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HOW TO CREATE INTELLIGENT &
PERSONAL CONVERSATIONAL AI
Openba[a]r Kontich
12-12-2019
What do you do?
We are an Applied Artificial
Intelligence Solution Provider. We
build solutions for a future where
machine learning and data
science will be the driving
factors of your business in a
constantly changing reality.
Openba[a]rKontich
Who are you?
We are a unique mix of Data
Scientists, AI Engineers,
Statisticians and Developers. Our
projects are on the crossroads of
those domains and will typically
require a multi-disciplinary
approach.
Openba[a]rKontich
From simple informational
chat - or voicebots to
more advanced bot
platforms requiring
‘Natural Language
Processing’ and complex
integrations.
From data exploration to predictive
algorithms, real -time analytics and deep
learning. We can use pre -built models and
existing tools or develop our own code in R
and Python
What do you do?
Openba[a]rKontich
Development of simple games
and informational applications
on humanoïd robots. Advanced
research projects examining
the use of humanoïd robots in
education, training, medical
sector, city services, security, ...
Basic trainings in Bot
Development, Machine
Learning and Advanced
Analytics, so you can start
building your own
competences in the field of
Data Science & AI.
Customers
Openba[a]rKontich
What is Artificial Intelligence?
Artificial Intelligence (AI)
“The theory and development of computer systems able to perform
tasks normally requiring human intelligence…”
Many forms of AI
• Image recognition
• Face detection
• Natural Language Processing
• Chatbots
• Object detection
• Predictive Analytics
• Robotics
• Speech recognition
• Translation services
• AR/VR
• ...
Openba[a]rKontich
Chatbots = AI?
• NLP
• Recognize the intention of the user
• Analyze the context and retrieve
relevant details
• Is the city hall open
• Advanced search
• Cognitive search in your knowledge
base
• Learning capabilities
• Train and re-train your chatbot
Openba[a]rKontich
HOW TO CREATE INTELLIGENT &
PERSONAL CONVERSATIONAL AI
Openba[a]r Kontich
12-12-2019
Content
What is the information we want to offer our users?
Expectation management
Common pitfalls
Content
Openba[a]rKontich
Not enough content or training
Common pitfalls
Content
Openba[a]rKontich
Too much content
Common pitfalls
Content
Openba[a]rKontich
User Experience
How do I make using my bot as easy as possible
Clickbot
Common pitfalls
User experience
Openba[a]rKontich
No re-use of available tools, services and API’s
Common pitfalls
User experience
Openba[a]rKontich
No re-use of available tools, services and API’s
Common pitfalls
User experience
Openba[a]rKontich
No hints for further engagement
Common pitfalls
User Experience
Openba[a]rKontich
Personality
Digital vs. human
Don’t fake human
Common pitfalls
Personality
Openba[a]rKontich
Don’t fake human
...BUT: you need a good (human-
centric) conversation design!
Don’t have your bot designed by
engineers only!
Common pitfalls
Personality
Openba[a]rKontich
Your bot will fail
Common pitfalls
Personality
Openba[a]rKontich
Your bot will be tested
Common pitfalls
Personality
Openba[a]rKontich
Feedback
Continuous improvement
No quality control or re-training
Common pitfalls
Feedback
Openba[a]rKontich
No analytics
Common pitfalls
Feedback
Openba[a]rKontich
No user feedback or impact quantification
Common pitfalls
Feedback
Openba[a]rKontich
ROI
What’s the added value for my organization?
No clear business case
Common pitfalls
ROI
Openba[a]rKontich
 Process throughput time reduced from +1 hour with 2 employees to 15 minutes with the
help of the chatbot
 Shift mundane tasks to digital workforce
 Revenue generation
 FTE reduction
 Higher accuracy
 Make life easier for my employees
Reference cases
Stad Roeselare
• 62.700 inhabitants
• Complex structure: different
departments, teams and
partnerorganizations
• Website mainly aimed at inhabitants and
visitors
AppliedAI–usecase'Bertje'
Stad Roeselare
• Large variety of information on website
• Underused search functionality
• Contact center receives lots of repetitive
questions while they should focus more
on complex issues
• Analytics show top FAQ’s and long tail of
other more specific questions
AppliedAI–usecase'Bertje'
Stad Roeselare
• January 2018: start development framework
(webscraping, creating first MLP)
• Summer 2018: First test phase, low testing
rates resulting in few additional content
• October 2018: Local elections – freeze for all
projects in the months leading up to and
after the elections
• Winter 2018: training, training, training!
