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1 de 13
L’IA c’est déjà
aujourd’hui
Pierre Kauffmann
+41 79 255 60 71
@PierreKauffmann
Une Startup de 111 ans qui a inventé
- Les Bases de Données
- Le PC
- A battu Kasparov aux échecs
…
- Nous a fait sortir de l’hiver de l’IA
IBM
Create an omni-channel
experience for better
user engagement
Get started quickly
with pre-built content
Scale from a simple chatbot
to supporting millions of
conversations in one product
Create natural language
interactions to better serve
your end-users
Leverage machine learning
approaches to improve
the conversational model
Walk customers through
business processes
like application forms
or resetting a password
L’apprentissage selon
Watson
Source: NLU / Intent Detection Benchmark by Intento:, August 2017
For more than 34 years, software
giant Autodesk sold its popular 3D
design, engineering and
entertainment software under
perpetual desktop licensing
agreements. However, the way
customers wanted to buy and access
products changed.
Recognizing that shifting to a
subscription business model
requires real-time customer service
and support. Autodesk developed a
virtual agent interact with
customers and improve their
experiences
Connect
With IBM and Salesforce, you’ll have
the capability to seamlessly connect
real-time insights found in
unstructured data to discovery
within customer data.
99% improvement in customer response times for Autodesk by implementing Watson
5-10min
to resolve cases as opposed to a day and a half. And the only reason it takes five to 10 is
because that’s how long a customer needs to type in or find a specific information, such
as matching a serial number to an entitlement or contract
100,000 supported per month, easing the burden on call center staff
14M
total sentences analyzed for keywords, entities, phrases, clusters, and other speech and
language patterns
60cases
recognized distinct use cases to quickly resolve easy requests so that agents
can focus on helping customers with complex issues
5.4mins
of resolution time for most inquiries, drastically down from 1.5 days
+10pt
increase in customer satisfaction levels because customers don’t have to wait as long to
have their questions answered
conversations
Bradesco is one of the biggest and
fastest growing banking and financial
services companies in Brazil. The
bank recognized that international
expansion could provide some
growth opportunities but saw the
need
to improve service to existing
customers as a top priority.
Working with Watson, Bradesco,
created a virtual customer service
solution to provide support for call
center agents. The agents, who
answered branch agent queries, now
have an AI system that recognizes,
understands and answers these
questions with a high level of
accuracy.
283k+
questions
are answered by Watson in Portuguese every month
95% Watson is answering questions at a 95% accuracy rate, with only 5%
requiring calls for further assistance
62
products
Watson has been trained on 62 different Bradesco products
use Watson to better serve Bradesco’s 65 million customers
5200
branches
In an age when elegant technology
interactions have become key factors
in many consumer decisions, financial
institutions must strive to digitally
differentiate themselves from the
competition.
RBS recognized that although its
customer service representatives were
crucial to a customer’s journey, they
spent too much time handling
problems that are easily resolved,
increasing wait times and negatively
affecting satisfaction ratings. RBS used
the IBM Watson Watson Assistant to
build a conversational solution called
Cora. The chatbot weaves automated
assistance seamlessly with human
intervention, creating
a hybrid solution that serves as a
virtual assistant.
Cora has reduced the length of agent/customer conversations by 20%
200+ Cora’s knowledge base has more than doubled since launch and now
contains 200+ question topics per brand
50% of customer questions Cora can answer after just a few months
85% of customer inquiries are managed by Cora
2x The average contact center agent can now spend up to twice as much time on the more
complex problems and questions that matter most to customers
Crédit Mutuel, one of France’s leading
banks, has over 5,000 branches receiving
over 350,000 online inquiries a day, with
volume growing at 23% a year.
Maintaining the quality of client
relationships, while dealing with an ever-
rising stream of customers and client
requests, meant reinventing the client
advisor’s role or losing their competitive
edge.
