ai & data insights new technologies to bring insights at the point …€¦ · ai & data...
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AI & Data Insights
New Technologies to bring
Insights at the Point of Action
Massimo Ippoliti
Rome, September 28th, 2017
#CWIN17
AI & Data Insight | Rome September 28th 2017
Copyright © 2017 Capgemini. All rights reserved. 2
Immersive Insights…represents a common and hidden factor
Big& Fast Data InMemory Computing Machine/Deep Learning Data Services
Bring Insights at the
Point of Action
CoolBI
Visual
Agile
Cloud
DemocracyDiversity
Cognitive
Actionable
Cognitive
Process Automation
Automate
Tasks
Agile
Service
Consumption
JourneyOrchestration
Cognitive
Actionable
Data Governance
Insights driven CX
Automate
Tasks
Agile
Service
Consumption
JourneyOrchestration
Cognitive
Actionable
AI & Data Insight | Rome September 28th 2017
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Artificial Intelligence encompasses a range of technologies that learn over time as they are exposed to more data..
“ We had the computer revolution, the smartphone revolution, and the internet revolution but AI will probably
be the biggest technological shift we have ever seen.”Edouard d’Archimbaud, Head of Data & AI Lab, BNP Paribas
Source: Capgemini report “Turning AI into concrete value: the successful implementers’ toolkit ”
TechnologyWhere artificial Intelligence as Cognitive Services represents key
innovation for immersive Insights…
AI & Data Insight | Rome September 28th 2017
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Artificial Intelligence
2930% Increase in sales leads experienced by Harley-Davidson using an AI tool in three months
20% Improvement in emission value by AI over a manual setting at a Siemens gas turbine
35% Improvement in customer Service efficiency at KLM using an AI platform for chat bot and biometric voice recognition
74% Share of organizations implementing AI who believe that AI is making their organization more creative
…impacting effectively on Digital Transformation
Customer Experience
Operational Process
Business Model
With impact on:
Source: Capgemini report “Turning AI into concrete value: the successful implementers’ toolkit ”
Technology
12,000 New Wholesales Loan Contract interpreted per year at JP Morgan
60% Response Time reduction at ICICI Bank, India largest private-sector bank, developing robot capabilities as “quasi banker”, carrying out remittance while helping customers in loan choice, email sorting
AI & Data Insight | Rome September 28th 2017
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Process Orchestration
Robotic Process Automation
Cognitive Services
Execute repetitive Tasks
Single UI as integration of pleanty of
apps
Simple processes + simple business
rules
Self Process Automation
Manage Volume, not complexity
Automate getting information form external
sources (as AI senses): pattern recognition &
tagging
Transform tags in piece of information:
textuale pattern recognition (Expert systems
vs Machine Learning)
Replace human decisioning embedded in
processes (next best task/action)
Big data required to store bulk process Data
Connect tasks in consistent journeys
Calls for data service and business rules
Support User Collboration
Complex Processes and Rules
Collect process variable and give context to
decisions
…impact on operational processes opens a new era of process automation
AI & Data Insight | Rome September 28th 2017
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CONVERSATION CHANNELS
BOT ORCHESTRATOR
Micro services architecture
AI TOOLS:
CLOUD COGNITIVE PLATFORMS
NLP
MACHINE LEARNING
Cognitive Services Amazon Lex
VOICE MESSAGING VOICE & MESSAGING
RPA
CLIENT ARCHITECTURE
CONTACT CENTER
Microsoft Bot
Framework
IBM
Watson
Stamplay
…where SmartBots come to play in the AI space…
AI & Data Insight | Rome September 28th 2017
Copyright © 2017 Capgemini. All rights reserved. 7
#Intents100s 100,000+
Short tail
Long tail
“Internet is not working” “I want to change the mobile plan of my mother but I don’t have
her password, can I do it?
For these area several techniques can apply to provide an
answer. Send it to an human agent or use search engines
to find a set of possible answers in a broader set of
sources of information
Frequency of
the question
Trained and prepared for a
discrete set of
intentions…
Short tail analysis:
• Some capacity to explore
open questions
• Trained on closed
questions with 1 sole valid
response
• Providing a 100% certain
answer
• Closed set of sources of
information
• Able to provide more than
text as an answer (actions)
…Artificial Intelligence playing central role in recognizing the human purpose
ant intents
AI & Data Insight | Rome September 28th 2017
Copyright © 2017 Capgemini. All rights reserved. 8
Thank You!
Phone: +39 3483080672
Massimo Ippoliti
Head of Data and Cloud Practice
Twitter: @MaxIppoliti
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