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Project Hector: The story so far…
30th
October 2018
The life and times of a couple of
BotWranglers in the new Cognitive Services
frontier…
@SagittariusMktg
•New Microsoft CSP Partner
•Access to Data & Cognitive Services team
•Lots of chat about ChatBots
•Lots more chat about ChatBots
•Wanted to understand the capabilities
background.
@SagittariusMktg
•Explore ChatBots from Specification to Technology
•Re-create a real world experience: Visiting the Travel Agent
•Work with multiple datasources
•Integrate with Sitecore for content and analytics
•Extend with voice, email and automated marketing
project aims.
@SagittariusMktg
•Search and Retrieve
• Search Product
• Filter Results
•Voice/Chat Login and Email
•Populate xDB
• New Chat Channel
• Chat Goals & Engagement Value
• Chat Profile Scoring
•Customer Service (Voice/Chat FAQs)
•Personalise Web and Email Channel
project hector: spec.
@SagittariusMktg
solution architecture.
request
next step
search
action
defined
response
content
conten
t
(via
SSC)
xAnalyrtic
s
(via
xConnect)
End User /
Local
Development
Cognitive
Services
(luis.ai)
SQL VM
(xAnalytics &
content)
ChatBot
Framework
@SagittariusMktg
“Language Understanding (LUIS) is a cloud-based API service that
applies custom machine-learning intelligence to a user's
conversational, natural language text to predict overall meaning, and
pull out relevant, detailed information.”
luis.ai
I need a hotel in
london
ok, we have 4 in London,
when you like to stay?
| Type your message
{
“query”: “I need a hotel in London”,
“topScoringIntent”: {
“intent”: “Hotels.Search”,
“score”: 0.95461
},
“entities”: [ {
“entity”: “bookable”,
“type”: “hotel”,
…
] }
}
@SagittariusMktg
•Utterances: what someone might say/type
•Intents: what they want as a result
•Entities: things that you need to identify in the phrase
lui.ai: 3 concepts.
I’d like to book a hotel Hotel.Book Bookable: Hotel
Does the hotel have WiFi Hotel.Amenities.Search Bookable: Hotel
Amenities: WiFi
I need a hotel in London that accepts
pets
Hotels.Search Amenities: Pets
Condition: Allows
@SagittariusMktg
luis & the user journey.
I need a hotel
in London for 2
nights
Does it have a
pool?
Is the X or Y
better for food?
Book the X for 2
people for 2 nights
all booked, great,
can I add dinner?
Can I park there or is
there a train station
near by?
‘logged on to
wifi’
My mum is
looking to stay
in London next
month…
Can I get a refer a
friend discount for
all my friends and
family?Hotels.List
Hotels.Search
Hotel.Availability.Se
arch
Hotel.Amenities.List
Hotel.Contact.Detail
s
Hotel.Book
Hotel.Rules.Search
@SagittariusMktg
training luis.
@SagittariusMktg
•sentiment versus ‘with and without’
•numbers, numbers and numbers
•language is flexible…
training luis.
“Our language is funny – a ‘fat chance’ and a
‘slim chance’ are the same thing.”
@SagittariusMktg
“I’d like a hotel that allows
pets”
challenge: with or without you.
Version 1.0
Top scoring intent
Hotels.Search (0.35)
Entities
amenities -> pets
“I’d like a hotel that does not allow
pets”
Version 1.0
Top scoring intent
Hotels.Search (0.86)
Entities
amenities -> pets
Version 1.1
Top scoring intent
Hotels.Search (0.35)
Entities
amenities -> pets
Sentiment
Label: negative (0.265271485)
Version 1.1
Top scoring intent
Hotels.Search (0.86)
Entities
amenities -> pets
Sentiment
Label: negative (0.206210345)
@SagittariusMktg
•not a measure of positive or negative intent
•more a measure of politeness/state of mind
sentiment.
@SagittariusMktg
“I’d like a hotel that allows
pets”
challenge: with or without you.
Version 1.0
Top scoring intent
Hotels.Search (0.35)
Entities
amenities -> pets
“I’d like a hotel that does not allow
pets”
Version 1.0
Top scoring intent
Hotels.Search (0.86)
Entities
amenities -> pets
Version 2.0
Top scoring intent
Hotels.Search (0.35)
Entities
amenities -> pets
Language.Conditional ->
allows
Version 2.0
Top scoring intent
Hotels.Search (0.86)
Entities
amenities -> pets
Language.Conditional -> does not
allow
@SagittariusMktg
“I’d like 2 rooms for 3 people for 4 nights”
challenge: numbers.
Version 2.0
Top scoring intent
Hotels.Availability.Search (0.83)
Entities
number → 2
room.types → rooms
number → 3
people → people
number → 4
datetimeV2 → nights
@SagittariusMktg
challenge: language
“can I bring a pet”
“can I bring my dog”
“does the hotel allow pets”
“does the hotel allow dogs”
“can my dog stay at the hotel”
“can my pet stay at the hotel”
…
@SagittariusMktg
Chatbot demo.
@SagittariusMktg
•content
•‘chat’ channel
•goals and engagement value
•login/enrolment
sitecore integration.
