Automated AP Invoice Data Extraction at Scale

How Unity Document AI OCR Simplifies Accounts Payable for a Fortune 500 Real-Estate Portfolio

Read how a Fortune 500 REIT automates its invoice payment processes, slashing manual key-strokes and cutting cycle time by 80%

20x document throughput

>99%
accuracy

Document throughput
> 0 x
Est. annual cost savings
$ 0 K
Accuracy
Up to 0 %

Client Overview

Our client is a leading commercial, institutional and infrastructure real-estate investment trust (REIT). Its over 500 employees manage a portfolio of 1,000-plus properties across North America and Europe.

Industry

Commercial Real Estate

Team

+500 professionals

Headquarters

United States

Market Presence

US, Canada, Europe

Healthcare-REIT-Buildings-Medium

1,000+ Global Properties

The Challenge:

Manual bill keying risked late-fee penalties

The client’s team was buried in numerous specialty bill types, many of which arrived in seasonal batches with tight turnarounds.

The stakes were high, as any mistake in keying numbers or missing a deadline could result in thousands of dollars of late fees, interest penalties, or worse.

Manual data entry was slow and error-prone

Studies suggest that it costs anywhere between $12-20 to manually process an invoice, and the chance of errors can be as high as 1-5% per bill, compounding the impact to bottom line.

Paper and PDF-based workflows created extra friction

Despite efforts to digitize the process, most bills still came in via paper mail or PDF email attachments. A lack of central repository led to even more time spent chasing down documents.

Traditional OCR tools struggled with variation in bill formats

Existing OCR solutions required constant templating / data trapping / retraining for every new or slightly-different document. This meant that the more formats they encountered, the less efficient the system became.

“We needed a solution that didn’t just speed up the process. We needed to trust it not to skip or misread the data.”

Deb K.

AP Coordinator for Fortune 500 REIT

The Solution:

StackDC’s Unity Document AI OCR

Unity’s self-learning Document AI OCR module is designed for accuracy and reliability, pulling exact data without hallucinations with significantly less training requirements. 

In addition, it doesn’t just look for total amounts and due dates like generic OCR solutions. It can also capture other relevant information that the client specifies, including usage data, energy rates, and other complex details.

Key Deliverables:

Drastically Lower Training Time

Our Document AI OCR neural model can achieve over 94% accuracy after training on metadata from just one document, bypassing the previous limitation of requiring metadata from five or more documents.

Self-Learning Optimization

Unity’s intuitive design and self-learning capabilities significantly speed up bill processing cycles. Users simply drag and drop a bill, the system ingests and analyzes the document within seconds. Any tweaks to mapping are automatically learned and applied going forward.

Up to 99.9% Accuracy

Our Document AI OCR solution uses our proprietary metadata tagging dataset and a custom extract-transform-load (ETL) algorithm, ensuring the data is transformed into a format optimized for neural model training.

API Integration

Extracted data can be pushed into our Unity process automation platform, exported directly for custom analysis, or integrated via API into existing systems.

The Results:

Unity Document AI OCR Transformed the Client’s
Bill Processing Workflow

Faster bill processing time
> 0 x
per bill in opex savings
$ 0
less training cost
0 %
est. capacity savings
$ 0 K+

“This is what we were totally hoping for. Anytime we talked about OCR technology, this is the point we were hoping to reach eventually. This is a big jump.”

Deb K.

AP Coordinator for Fortune 500 REIT

Next Steps:

Ready to free your team from manual data entry while reducing costly errors?

Let’s discuss how StackDC and our Document AI OCR technology can help you with document workflow automation, automated invoice data extraction, no-touch bill processing and other manual labor-saving applications.

Want more inspiration on what types of process automation is possible with Unity?

Read more about our Document AI solutions:

StackDC delivers an AI-first, no-code workflow-automation platform plus vertically focused modules that remove manual data work for real-estate and other ops-heavy enterprises.