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Content Structure: Your On-Ramp to AI
Laura Creekmore
Director of Taxonomy and Content Strategy, Syndigo
@lauracreekmore
@lauracreekmore • #CMWorld
SLIDES HERE:
https://slideshare.net/lauracreekmore
PHOTO FROM
DTS
@lauracreekmore #cmworld
THE REAL
SECRET–
CONTENT
STRUCTURE
AUTOMAGICALLY
My favorite internet word
@lauracreekmore #cmworld
• Intros
• Overview of content structure and advanced technology
• Exercise: Creating taxonomy with card sorting
• Designing content for advanced tech
• Exercise: Creating use cases for voice and chat
• Special characteristics of voice and chat
• Exercise: Creating structure for voice and chat
• Next steps
@lauracreekmore #cmworld
INTROS
Who are you, and what are you hoping for?
@lauracreekmore #cmworld
OVERVIEW
Content structure and today’s advanced technology
@lauracreekmore #cmworld
@lauracreekmore #cmworld
CHALLENGES FOR
MARKETERS
➤Extremely cluttered
landscape
➤Burdensome requirements
➤Endless content variations
➤Ineffective and expensive to
adapt for every channel
➤Channels not aligned
@lauracreekmore #cmworld
TRADITIONAL
SOLUTION
@lauracreekmore #cmworld
IT DOESN’T MEET YOUR
CUSTOMER’S NEEDS@lauracreekmore #cmworld
@lauracreekmore #cmworld
GET OUT OF THE
CAMPAIGN BUSINESS…
GET INTO THE
RELATIONSHIP BUSINESS
@lauracreekmore #cmworld
REBUILD YOUR MINDSET
@lauracreekmore #cmworld
WHAT
PROBLEM IS
MY CUSTOMER
TRYING TO
SOLVE?
@lauracreekmore #cmworld
HOW CAN I
SUPPORT
THEM?
@lauracreekmore #cmworld
STANDARD
CONTENT WORKFLOW
AUDIENCE STRATEGY OPERATIONS ANALYSIS GOVERNANCE
Identify
customers,
prospects,
people
Identify their
goals and
needs
Identify your
goals and find
synergy
Identify tools,
channels you
can use
Design
systems that
meet your
goals +
audience goals
Use systems to
create and
publish
content
Evaluate
success toward
goals
Iterate
Determine
ongoing
decisions to be
made
Define
framework for
decisions
Use
framework
@lauracreekmore #cmworld
ADVANCED
CONTENT WORKFLOW
AUDIENCE STRATEGY OPERATIONS ANALYSIS GOVERNANCE
Identify
customers,
prospects,
people
Identify their
goals and
needs
Identify your
goals and find
synergy
Identify tools,
channels you
can use
Design
systems that
meet your
goals +
audience goals
Use systems to
create and
publish
content
Evaluate
success toward
goals
Iterate
Determine
ongoing
decisions to be
made
Define
framework for
decisions
Use
framework
@lauracreekmore #cmworld
THE DIFFERENCE IS IN
THE FILLING
@lauracreekmore #cmworld
ADVANCED
CONTENT OPERATIONS
DIGITAL CHATBOTS VOICE SKILLS AI-DRIVEN ECOMMERCE
Topics
Formats
Write
Publish
Define
information
sets to support
conversations
Build
conversation
triggers
Test, rewrite!
Test, rewrite!
Determine
interactions
useful in voice
environment
Design
content for
common voice
interactions
Test! Test!
Test! Test!
Promote
Determine
where data
and needs
intersect
Jumpstart
with
taxonomy/
ontology/
semantic
content
Train! Train!
Train! Train!
Document
buyer’s
journey
Determine
content need
Structure to
create/store/
deliver content
Design
customer
experience
@lauracreekmore #cmworld
ADVANCED
CONTENT OPERATIONS
DIGITAL CHATBOTS VOICE SKILLS AI-DRIVEN ECOMMERCE
Topics
Formats
Write
Publish
Define
information
sets to support
conversations
Build
conversation
triggers
Test, rewrite!
Test, rewrite!
Determine
interactions
useful in voice
environment
Design
content for
common voice
interactions
Test! Test!
Test! Test!
Promote
Determine
where data
and needs
intersect
Jumpstart
with
taxonomy/
ontology/
semantic
content
Train! Train!
Train! Train!
Document
buyer’s
journey
Determine
content need
Structure to
create/store/
deliver content
Design
customer
experience
@lauracreekmore #cmworld
ADVANCED
CONTENT OPERATIONS
DIGITAL CHATBOTS VOICE SKILLS AI-DRIVEN ECOMMERCE
Topics
Formats
Write
Publish
Define
information
sets to support
conversations
Build
conversation
triggers
Test, rewrite!