• Summer 2019: alpha and beta testing with
citizens (first ‘real’ testers), re-training of bot
• October 2019: go-live
AppliedAI–usecase'Bertje'
Stad Roeselare
• Able to answer ±650 questions and continuously
growing thanks to re-training and evaluation of chatlogs
• Most important content gathered with actual users
• Satisfied users for general questions, exceptions remain
tough to handle
• 340 chat sessions in the first 18 days after go-live,
without any promo!
• 782 unique questions during that same period, 2.5
questions / conversation on average
• Project won the 2019 AI Cup (selected by Hangar K,
Start It @ KBC, HOWEST and VOKA West-Vlaanderen)
AppliedAI–usecase'Bertje'
“Bertje was already 80% ready in May 2018, but we wanted to be
sure that the functionalities and ease of use were fully on point
before going live. That is why we have carried out various internal
tests and have thus further fine-tuned the UX design and flows.
The different people in the team all also found other points for
improvement, which was ideal. It is especially important for us that
we find the errors and mistakes and not our external customers”
-Kimberley Van Luchem, Project Manager
Partena Professional
• HR-services provider
• 32 offices, 1800 employees
• Customers: 81.000 businesses
and 140.000 freelancers
• €195 Mio. Revenue
• Entrepreneurship with
entrepreneurs
AppliedAI–usecase‘Louise’
• Expert HR advice, with a strong
focus on human-to-human
interactions
• Complex, repetitive and system
heavy end-of-contract procedures:
• Legal advice (outplacement, early
retirement, industry specific rules,
etc.)
• Calculation of dismissal period and
resignation fee (different
applications)
• Ticket creation in Topdesk
• Adjust resignation letter template
Partena Professional
AppliedAI–usecase‘Louise’
Partena Professional
• Fall 2018: start development
Resignation API and prototype
chatbot Louise
• Integration services with:
• Calculation engines
• Document generation engine
• Ticketing system
• February 2019: testing and roll-out
to 900 payroll consultants
AppliedAI–usecase‘Louise’
Partena Professional
• September 2019: standard
operating procedure
• Process throughput time reduced
from +1 hour to 15 – 20 minutes
• Revenue generation: €200 / case
• HR Excellence Award?
• 2020: a public brother or sister for
Louise
AppliedAI–usecase‘Louise’
“By investing in a scoped project that
was used throughout the company,
the adoption rate of AI technology
grew enormously.”
-Jonas Pollet, Innovation Manager
Q&A
+32 472 44 01 43
wouter.baetens@arinti.ai
www.arinti.ai
Stationsstraat 55 – 2800 Mechelen
Gaston Crommelaan 4 – 9050 Gent
Wouter Baetens
Managing Partner

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Openbar Kontich // How to create intelligent & personal conversational AI - Wouter Baetens (Arinti)

  • 1. HOW TO CREATE INTELLIGENT & PERSONAL CONVERSATIONAL AI Openba[a]r Kontich 12-12-2019
  • 2. What do you do? We are an Applied Artificial Intelligence Solution Provider. We build solutions for a future where machine learning and data science will be the driving factors of your business in a constantly changing reality. Openba[a]rKontich
  • 3. Who are you? We are a unique mix of Data Scientists, AI Engineers, Statisticians and Developers. Our projects are on the crossroads of those domains and will typically require a multi-disciplinary approach. Openba[a]rKontich
  • 4. From simple informational chat - or voicebots to more advanced bot platforms requiring ‘Natural Language Processing’ and complex integrations. From data exploration to predictive algorithms, real -time analytics and deep learning. We can use pre -built models and existing tools or develop our own code in R and Python What do you do? Openba[a]rKontich Development of simple games and informational applications on humanoïd robots. Advanced research projects examining the use of humanoïd robots in education, training, medical sector, city services, security, ... Basic trainings in Bot Development, Machine Learning and Advanced Analytics, so you can start building your own competences in the field of Data Science & AI.
  • 6. What is Artificial Intelligence?
  • 7. Artificial Intelligence (AI) “The theory and development of computer systems able to perform tasks normally requiring human intelligence…”
  • 8. Many forms of AI • Image recognition • Face detection • Natural Language Processing • Chatbots • Object detection • Predictive Analytics • Robotics • Speech recognition • Translation services • AR/VR • ... Openba[a]rKontich
  • 9. Chatbots = AI? • NLP • Recognize the intention of the user • Analyze the context and retrieve relevant details • Is the city hall open • Advanced search • Cognitive search in your knowledge base • Learning capabilities • Train and re-train your chatbot Openba[a]rKontich
  • 10. HOW TO CREATE INTELLIGENT & PERSONAL CONVERSATIONAL AI Openba[a]r Kontich 12-12-2019
  • 11. Content What is the information we want to offer our users?
