed 35.4% of invoices straight-through, and 18.4% of invoices became exceptions. Ardent's Andrew Bartolini says exceptions "continue to be the bane of AP's existence".

So design for both paths. Let invoices that match a PO and a goods receipt flow straight through, using clear tolerance rules. Read our guide to purchase orders vs invoices if two-way and three-way matching are still fuzzy.

What the invoice doesWhere it goes
Matches PO and goods receipt, within toleranceStraight through to approval or payment
Price or quantity outside toleranceBuyer or purchasing, to confirm with the supplier
No PO numberBudget owner, to approve and code
Same supplier and invoice number seen beforeBlocked as a possible duplicate
Supplier bank details differ from the masterHeld until verified by phone

Then give exceptions an owner, a queue and a deadline, so they stop living in someone's inbox like Dusty under the sofa [still beeping]. Our invoice reconciliation guide covers how to close the loop at month end.

5. Build fraud controls into the workflow

Fraudsters love AP, because AP is the team whose job is to send money to people who ask for it nicely. According to the AFP 2026 Payments Fraud and Control Survey, 76% of US organizations experienced attempted or actual payments fraud in 2025, and 74% were hit by business email compromise.

The classic trick is a fake supplier asking you to update their bank details. In the 2025 edition of the same survey, vendor imposter fraud was cited by 45% of respondents [the "new bank, who dis" email].

ControlWhat it stopsHow
Phone check on bank changesFake supplier bank detail requestsCall a number already on file, never the one in the email
Segregation of dutiesOne person adding and paying a fake supplierDifferent people set up suppliers, approve and pay
Duplicate blockingThe same invoice paid twiceFlag repeat supplier and invoice number pairs
Approval thresholdsLarge payments slipping throughA second approver above a set amount

The US GAO puts the second row plainly: "Segregation of duties helps prevent fraud, waste, and abuse". And duplicates are not rare: APQC benchmarks show even top performers report 0.8% of annual disbursements as duplicate or erroneous payments, and bottom performers 2% [the PDF that arrived twice, again].

Software can flag a changed bank account or a duplicate invoice number in seconds. It cannot pick up the phone and sound suspicious, which remains a proudly human skill.

6. Measure the AP metrics that matter

If you only track one thing, track cost per invoice. If you track four, add cycle time, exception rate and straight-through rate, and you will know more than most AP dashboards, which mostly show a pie chart nobody asked for.

Accounts payable metrics, best-in-class vs all others: cost per invoice, days to process, exception rate, straight-through rate
Accounts payable metrics, best-in-class vs all others: cost per invoice, days to process, exception rate, straight-through rate
MetricWhat it tells youBenchmark
Cost per invoiceWhat it costs to process one invoice$9.84 average, $2.65 best-in-class (Ardent 2025)
Cycle timeDays from arrival to approved8.2 days average, 2.9 days best-in-class
Exception rateShare of invoices that need a person18.4% average, 11.1% best-in-class
Straight-through rateShare processed with no touch35.4% average, 51.0% best-in-class

Benchmarks: Ardent Partners, State of ePayables 2025, sponsored by Bottomline.

APQC's older benchmarks tell the same story: top-quartile organizations spend $2.07 or less per invoice, against $10 or more for the bottom quartile. Measure yours before you change anything, otherwise you cannot prove the change worked [Dusty's app says he cleaned 100% of the floor, so apps do lie].

Build the business case on your own numbers

Every vendor has an ROI calculator, and every ROI calculator somehow concludes you should buy from that vendor [shocking, I know]. Build yours from your own numbers instead, because those are the only ones your CFO will believe.

  • Count the volume. Invoices per month, and how many arrive as paper, PDF or e-invoice.
  • Time the work. Minutes per invoice for capture, coding, matching and chasing approvals.
  • Price the mistakes. Late payment fees, missed early payment discounts, duplicate payments.
  • Add the risk. What would one paid fake invoice cost you?

For scale: Ardent notes that in the early 2000s, "average invoice processing costs could easily exceed $20 per invoice". Today the average is $9.84, so the gap between average and best-in-class is where your case lives.

AP automation challenges, and how to get past them

AP automation projects rarely fail because of the software. They fail because of approvals, exceptions and suppliers, the three horsemen of the AP apocalypse [the fourth one is month end].

Ardent's 2025 survey found the top challenge, "called out by 49% of AP executives, is the length of time it takes to approve invoices and payments", followed by invoice exceptions at 48% and fraud risk at 31%. Here is what we see behind each one.

