Transforming Accounts Payable with Machine Learning
If you’ve been in accounting or finance enough years, you probably remember a time when accounts payable involved mountains of paperwork, manual data...
3 min read
August 26 2015 by Chris Cosgrove
With all the technological and technical advances the world over, it’s nonetheless mind-blowing to me that so many sizable and impressive companies are bogged down by some of the most pervasive and common problems in their AP department. What we’re talking about specifically today is how most companies go about invoice processing, which in other continents is nowhere near as much of a mess, but that’s a post for another day.
Here in the United States, invoice processing is a boondoggle of epic proportions. Many large companies have attempted doing something about it at least, though they are the exception to the rule because most companies can’t afford the technology to improve the process and certainly lack the technical talent to pull it off and maintain yet another non-core system. And that, right there, is another big impediment to improved invoice processing. Accounts Payable software necessary for Accounts Payable automation is non-core, and therefore less likely to get funded from a capital investment standpoint. Think about it from an organizational perspective…let’s say you’re a medium-sized regional hospital (healthcare is the biggest industry in the US by the way). What are you more likely to spend a few hundred thousand dollars on...some oddball technology that will benefit a handful of folks and that will incur ongoing operational expense with a long ROI period or are you going to make an investment into your facility, whereby you can actually treat patients and perform billable services to grow the top-line revenue. Now before you answer that, consider that few folks are going to get the glory from a back-office improvement as it’s typically something that isn’t as much of a selling feature to your consumer audience, whereas a state-of-the-art equipment setup is...so back to the point, that creates a context for why these biggest problems still exist today in 2015.
From our perspective, they are:
paper invoices and digitally formatted paper (pdfs and tiffs that are submitted electronically via email and fax and ultimately ingested as paper by the AP staff)
data entry
manual process and invoice validation
manual document routing and GL coding
paper-based payment
So, most of these problems exist explicitly because of a lack of integration between customer and vendor systems. As a result, transactional data must be conveyed somehow, and that medium is typically paper. Many organizations take half measures to improve the physical burden of storing paper, but that does little to affect the process, as paper typically ends up in an imaging system storage silo, with zero process improvement, which is essentially a bandage on a mortal wound.
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