Date post: | 08-Feb-2017 |
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Business |
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IMAGES TO BUSINESS DATA
▷ INFORMING THE NEXT BEST ACTIONJACK C CRAWFORD▷ Employing artificial intelligence for business advantage
Copyright 2016, Jack C Crawford. For educational purposes only (fair use)
SINCE THE DAWN OF TYPEWRITERS, ORGANIZATIONS HAVE CREATED SILOS OF INFORMATION
Image: breezeware.net
THIS DISRUPTS THE CUSTOMER’S EXPERIENCE
Image: nuance.com
SILOED AI WILL JUST MAKE IT WORSE
Make it better instead
▷Let the machine take over the parts we do poorly
Image: enterpriseinnovation.net
IMAGES? ENTERPRISE DATA?TWO IDEAS:
A) Remove humans from image analysis▷ Don’t review every receipt in an expense report▷ Let the machine do it for you
B) Engage in real time▷ Recognize mood▷ Respond accordingly
THE PROJECT – EXPENSE RECEIPT AUDITING
Image: dreamtimes.com
THE HYPOTHESIS
The image can be compared against the DATA that is in the expense report line itemIf it matches, there is no need to view the receipt
convolutional neural
nets
recurrent neural netsdeep learning
IT’S NOT GOING TO BE EASY, BUT IT WILL BE WORTH IT100 employees submit expense reports each weekAn average of 15 line items, each with a required receipt
Headcount of 6 people to review (i.e. audit) each line item
Savings: HUGE
NEXT BEST ACTION
▷Recognize mood
▷Respond accordingly
Image: ointegration.com/go/why-personalization
Image: pega.com
Image: pega.com
Going from an image to the next best action is simply a trigger to the machine learning driven recommendation
AND IT DOESN’T TAKE A HUMAN TO PERFORM THE ACTION (SEE PREVIOUS SLIDE)
THANK YOU@JACKCCRAWFORD