1. Home
  2. AI Solutions
  3. AI invoice processing
AP automation · Invoice extraction · 3-way match

Invoices coded, matched and approved before your team opens the inbox.

AI invoice processing that reads every supplier invoice, proposes the GL code, matches it to the PO and goods receipt, and blocks duplicates before payment. Your AP team works only the exceptions, with the evidence already attached.

98% field-level extraction target, measured on your own invoicesNetSuite plus SAP, Dynamics 365, Sage Intacct and Xero postingHuman approval on every exception and every new vendor

What is AI invoice processing?

AI invoice processing is the use of document AI and machine learning to capture supplier invoices from email, portals and scans, extract header and line data, assign GL codes and cost centres, and match each line to purchase orders and receipts. It outputs a posted, approval-ready bill in your ERP, or a routed exception that explains exactly which field, price or quantity failed and why.

Finance operationsDelivered in the US, UK and UAEUpdated
The cost of doing it manually

Most AP cost sits in keying, chasing and exceptions.

The work is not hard. It is repetitive, spread across inboxes and approvers, and easy to get slightly wrong: a reissued invoice number, a second copy to another approver, a changed bank account. That is how duplicates and fraud get paid.

Average time to process one invoice across AP teams in Ardent Partners' 2025 benchmark.[1]

Average cost per invoice versus $2.78 for best-in-class teams in the same Ardent Partners study.[1]

of US organisations were hit by business email compromise in 2025, per the AFP Payments Fraud and Control Survey. Fake invoices and changed bank details arrive through the AP inbox.[2]

A typical occupational fraud runs about a year before it is detected, across 1,921 cases in the ACFE 2024 Report to the Nations. Billing and invoice schemes hide in routine AP volume.[3]

What we deploy

Three pieces, running inside your AP process.

Inputs · email, portal, EDI, scan

Capture and extraction

Reads PDFs, images, e-invoices and multi-page statements in any layout, with no templates to maintain per vendor.

  • Header, tax and line-item extraction with a confidence score per field
  • Vendor matched to your master file, not to the name on the PDF
  • UK VAT and UAE VAT fields captured where present
Logic · ERP data

GL coding and 2/3-way match

Learns coding from your posted history and matches each line to the PO and goods receipt using your tolerances.

  • GL, cost centre and project suggestions with the reason shown
  • Price and quantity tolerances set per category or vendor
  • Non-PO invoices routed to the right budget owner
Controls · pre-payment

Duplicate and fraud checks

Checks every invoice against paid and open bills, and flags bank detail changes before the payment run.

  • Fuzzy duplicate detection across invoice number, amount, date and vendor
  • Bank account change alerts with call-back task for AP
  • Full audit trail for every automated and human decision
The 21-day production pilot

Live invoices, one metric, three weeks.

Days 1–3

Agree the metric and connect

We pick one metric, usually touchless rate or cost per invoice, baseline it from last quarter, and connect the AP mailbox and ERP read access.

Days 4–10

Train on your history

Extraction and coding are tuned on a sample of your posted invoices. Your AP lead reviews every field the model gets wrong.

Days 11–18

Shadow, then post

The system processes live invoices beside your team, then starts posting draft bills for approval. Exceptions go to named owners.

Days 19–21

Measure and decide

We report the metric against baseline, with error logs. You decide whether to move to Run, extend, or stop.

Options compared

AI invoice processing options compared

CriterionManual processOff-the-shelf toolStratgik build + run
Setup timeNoneWeeks, fast for standard ERPs21-day pilot on live invoices
Line-item GL codingClerk judgementRules or basic suggestionsLearned from your posting history, reasons shown
Matching tolerancesInformalConfigurable within product limitsSet per vendor, category and entity
Duplicate and bank-change checksSpot checksOften included, varies by vendorAcross all entities and paid history
Custom ERPs and odd formatsHandled by peopleCan be limitedBuilt to your systems
Best fitUnder a few hundred invoices a monthStandard processes on a supported ERPMulti-entity, high-volume or complex matching
Why it matters now

The gap between average and best-in-class AP is wide.

Benchmarks show most AP teams still touch most invoices. The leaders do not have more staff. They have fewer exceptions and fewer manual steps.

