Logistics & finance operations · Example engagement

Document AI for high-volume invoice processing

How we replace manual invoice and delivery-document handling with a custom AI pipeline that extracts, validates and syncs data to the ERP, routing only exceptions to people.

IndustryLogistics & finance operations
ServicesCustom AI Solutions
Timeline8–10 weeks to production

Representative engagement showing our methodology — not a specific named client.

The challenge

A logistics business processes thousands of supplier invoices, delivery notes and proofs of delivery each month in dozens of formats. The finance team keys data by hand, matching errors cause payment delays and disputes, and month-end close is a scramble.

Goals

  • Automate extraction from varied document formats
  • Match invoices against purchase orders and deliveries automatically
  • Route only genuine exceptions to the finance team
Our approach
  1. 01

    Assess

    Sample the document mix, define the fields and matching rules that matter, and set accuracy targets per field.

  2. 02

    Prove

    Build a proof of concept on real historical documents to validate accuracy and cost before scaling.

  3. 03

    Engineer

    Create a production pipeline with classification, extraction, three-way matching, confidence scoring and ERP sync.

  4. 04

    Operate

    Add an exception review screen, monitoring and monthly accuracy reporting.

The solution
  • Automatic intake from email inboxes and supplier portals
  • Classification and field extraction across formats and languages
  • Three-way matching against POs and delivery records
  • Confidence-based routing with a simple exception review screen
  • Direct sync to the ERP with a full audit trail
Typical stack
Multimodal LLMsOCR / document AIPython data pipelineERP API (NetSuite, SAP, Dynamics)Cloud storage & queueing
Outcomes

Less manual keying

The finance team reviews exceptions instead of typing every document.

Fewer payment errors

Automatic matching catches discrepancies before invoices are paid.

Calmer month-end

Documents are processed continuously, not in a last-minute rush.

Let's talk

Want results like these?

Book a free 30-minute call. We'll map this approach to your business and outline the expected impact.