•start simple – look at one or two key journeys
•understand customer conversations, slang and synonyms
•train luis constantly
•it’s a different channel with a different interface
takeways.
?
questions.

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Project Hector: The story so far

  • 1. Project Hector: The story so far… 30th October 2018 The life and times of a couple of BotWranglers in the new Cognitive Services frontier…
  • 2. @SagittariusMktg •New Microsoft CSP Partner •Access to Data & Cognitive Services team •Lots of chat about ChatBots •Lots more chat about ChatBots •Wanted to understand the capabilities background.
  • 3. @SagittariusMktg •Explore ChatBots from Specification to Technology •Re-create a real world experience: Visiting the Travel Agent •Work with multiple datasources •Integrate with Sitecore for content and analytics •Extend with voice, email and automated marketing project aims.
  • 4. @SagittariusMktg •Search and Retrieve • Search Product • Filter Results •Voice/Chat Login and Email •Populate xDB • New Chat Channel • Chat Goals & Engagement Value • Chat Profile Scoring •Customer Service (Voice/Chat FAQs) •Personalise Web and Email Channel project hector: spec.
  • 5. @SagittariusMktg solution architecture. request next step search action defined response content conten t (via SSC) xAnalyrtic s (via xConnect) End User / Local Development Cognitive Services (luis.ai) SQL VM (xAnalytics & content) ChatBot Framework
  • 6. @SagittariusMktg “Language Understanding (LUIS) is a cloud-based API service that applies custom machine-learning intelligence to a user's conversational, natural language text to predict overall meaning, and pull out relevant, detailed information.” luis.ai I need a hotel in london ok, we have 4 in London, when you like to stay? | Type your message { “query”: “I need a hotel in London”, “topScoringIntent”: { “intent”: “Hotels.Search”, “score”: 0.95461 }, “entities”: [ { “entity”: “bookable”, “type”: “hotel”, … ] } }
  • 7. @SagittariusMktg •Utterances: what someone might say/type •Intents: what they want as a result •Entities: things that you need to identify in the phrase lui.ai: 3 concepts. I’d like to book a hotel Hotel.Book Bookable: Hotel Does the hotel have WiFi Hotel.Amenities.Search Bookable: Hotel Amenities: WiFi I need a hotel in London that accepts pets Hotels.Search Amenities: Pets Condition: Allows
  • 8. @SagittariusMktg luis & the user journey. I need a hotel in London for 2 nights Does it have a pool? Is the X or Y better for food? Book the X for 2 people for 2 nights all booked, great, can I add dinner? Can I park there or is there a train station near by? ‘logged on to wifi’ My mum is looking to stay in London next month… Can I get a refer a friend discount for all my friends and family?Hotels.List Hotels.Search Hotel.Availability.Se arch Hotel.Amenities.List Hotel.Contact.Detail s Hotel.Book Hotel.Rules.Search
  • 10. @SagittariusMktg •sentiment versus ‘with and without’ •numbers, numbers and numbers •language is flexible… training luis. “Our language is funny – a ‘fat chance’ and a ‘slim chance’ are the same thing.”
  • 11. @SagittariusMktg “I’d like a hotel that allows pets” challenge: with or without you. Version 1.0 Top scoring intent Hotels.Search (0.35) Entities amenities -> pets “I’d like a hotel that does not allow pets” Version 1.0 Top scoring intent Hotels.Search (0.86) Entities amenities -> pets Version 1.1 Top scoring intent Hotels.Search (0.35) Entities amenities -> pets Sentiment Label: negative (0.265271485) Version 1.1 Top scoring intent Hotels.Search (0.86) Entities amenities -> pets Sentiment Label: negative (0.206210345)
  • 12. @SagittariusMktg •not a measure of positive or negative intent •more a measure of politeness/state of mind sentiment.
  • 13. @SagittariusMktg “I’d like a hotel that allows pets” challenge: with or without you. Version 1.0 Top scoring intent Hotels.Search (0.35) Entities amenities -> pets “I’d like a hotel that does not allow pets” Version 1.0 Top scoring intent Hotels.Search (0.86) Entities amenities -> pets Version 2.0 Top scoring intent Hotels.Search (0.35) Entities amenities -> pets Language.Conditional -> allows Version 2.0 Top scoring intent Hotels.Search (0.86) Entities amenities -> pets Language.Conditional -> does not allow
  • 14. @SagittariusMktg “I’d like 2 rooms for 3 people for 4 nights” challenge: numbers. Version 2.0 Top scoring intent Hotels.Availability.Search (0.83) Entities number → 2 room.types → rooms number → 3 people → people number → 4 datetimeV2 → nights
  • 15. @SagittariusMktg challenge: language “can I bring a pet” “can I bring my dog” “does the hotel allow pets” “does the hotel allow dogs” “can my dog stay at the hotel” “can my pet stay at the hotel” …
  • 17. @SagittariusMktg •content •‘chat’ channel •goals and engagement value •login/enrolment sitecore integration.
  • 18. •start simple – look at one or two key journeys •understand customer conversations, slang and synonyms •train luis constantly •it’s a different channel with a different interface takeways.