  • 13. Not enough content or training Common pitfalls Content Openba[a]rKontich
  • 14. Too much content Common pitfalls Content Openba[a]rKontich
  • 15. User Experience How do I make using my bot as easy as possible
  • 17. No re-use of available tools, services and API’s Common pitfalls User experience Openba[a]rKontich
  • 18. No re-use of available tools, services and API’s Common pitfalls User experience Openba[a]rKontich
  • 19. No hints for further engagement Common pitfalls User Experience Openba[a]rKontich
  • 21. Don’t fake human Common pitfalls Personality Openba[a]rKontich
  • 22. Don’t fake human ...BUT: you need a good (human- centric) conversation design! Don’t have your bot designed by engineers only! Common pitfalls Personality Openba[a]rKontich
  • 23. Your bot will fail Common pitfalls Personality Openba[a]rKontich
  • 24. Your bot will be tested Common pitfalls Personality Openba[a]rKontich
  • 26. No quality control or re-training Common pitfalls Feedback Openba[a]rKontich
  • 28. No user feedback or impact quantification Common pitfalls Feedback Openba[a]rKontich
  • 29. ROI What’s the added value for my organization?
  • 30. No clear business case Common pitfalls ROI Openba[a]rKontich  Process throughput time reduced from +1 hour with 2 employees to 15 minutes with the help of the chatbot  Shift mundane tasks to digital workforce  Revenue generation  FTE reduction  Higher accuracy  Make life easier for my employees
  • 32. Stad Roeselare • 62.700 inhabitants • Complex structure: different departments, teams and partnerorganizations • Website mainly aimed at inhabitants and visitors AppliedAI–usecase'Bertje'
  • 33. Stad Roeselare • Large variety of information on website • Underused search functionality • Contact center receives lots of repetitive questions while they should focus more on complex issues • Analytics show top FAQ’s and long tail of other more specific questions AppliedAI–usecase'Bertje'
  • 34. Stad Roeselare • January 2018: start development framework (webscraping, creating first MLP) • Summer 2018: First test phase, low testing rates resulting in few additional content • October 2018: Local elections – freeze for all projects in the months leading up to and after the elections • Winter 2018: training, training, training! • Summer 2019: alpha and beta testing with citizens (first ‘real’ testers), re-training of bot • October 2019: go-live AppliedAI–usecase'Bertje'
  • 35. Stad Roeselare • Able to answer ±650 questions and continuously growing thanks to re-training and evaluation of chatlogs • Most important content gathered with actual users • Satisfied users for general questions, exceptions remain tough to handle • 340 chat sessions in the first 18 days after go-live, without any promo! • 782 unique questions during that same period, 2.5 questions / conversation on average • Project won the 2019 AI Cup (selected by Hangar K, Start It @ KBC, HOWEST and VOKA West-Vlaanderen) AppliedAI–usecase'Bertje'
  • 36. “Bertje was already 80% ready in May 2018, but we wanted to be sure that the functionalities and ease of use were fully on point before going live. That is why we have carried out various internal tests and have thus further fine-tuned the UX design and flows. The different people in the team all also found other points for improvement, which was ideal. It is especially important for us that we find the errors and mistakes and not our external customers” -Kimberley Van Luchem, Project Manager
  • 37. Partena Professional • HR-services provider • 32 offices, 1800 employees • Customers: 81.000 businesses and 140.000 freelancers • €195 Mio. Revenue • Entrepreneurship with entrepreneurs AppliedAI–usecase‘Louise’
  • 38. • Expert HR advice, with a strong focus on human-to-human interactions • Complex, repetitive and system heavy end-of-contract procedures: • Legal advice (outplacement, early retirement, industry specific rules, etc.) • Calculation of dismissal period and resignation fee (different applications) • Ticket creation in Topdesk • Adjust resignation letter template Partena Professional AppliedAI–usecase‘Louise’
  • 39. Partena Professional • Fall 2018: start development Resignation API and prototype chatbot Louise • Integration services with: • Calculation engines • Document generation engine • Ticketing system • February 2019: testing and roll-out to 900 payroll consultants AppliedAI–usecase‘Louise’
  • 40.
  • 41.
  • 42. Partena Professional • September 2019: standard operating procedure • Process throughput time reduced from +1 hour to 15 – 20 minutes • Revenue generation: €200 / case • HR Excellence Award? • 2020: a public brother or sister for Louise AppliedAI–usecase‘Louise’
  • 43. “By investing in a scoped project that was used throughout the company, the adoption rate of AI technology grew enormously.” -Jonas Pollet, Innovation Manager
  • 44. Q&A
  • 45. +32 472 44 01 43 wouter.baetens@arinti.ai www.arinti.ai Stationsstraat 55 – 2800 Mechelen Gaston Crommelaan 4 – 9050 Gent Wouter Baetens Managing Partner