  • Never auto-pay a new vendor or a changed bank account
  • Every automated post carries its source document and reasoning
  • Tolerances are yours, not the model's
  • Exceptions route to a named person with a due date
32.6%of invoices are processed touchless on average; best-in-class teams reach 49.2% (Ardent Partners, 2025).[1]
14%average invoice exception rate, and exceptions are the top AP challenge for 53% of AP professionals (Ardent Partners, 2025).[1]
76%of US organisations experienced attempted or actual payments fraud in 2025 (AFP, 465 treasury practitioners).[2]
17%of organisations use AI to fight payments fraud (AFP 2026 Payments Fraud and Control Survey).[2]
Work out the numbers first

What faster invoice processing is worth to you

Move the sliders to your volumes. The touchless share is an assumption until we measure it on your invoices during the pilot.

Recoverable per year

Test this in a pilot

Illustrative estimate using your inputs and stated assumptions, not a quote or guarantee. The pilot measures the real figure against your baseline.

Pricing

Priced on invoice volume and ERP complexity

Pilot

$12,000 one-time

21-day production pilot on live invoices, one entity

  • AP mailbox and one ERP connected
  • Extraction, GL coding and 3-way match on your data
  • Duplicate and bank-change checks
  • Metric report against your baseline
Scope my pilot
Most teams continue here

Run

$3,000 / month

per month, up to 5,000 invoices

  • Monitoring and model retraining
  • New vendor formats handled
  • Monthly accuracy and touchless report
  • Business-hours support for your AP lead
Talk to us

Scale

$8,000+ / month

per month, multi-entity and higher volume

  • Additional entities, currencies and ERPs
  • Vendor statement reconciliation
  • Approval workflow in Teams or Slack
  • Quarterly control review with finance
Plan a rollout

Usage (model tokens, OCR pages, cloud hosting) billed at cost with no markup; deployed in your cloud account where required; taxes excluded. GBP and AED prices are indicative conversions from USD.

Questions buyers ask

AI invoice processing: frequently asked questions

How accurate is AI invoice processing?

AI invoice processing typically reaches high field-level accuracy on clean digital invoices, but the number that matters is accuracy on your own supplier mix. We measure it during the pilot on your live invoices, field by field, and report it with the error log. Low-confidence fields never post silently; they route to a person for review, so accuracy gaps show up as exceptions, not wrong payments.

How much does AI invoice processing cost?

Our AI invoice processing starts with a fixed 12,000 USD, 21-day production pilot on your live invoices. If it hits the agreed metric, a Run plan from about 3,000 USD a month covers monitoring, retraining and support for up to 5,000 invoices. Model, OCR and cloud usage is billed at cost. Larger multi-entity rollouts are priced from 8,000 USD a month.

Is AI invoice processing better than RPA for accounts payable?

For varied supplier invoices, yes. RPA follows fixed screen steps and templates, so it breaks when a vendor changes layout or sends a scan. AI reads the document's meaning, extracts line items, and learns coding from history. RPA still works well for the final posting step into older ERPs, and we often use both: AI decides, a bot or API posts.

Does it work with NetSuite, SAP and Dynamics 365?

Yes. We post draft bills and read purchase orders, receipts and vendor masters through the standard APIs for NetSuite, SAP S/4HANA and ECC, Microsoft Dynamics 365, Sage Intacct and Xero. For custom or older ERPs we use a database connector or a file-based import. Nothing is posted as final without your approval rules being applied.

How does duplicate payment detection work?

Duplicate payment detection compares each new invoice against open and paid bills using fuzzy matching on vendor, invoice number, amount, date and line content. It catches near-duplicates, such as a reissued number with an extra character, the same bill under two vendor records, or a copy sent to a second approver. Suspected duplicates are held before the payment run with both documents side by side.

How long does it take to implement AP automation with AI?

A working production pilot takes 21 days: connection in the first three days, training on your posted history in week two, and live shadow processing in week three. A full rollout across entities usually follows over one to three months, depending on how many ERPs, currencies and approval chains are involved. Your AP team stays in control throughout.

Next step

Send us last month's invoices. We will show you the exceptions.

A 30-minute call to agree the metric, then a fixed-price 21-day pilot on your live AP inbox.