After doing a diagnosis of how client
advisors were spending their time, Crédit
Mutuel found that a significant part of
their activity was answering simple and
repetitive questions. With this in mind,
Crédit Mutuel turned to IBM to find a
solution that could speed up everyday
processes and give client advisors more
time to address complicated and nuanced
problems.
50,000
lines of dialogue
Watson was trained on four virtual assistants and an email analyzer, learning banking
and insurance vocabulary and building 50,000 lines of dialogue
20,000
customer advisors
Watson was launched and is assisting 20,000 customer advisors
5,000
branches
Watson is strengthening customer relationships in 5,000 branches
60% Client advisors could answer customer questions 60% faster
50% Watson address 50% of the 350,000 daily emails received by the bank’s client advisors
in a six week long process, a 12-person team from Ubank
and IBM trained the AI in three key areas:
• Product details
• Risk and compliance
• Off topic, “chit chat” questions, which the bot is frequently asked
UBank, the Australian digital only
bank, is aiming to disrupt the
banking industry to deliver
a simpler, better, smarter customer
experience.
In striving to do more, RoboChat
was born—the first chatbot in
Australia to help customers with
their online home applications.
“Essentially, RoboChat is set up as
an additional staff member
providing a specific set of skills
within our current live chat
capability,” says Jeremy Hubbard,
Head of Digital
and Technology for UBank.
6weeks
40topics
for core home loan use natural language to respond to customers, along with
hundreds of associated questions
Watson
Assistant
Watson uses reasoning strategies that
focus on the language and context of
the question to answer simple
questions.
Watson
Discovery
Watson uses reasoning
strategies that focus on identifying the
most appropriate answer
for complex questions using the context
of the entire corpus.
+
How do I turn on
my device
How do I turn on
the headlights
WA + Discovery for all types of Qs
“
” ”
“
”
My device won’t power on. I am concerned if I do a
reset that I will lose my data. What should I do?
“My exhaust is making a rattling sound, how
do I troubleshoot the problem?
FrequencyofQuestions
Unique Intents
100s
100,000+
Complex Questions
Simple Questions
“
”
« Personne n’est à l’abri d’une bonne idée »
-- Pierre Kaufffmann
12
Merci
13

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BIMO Forum 2018 - L'IA c'est déjà aujourd'hui

  • 1. L’IA c’est déjà aujourd’hui Pierre Kauffmann +41 79 255 60 71 @PierreKauffmann
  • 2. Une Startup de 111 ans qui a inventé - Les Bases de Données - Le PC - A battu Kasparov aux échecs … - Nous a fait sortir de l’hiver de l’IA IBM
  • 3. Create an omni-channel experience for better user engagement Get started quickly with pre-built content Scale from a simple chatbot to supporting millions of conversations in one product Create natural language interactions to better serve your end-users Leverage machine learning approaches to improve the conversational model Walk customers through business processes like application forms or resetting a password
  • 4. L’apprentissage selon Watson Source: NLU / Intent Detection Benchmark by Intento:, August 2017
  • 5. For more than 34 years, software giant Autodesk sold its popular 3D design, engineering and entertainment software under perpetual desktop licensing agreements. However, the way customers wanted to buy and access products changed. Recognizing that shifting to a subscription business model requires real-time customer service and support. Autodesk developed a virtual agent interact with customers and improve their experiences Connect With IBM and Salesforce, you’ll have the capability to seamlessly connect real-time insights found in unstructured data to discovery within customer data. 99% improvement in customer response times for Autodesk by implementing Watson 5-10min to resolve cases as opposed to a day and a half. And the only reason it takes five to 10 is because that’s how long a customer needs to type in or find a specific information, such as matching a serial number to an entitlement or contract 100,000 supported per month, easing the burden on call center staff 14M total sentences analyzed for keywords, entities, phrases, clusters, and other speech and language patterns 60cases recognized distinct use cases to quickly resolve easy requests so that agents can focus on helping customers with complex issues 5.4mins of resolution time for most inquiries, drastically down from 1.5 days +10pt increase in customer satisfaction levels because customers don’t have to wait as long to have their questions answered conversations
