Magical Recognition
What to expect (when you’re expecting too much). Document recognition can be magical, IF you let it.
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I thought this article was going to be as easy as responding to the title
with a single word “disappointment.” However, when I started thinking about user
expectations of document recognition technologies I realized the biggest problem
with purchasers is they don’t even know what’s realistic or over the moon.
Technology should always exceed your expectations. But, when it seems like
magic, users may overlook the processes and best practices that allow that magic
to happen. This article should empower you, the purchaser of advanced
recognition technologies, with the state of mind to know the difference between
technology magic and reality.
Demos are always impressive. I’m fond of referring to
the initial canned demo of document recognition technologies as the “Disney
experience of document recognition.” Usually, it’s pretty obvious that any
canned demo will wow you, but when it comes to a vendor demo on your own
documents, it’s less obvious. What a vendor typical does is to obtain a
collection of your live documents and shows you the software in action on
them. These demos are usually round two after you have seen the initial
canned demo, but some forward thinking vendors will insist on it being the first
demo. Keep in mind that such a specialized demonstration is dealing with a
small subset of your actual environment and quite contained. This allows
the rapid development of a very accurate demonstration because when it comes to
these technologies 10% of your integration time is initial setup meeting all
requirements and 90% is fine-tuning. Most any small sample set only falls
into the 10% category of setup time. Not to mention that ALL these
solutions have shortcuts that are great for showing potential quickly, but
useless in production. These demos are imperative to see how technology is
setup and behaves on your documents whether it be good, bad and ugly. But keep
in mind that it will always WOW you. The demo may be a guide to where you
can get, but should not be your initial expectation at first launch.
Understanding this is so powerful. It means you will approach the
technology with a cautious excitement that will force you to put the business
processes in place to improve the recognition stepwise versus the common “make
it perfect from day one” strategy. It should also force you to first
automate what you can most easily, then move on to the rest. Now you can
handle exceptions with scrutiny and only fine-tune for expectations that repeat
with a high frequency and opportunity cost.
Vendors know their technology, but have no idea how you will use
it. It’s a classic assumption people make that the vendors know
how you process your documents. While all vendors have gained specialized
education in each document type vertical, they only posses an objective
understanding of what each document is. There are as many ways of handling
documents as there are companies doing it. Many fail to realize that the
business process is just as much a factor in integration success as is the
document types themselves. You simply can’t expect the vendors to take the
time to understand your specific business process associated with a particular
document type you are automating. Unless you enter into a professional
services agreement with the vendor, assume they know nothing more than the types
of documents you are processing and what the general population seems to do with
them.
Understanding this means you keep some responsibility in your court.
You know better than anyone how you currently process documents and what the
impact of automation will be in the current process. You also know better
than anyone how your organization approaches and handles change. These are
things they may expect answers from the vendor on and it simply won’t
happen. It’s your responsibility to give enough details to the vendor that
they can point out areas of focus during integration, and your responsibility
not to delegate this portion to your vendor.
Something will always break, how you will handle it?
I’m sorry, yes, there will be problems, there will be that one invoice that has
that one invoice number which is always misrecognized. I’ve always been
surprised at organizations that approach me in frustration and point out issues
they are facing that seem to diminish the value of the entire solution.
After investigating the entire production process I often tell myself, “wow, I’m
impressed these guys are ahead of the game and doing a great job at automating a
very high volume of documents.” It could be that one field on that one
invoice has created a situation of panic that blinds people to what is really
happening and blinds them to the, often, simple solution. A lot of these
companies have already hit an ROI and have potential for even greater success,
but don’t know it. The commonality in all these organizations is that they
assumed from the get go that problems of this sort would not happen. Very
often the technical department is realistic, but the louder business unit is
not.
The goal first should be to reconcile the understanding across the
organization’s constituents. I understand there may be some technical
boundaries, but I guarantee the exercise will be better for all. Once you
have done this make an action plan on how to address those oh so frustrating
problems when they occur. Set yourself up to win by preparing to manage
failure.
Document recognition is magical and exceeds even my expert’s eye expectations
every day. But I and many other organizations that have done their
homework know what the proper expectations are and what to do to achieve
them. Hopefully you now can do the same. Document recognition is an
interpretive technology and you have to give it the best chance of showing you
what it can do.
Chris Riley (chris.riley@livinganalytics.com)
is founder of Living@nalyitcs (www.livinganalytics.com)
where he uses his in-depth knowledge of data capture technologies to advise
clients and proselytize the value of these tools.
Chris recently was the feature speaker for our webinar on March 5; Tips
and Tricks to Help You Automate your Office Documents (for Effective Data
Capture). Listen at www.aiim.org/webinararchive.