Solution
3-Way Match Automation

Automated 3‑Way Matching for AP

Automate 3‑way match: extract invoices from PDFs/emails, match to POs and receipts, flag variances, and trigger approvals & exceptions - complete audit trail included.

Data protection
GDPR
Model training
No training
Certification
ISO 27001
Hosting
In the EU

01 Overview

3-Way Match Automation

3‑Way Match Automation - without manual checks

3‑way matching is essential for AP control, but it’s still painful in reality: invoices arrive as PDFs or emails, POs live in your ERP, receipts are inconsistent, and exceptions turn into long email threads.

Cloudsquid automates 3‑way match end-to-end:

Extract invoice data from PDFs, email bodies, scans, Excel/CSV

Structure it into tables (header + line items)

Match invoices to POs and goods receipts / GRNs using an AI agent

Flag exceptions with a reasoning trail (what matched, what didn’t, why)

Route items into review mode and trigger workflows for approvals and follow-ups

What 3‑way match should catch (the real exceptions)

Cloudsquid helps identify and route:

  • Price variance (unit price differs vs PO)
  • Quantity variance (billed > received, or billed > PO)
  • Partial receipts / partial invoices
  • Over‑billing and duplicate lines
  • Missing receipt (GRN not posted yet)
  • Missing PO / incorrect PO references
  • Tax, freight, and fee differences
  • Mismatched UOM or item descriptions
  • Invoice date vs receiving cut‑off issues

Every exception can be explained, reviewed, and actioned.

How Cloudsquid works

1) Invoices → structured tables (even when messy)

Invoices arrive in many formats and layouts. Cloudsquid extracts consistent fields such as:

  • Vendor, invoice number, invoice date, currency
  • Total, tax, freight/fees (if present)
  • Line items: item/service description, quantity, unit price, line total
  • PO reference(s) when included

2) Bring your PO + receipt data (uploaded or connected)

POs and receipts can be imported as ERP exports (CSV/Excel) or supplied via workflows/integrations.
Cloudsquid treats them as “uploaded tables” used for matching.

3) Reconciliation tables perform the 3‑way match

A reconciliation table uses an AI agent to match across Invoice lines ↔ PO lines, Invoice lines ↔ Receipt/GRN lines and Header-level validation (vendor, totals, dates, references)

When data is incomplete, the agent can still make a qualified suggestion and show reasoning.

4) Review mode with audit trail (built for AP controls)

AP teams can Approve match, Reject match, Mark as exception/dispute and add comments and keep an audit history

This turns tribal knowledge into a repeatable, reviewable process.

5) Take action with workflows and table actions

When something fails 3‑way match, you shouldn’t manually coordinate across inboxes.

Use table actions to trigger workflows such as:

  • Route to approver based on cost center/vendor/category
  • Request receiving confirmation or missing GRN
  • Request corrected invoice from vendor
  • Create a case/ticket and assign ownership
  • Re-run match automatically after new data arrives

Why finance teams choose this approach

Faster cycle times: fewer approvals stuck in exceptions
Stronger controls: consistent enforcement of PO/receipt policy
Fewer overpayments: catch duplicates and over-billing early
Less manual effort: remove spreadsheet reconciliation loops
More confidence: AI suggestions + human review + reasoning trail

Get in touch and see it in action

Leave your work email and we will show you the workflow on your own documents.

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02 Use cases

3‑Way Match Automation Use Cases

01

Automated PO‑Invoice‑Receipt matching for AP

Extract invoice header + line items and match them to PO and receipt lines to approve clean invoices automatically and route exceptions into review.

02

Partial receipts and partial invoices

Handle real-world scenarios where goods arrive in multiple deliveries or invoices are split. Match what’s received, flag what’s missing, and keep the reconciliation traceable.

03

Price and quantity variance management

Automatically detect variances (unit price, quantity, totals) and trigger the right workflow - approve within tolerance, route for approval outside tolerance, or request corrections.

04

Missing GRN / receiving confirmation follow-up

When the invoice arrives before the receipt is posted, route a workflow to receiving for confirmation or to post the GRN - then re-run the match when data is updated.

05

Duplicate invoice and over-billing prevention

Identify duplicates and suspicious repeats across invoices and PO lines. Route exceptions for review before payment is released and preserve an audit trail for controls.

03 Customers

In our customers’ words.

“We tackled a massive document backlog of over 50,000 PDFs in minutes. After cloudsquid we verify new customers in 1 hour instead of 1 day.”
Noa RosenfeldFinance & Data Analyst, Cloover

04 Automate your process

Unlock hundreds of hours.

Without cloudsquid

View and understand thousands of files

Manual entry and work in spreadsheets and systems

Multiple days of work and dropped files

With cloudsquid

Flexibly extract any file type, format, or edge case without custom code

Agentic workflow builder with Python nodes and native warehouse connectors

Scale real-time processing or batch jobs seamlessly

05 Where to start

Start with a read-only lookback audit.

Hand us a bounded evidence set: ERP export, invoices, statements, contracts. We investigate the full scoped population in an isolated environment. You get quantified, evidence-backed cases: recoverable items, exception patterns, and recurring root causes.

06 Capabilities

Automate any finance and operations work.

01

Build easily with the AI assistant

02

Pull quality data from any file

03

Connect to any system in your stack

04

Export files into Excel and CSV

05

Solve hard tasks with AI agents

06

Update your ERP, CRM and SOR

07

Automate complex work in plain language

08

Save time and eliminate human error

08 Frequently asked questions

Questions and answers.

What is 3‑way match in accounts payable?

3‑way match verifies that an invoice aligns with the purchase order and proof of receipt (GRN/receiving data). It helps prevent overpayment and enforces procurement controls.

What documents and formats can you process?

Invoices can be PDFs, scans, email bodies, or spreadsheets. PO and receipt data can be uploaded exports or pulled through workflows/integrations into matching tables.

Does this work at line-item level or only totals?

Cloudsquid supports structured extraction of invoice line items and can match at line level where data is available - while still providing header-level checks and reasoning for exceptions.

How are exceptions handled?

Exceptions (missing PO/receipt, variances, duplicates) are flagged with a clear explanation. Your team can approve/reject in review mode and trigger workflows for follow-up or approvals.

Can we control tolerances and approval routing?

Yes. You can implement tolerance and routing logic in workflows (e.g., approve under threshold, escalate above threshold) and attach actions directly to rows via table actions.

09 See it on your workflow

See cloudsquid on a real finance process.

Bring one process, its real inputs, and the exceptions your team handles today.