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.

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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 view it in Action

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Use Cases

3‑Way Match Automation Use Cases

"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

Finance & Data Analyst

Automate your process

Unlock hundreds of hours

Without cloudsquid

Launch custom document automation in days not months

View and understand thousands of files

Simplify legacy data migration and onboarding

Manual entry and work in spreadsheets and systems

Focus sprints on features, not data infrastructure

Multiple days of work and dropped files

With cloudsquid

AI pipeline handles any file type, format, or edge case without custom code

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

Visual workflow builder with Python nodes

Agentic workflow builder with Python nodes and native warehouse connectors

Scale real-time processing or batch jobs seamlessly

Scale real-time processing or batch jobs seamlessly

Prove value before commiting.

Don't worry about paying for software you won't end up using. Build a real automation with our team, and experience the value before locking in. Even comes with up to 2000€ of free credits.

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Capabilities

Automate any Finance & Operations work

Build easily with AI Assistant
Pull quality data from any file
Connect to any system in your stack
Export files into Excel and CSV
Solve hard tasks with AI agents
Update your ERP, CRM and SOR
Automate complex work with plain language
Save time & eliminate human error

Frequently Asked Questions

Book a demo to see it on your real scenarios

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