Robotic Process Automation (RPA) is certainly not a new concept. Yet, for whatever reason, it’s still surprisingly misunderstood. To truly understand the value proposition RPA offers companies, as well as debunk some misinformation, our panel of experts will:
- Share ideas and approaches to leveraging RPA for both front and back office operations.
- Discuss the practical applications of this emerging technology within the asset management industry.
- Discuss why some RPA projects fail while others succeed.
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WHAT DOES ARTIFICIAL INTELLIGENCE DO?
Value to Financial Services Industry
Smart Automation
(Learnt patterns)
AI Automation
(Cognitive ability)
AICapabilityLevels
Basic Automation
(Rules based)
Research
PoV & Prototyping
Production Rollout
• Document analysis – auto trade capture
• Transaction reconciliations
• Intelligent wealth advisory assistant
• Compliance surveillance & reporting
• Portfolio analytics and management
• Advanced client personalisation
Industry research and adoption is gaining pace as AI moves to mainstream
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WHAT ARE SMART MACHINES?
Smart Machine
Automation
AdvancedBasic
• Technology is making great strides
in Smart Machines and Artificial
Intelligence
• The Fourth Industrial Revolution is
underway:
• Self-driving vehicles
• IBM Watson Jeopardy
champion
• Google DeepMind Go
champion
• Still a long way from true artificial
intelligent machine (i.e. the
Terminator)
• Basic process automation is the
simplest form of smart machine
automation
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ROBOTIC PROCESS AUTOMATION
Robotic Process Automation (RPA) refers to area of configuring “software” or “robots” to capture and
interpret existing applications in order to perform a repeatable set of activities in an automated fashion.
Features
• Virtual workers
• Faster setup
• Uses existing systems/applications
Benefits
• Quick wins and faster ROI
• Reduced risk and error rates
• Respond faster to business peaks and
troughs
• Enable users to do other cognitive tasks
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COGNITIVE + RPA DOCUMENT INJECTION
Documents arrive to centralized ops center
First several documents are unrecognized and must be “trained” via ML (classify + snap name/value)
After training documents are auto classified, text and meta data extracted
Passed on to RPA for business process completion
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Top 5 Reasons RPA Projects Fail
Buying a tool in place of creating a strategy
Not setting up the proper organizational structures
Run as a project instead of a program
Process being automated is not well understood
Bringing in an RPA tool and ignoring what is in place
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Organization Initial Experience New Plan
Global telecom
organization
Automate Account Set-up, Operations and Closing
• RPA tool redundant with other in-house tools.
• Took many months to automate 2 FTEs
• Tool did not have the cognitive processing required
• Reviewed the process – got savings
through streaming the process
• Implementing cognitive solutions,
which will allow them to automate up to
80% of the process
Global
card provider
Automate Dispute processing
• IT purchased an RPA solutions – No prior business buy-in
• Tried to automate everything with workflows given by the
business, but not working as a team with the business – did not
automate the proper flows.
• Set up the proper organization and
realized savings of 1.1M.
Fitness product
provider
Automate fulfilment process
• Did not have expertise in automation – partner used for
fulfilment processing did not have the expertise in cognitive
solutions
• Got stuck with a process they felt could be automated, but did
not know how
• New partner: 30% discount on service
• Took on the risk of automation savings
• Partial automation solutions utilizing
cognitive solutions for processing
emails/ e- forms via NLP.
• Single screen interface for unifying
multiple applications and screens
• Leveraging BOTs to do the actual
processing.
Examples of RPA Failures and Turnarounds
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Expected cost based on project complexity
Complexity
Cost
BASIC
e.g. Update form from 1
app to another
HIGH
Judgement-driven
processes, e.g.
disputes management,
document management,
KYC, etc.
MODERATE
Standardized,
unstructured inputs: e.g.
Name, address change
form processing
$40K – $100K $100K – $175K $300K – $500K
Illustrative costs include software, resources and infrastructure costs.
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