Lockbox and Remittance Data Extraction with AI

3 Min Reads
Written by: Emagia Senior Staff
About Written by: Emagia Senior Staff

This article has been reviewed by Emagia’s autonomous finance specialists with expertise in accounts receivable automation, credit management, collections, cash application, and Order-to-Cash transformation. Emagia provides AI-native autonomous finance solutions for global enterprises.

Last updated: January 28, 2025

Lockbox and remittance data extraction with AI can save time, effort and costs while enhancing customer service and improving accuracy levels.

The commercial emergence of technologies Artificial Intelligence (AI), Machine Learning, Document Data Capture Assistants, and Frictionless Digital Payments, has made it possible to automate up to 90% of the manual operations in Cash Application. This technology is operational now – it is not a “System of the Future” concept.

Cash Application has long depended on Cash Application staff—both in-house and bank lockbox employees—to read and create a file of all the remittance advice provided by customers with their payments. This file is the input for automatically applying cash and generating the resulting productivity improvements from auto-cash.

However, the process of extracting remit advice data can be expensive, whether it is performed by in-house staff of your bank’s lockbox service team. Creation of the file by your lockbox is priced per keystroke. The cost of performing this task with in-house staff is usually equal to or higher than a bank lockbox. For companies that have high customer counts and payment volumes, the costs can be very high, especially if the customer payments contain a large volume of small value payments. While incurring a small data input cost for handling a $150,000 payment sounds reasonable, it’s expensive to incur the same charges for a $220 payment of many small invoices. The cost adds up.

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AI-driven Document Data Capture Assistants can extract payment and remit information accurately from a wide range of formats and sources: EDI transmissions, hard copy remit advices, vendor portals, Customer Care/EIPP portals, and from the new digital payment methods (Stripe, PayPal, Square, etc.). The remit data is input to a file which is then fed into the auto-cash engine. The Digital Assistants reduce labor cost to very low levels, whether in-house or with lockbox fees.

AI Digital Assistants can apply cash with “hit rates” above 90%, as well as create deductions. Overall, they can perform 70 to 90% of the manual operations in Cash Application, producing exponential productivity.

This can all be accomplished in the most complex environment faced by many global Shared Service Operations: multiple languages, currencies, bank accounts, and ERPs.

A high tech industry Emagia client deals with a very complex Cash Application environment: 58 business units, 44 countries, six languages, 170 banks. The results of implementing AI driven extraction of remittance data include:

  • Increase of auto-cash hit rate from 10% to 80% in Australia
  • Increase of auto-cash hit rate from 70% to 95% in France – a substantial improvement in an adequately performing operation

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Key benefits of extracting lockbox and remittance data with AI, include:

  • Automate data extraction with 90% and above accuracy levels
  • Improve remittance process efficiency and reduce lockbox fees
  • Achieve 90% and above straight through processing
  • Enhance customer service and improve accuracy levels
  • Assimilate new business units into a Shared Services Organization

Clearly, the benefits of AI powered Remittance Data Extraction are an opportunity that deserves serious consideration.

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Table of Contents

    Analyst Recognition and Industry Awards

    Emagia's AI-native order-to-cash platform has been recognized by Everest Group and Gartner, and by industry publications.

    Analyst Recognition

    Everest Group PEAK Matrix

    Leader and Star Performer

    Named a Leader and Star Performer in Everest Group's Order-to-Cash (O2C) Products PEAK Matrix Assessment 2026, for the second year in a row.

    2026 Assessment

    Gartner Magic Quadrant

    Visionary

    Named a Visionary in the 2024 Gartner Magic Quadrant for Invoice-to-Cash Applications.

    2024 Assessment

    The Silicon Review

    Global Best Companies to Watch

    Emagia's vision for autonomous finance featured in The Silicon Review.

    2026

    Business Fortune

    Top Innovative Companies to Watch

    Emagia named among the Top Innovative Companies to Watch.

    2026

    Trusted by enterprises in 90 countries

    Trusted by more than 1,000 enterprises, including Fortune 500 companies, across 90 countries. Emagia processes more than $1 trillion in receivables annually and supports 25 languages for manufacturing, distribution, retail and services companies worldwide.

    Proven impact at scale

    Delivering measurable results for enterprises worldwide

    15+

    Years

    Focused on order-to-cash

    $1T+

    Receivables

    Processed annually

    90

    Countries

    Global enterprise reach

    25

    Languages

    Multi-language support