ChallengeWhy it happensWhat helps
Slow approvalsApprovers are busy and invoices are not their jobMobile approval, reminders, backup approvers, thresholds
Too many exceptionsMissing POs, price and quantity mismatchesPO discipline, tolerance rules, an owned exception queue
Suppliers keep using old channelsNobody told them, or nobody enforced itA written switch date, then one front door only
Bad captured dataAI extraction without a checkValidation rules and a person on unsure fields
ERP integrationEvery ERP and AP tool expects a different formatA provider that exports to your system by API
Team pushbackPeople fear the tool replaces themShow them the typing goes, the judgement stays

AI adoption is a challenge of its own. Ardent found "fewer than half of AP teams (44%) currently using AI technologies", and 22% have no immediate plans to adopt it. That is fine: you do not need AI everywhere, just in capture, where it does the most typing.

How to roll out AP automation without the drama

Big-bang rollouts make great war stories and terrible quarters. Go in stages instead.

1

Measure the baseline

Cost per invoice, cycle time, exception rate and straight-through rate, before anything changes.

2

Clean the supplier master

Merge duplicates, verify bank details, set the coding rules.

3

Open the front door

One invoice address, then tell suppliers the switch date.

4

Start with one entity or supplier group

Pilot with real invoices, including the ugly ones.

5

Run old and new side by side

Compare the output for a few weeks before you switch off the manual process.

6

Expand and re-measure

Roll out to the rest, then compare against your baseline.

Choosing tools? Our comparison of the best AP automation software covers the options, including providers where people check the data for you [shameless, but relevant].

The bar is rising, too. Hackett Group research on AP providers reports that "leading solutions achieve 60% touchless, straight-through processing", so touchless is not a fantasy, it is just a project.

What we see in the field

From where we sit, between our clients' invoices and their ERPs, the patterns repeat. Here is what the teams who get this right have in common [spoiler: none of them own a Dusty].

ECIT Digital validation view: invoice header and line data validated by a person, 99.8% accuracy
Our validation view: fields the AI is unsure about get checked by a person before delivery.
  • They hand off the document, not the problem. Invoices go to one address, and clean data comes back into the ERP or AP workflow tool. Nobody on their side retypes anything.
  • They expect messy invoices. Paper, phone photos and 40-page PDFs all show up. Paper is scanned by our partners, then handled like any other file.
  • They keep a person in the loop. When our AI is unsure about a field, someone on our team checks it, which is how the 99.8% accuracy guarantee holds.
  • They start with one document type. Supplier invoices first, then orders, remittance advice or anything else that gets retyped.
"Construction invoices are complex and highly variable and ECIT provided a flexible and extensible data extraction model that worked wonderfully." - Terence Pua, CEO, Hinges AI

AP automation, done for you

Invoices in, clean data out, 99.8% accuracy guaranteed

Our AI reads every invoice, our team checks what the AI is unsure about, and the data goes straight into your ERP or AP tool. You pay per document, with no license.

As for Dusty: I finally picked up the cables, cleaned the floor, and set him off again. He has not been stuck once since [he is still afraid of the Lego brick]. Clean first, then automate. That is the whole guide, really.

Sondre Bratlandsmo

November 3, 2026

Frequently asked questions

What are the best practices for accounts payable automation?

Clean your supplier data first, give every invoice one digital front door, capture every field including line items and check it, match invoices to purchase orders automatically and route exceptions to people, build fraud controls into approvals and payments, and measure cost per invoice, cycle time, exception rate and straight-through rate. Doing them in that order matters, because each step depends on the one before it.

What are the biggest AP automation challenges?

In Ardent Partners' 2025 survey, AP leaders named slow invoice and payment approvals as the top challenge (49%), followed by invoice exceptions (48%) and fraud risk (31%). Other common challenges are suppliers who keep using old invoice channels, poor quality captured data, and integration with the ERP.

What is touchless invoice processing?

Touchless invoice processing means an invoice moves from arrival to approval without anyone handling it manually. The data is captured, validated and matched to the purchase order and goods receipt automatically. Invoices that fail a rule become exceptions and go to a person.

Which accounts payable metrics should I track?

Track four: cost per invoice, invoice cycle time, exception rate and straight-through processing rate. Measure them before you automate, so you can show what changed afterwards.

How long does it take to set up AP automation?

It depends on your invoice volumes, the number of entities and the systems the data must reach. With ECIT Digital, our team handles the setup and the ERP connection, and maps a concrete go-live plan for your volumes and systems.

How much does AP automation cost?

Pricing models vary. Many vendors charge a software license plus setup, while others charge per invoice processed. ECIT Digital charges per document, with extra cost only for additional fields or features, and no license fee.

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