  • 6. Bradesco is one of the biggest and fastest growing banking and financial services companies in Brazil. The bank recognized that international expansion could provide some growth opportunities but saw the need to improve service to existing customers as a top priority. Working with Watson, Bradesco, created a virtual customer service solution to provide support for call center agents. The agents, who answered branch agent queries, now have an AI system that recognizes, understands and answers these questions with a high level of accuracy. 283k+ questions are answered by Watson in Portuguese every month 95% Watson is answering questions at a 95% accuracy rate, with only 5% requiring calls for further assistance 62 products Watson has been trained on 62 different Bradesco products use Watson to better serve Bradesco’s 65 million customers 5200 branches
  • 7. In an age when elegant technology interactions have become key factors in many consumer decisions, financial institutions must strive to digitally differentiate themselves from the competition. RBS recognized that although its customer service representatives were crucial to a customer’s journey, they spent too much time handling problems that are easily resolved, increasing wait times and negatively affecting satisfaction ratings. RBS used the IBM Watson Watson Assistant to build a conversational solution called Cora. The chatbot weaves automated assistance seamlessly with human intervention, creating a hybrid solution that serves as a virtual assistant. Cora has reduced the length of agent/customer conversations by 20% 200+ Cora’s knowledge base has more than doubled since launch and now contains 200+ question topics per brand 50% of customer questions Cora can answer after just a few months 85% of customer inquiries are managed by Cora 2x The average contact center agent can now spend up to twice as much time on the more complex problems and questions that matter most to customers
  • 8. Crédit Mutuel, one of France’s leading banks, has over 5,000 branches receiving over 350,000 online inquiries a day, with volume growing at 23% a year. Maintaining the quality of client relationships, while dealing with an ever- rising stream of customers and client requests, meant reinventing the client advisor’s role or losing their competitive edge. After doing a diagnosis of how client advisors were spending their time, Crédit Mutuel found that a significant part of their activity was answering simple and repetitive questions. With this in mind, Crédit Mutuel turned to IBM to find a solution that could speed up everyday processes and give client advisors more time to address complicated and nuanced problems. 50,000 lines of dialogue Watson was trained on four virtual assistants and an email analyzer, learning banking and insurance vocabulary and building 50,000 lines of dialogue 20,000 customer advisors Watson was launched and is assisting 20,000 customer advisors 5,000 branches Watson is strengthening customer relationships in 5,000 branches 60% Client advisors could answer customer questions 60% faster 50% Watson address 50% of the 350,000 daily emails received by the bank’s client advisors
  • 9. in a six week long process, a 12-person team from Ubank and IBM trained the AI in three key areas: • Product details • Risk and compliance • Off topic, “chit chat” questions, which the bot is frequently asked UBank, the Australian digital only bank, is aiming to disrupt the banking industry to deliver a simpler, better, smarter customer experience. In striving to do more, RoboChat was born—the first chatbot in Australia to help customers with their online home applications. “Essentially, RoboChat is set up as an additional staff member providing a specific set of skills within our current live chat capability,” says Jeremy Hubbard, Head of Digital and Technology for UBank. 6weeks 40topics for core home loan use natural language to respond to customers, along with hundreds of associated questions
  • 10. Watson Assistant Watson uses reasoning strategies that focus on the language and context of the question to answer simple questions. Watson Discovery Watson uses reasoning strategies that focus on identifying the most appropriate answer for complex questions using the context of the entire corpus. +
  • 11. How do I turn on my device How do I turn on the headlights WA + Discovery for all types of Qs “ ” ” “ ” My device won’t power on. I am concerned if I do a reset that I will lose my data. What should I do? “My exhaust is making a rattling sound, how do I troubleshoot the problem? FrequencyofQuestions Unique Intents 100s 100,000+ Complex Questions Simple Questions “ ”
  • 12. « Personne n’est à l’abri d’une bonne idée » -- Pierre Kaufffmann 12