Test, rewrite!
Determine
interactions
useful in voice
environment
Design
content for
common voice
interactions
Test! Test!
Test! Test!
Promote
Determine
where data
and needs
intersect
Jumpstart
with
taxonomy/
ontology/
semantic
content
Train! Train!
Train! Train!
Document
buyer’s
journey
Determine
content need
Structure to
create/store/
deliver content
Design
customer
experience
IT’S ABOUT THE
STRUCTURE
@lauracreekmore #cmworld
MISCONCEPTIONS
➤Throw it all in there; Google
will sort it out.
➤I don’t need to structure it.
➤I need to structure
everything.
➤My customer will see what I
want them to see.
➤I’m starting from scratch.
@lauracreekmore #cmworld
TRUTHS
➤Critical to start with
customer perspective.
➤You can’t script everything.
➤Creating the domain and
content model pays off.
➤Metadata for the win.
➤You should test some more.
@lauracreekmore #cmworld
WHY DOES IA MATTER
FOR AI?
You shortcut the pattern recognition.
@lauracreekmore #cmworld
TERMINOLOGY
INTERLUDE
@lauracreekmore #cmworld
DOMAIN MODEL
What it is: An organized way to describe the topics and
information related to your [business, industry, area of interest]
How you create it: Look for existing models, create your own
Format: No specific format. Could be an outline, a set of topics
and descriptions
What it’s good for: Overlay on your customer journey to find
where content is needed. A starting point for any content
strategy.
@lauracreekmore #cmworld
CONTENT MODEL
What it is: A structured representation of content types and
their relationships. The content version of a data model.
How you create it: Organize content types, determine
internal structure of each. Create metadata to make the system
work.
Format: Represented by fields in a content management
system. Designed in variety of software.
What it’s good for: Designing structure within a body of
content. Good starting point to write, even better for
determining how content can be reused.
@lauracreekmore #cmworld
HOW-TO: DOMAIN AND
CONTENT MODELS
@lauracreekmore #cmworld
KNOWLEDGE BASE
What it is: A group of electronic documents on a set of topics,
ideally in some organized form.
How you create it: Assemble all your stuff!
Format: Ideally, documents are text with metadata and
semantic structure. YMMV.
What it’s good for: Base of content for AI, chatbots.
@lauracreekmore #cmworld
WATCH OUT FOR:
@lauracreekmore #cmworld
TAXONOMY
What it is: A hierarchical structure for organizing information.
Could be topics, products, whatevs.
How you create it: Build categories that make sense. Create
metadata to extend the structure into other uses.
Format: Spreadsheet, folder structure, semantic tags, XML,
special software…possibilities are endless.
What it’s good for: Organizing items like content, products.
Structural base for AI, chatbot content, more.
@lauracreekmore #cmworld
HOW-TO: TAXONOMY
@lauracreekmore #cmworld
ONTOLOGY
What it is: A structure for demonstrating relationships. Could be
topics, products, whatevs.
How you create it: Group like entities, outline relationships
between them. Create metadata to extend the structure into other
uses.
Format: Semantic tags, XML, special software…many possibilities.
What it’s good for: Organizing items like content, products, and
especially complex information. Structural base for AI, chatbot
content, more.
@lauracreekmore #cmworld
KNOWLEDGE GRAPH
What it is: Google presents
structured data in a box on the
right side of the search results
page.
How you create it: Put good
metadata on your content, be
liked by Google’s algorithm.
What it’s mixed up with:
Non-branded information
representations.
@lauracreekmore #cmworld
WHATEVER YOU
CALL IT
@lauracreekmore #cmworld
@lauracreekmore #cmworld
COORDINATION
AND CAPABILITIES
➤Does any other system need to
understand your structure?
➤Do you need to map to any
other system?
➤Does your industry have a
standard structure?
➤What can your tech system do
now?
@lauracreekmore #cmworld
BUILDING A
TAXONOMY
@lauracreekmore #cmworld
BUILDING A TAXONOMY
GOALS INFORMATION ORGANIZATION GOVERNANCE
Manage
information well
Integrate with
other systems
Help people find
things
Support
advanced
content
What will be
covered?
How will info be
categorized?
What facets
matter?
How do you
identify the
characteristics?
Are relationships
important?
Document and
understand
integrations
Be flexible
Maintain
organizing
principles until
there’s reason
not to
Look for industry
standards
Group like things
together
Seek clarity
Use user language
for labels
Be cautious and
intentional about
redundancy
Test!@lauracreekmore #cmworld
HOW-TO: CARD SORTING
@lauracreekmore #cmworld
• You’re designing an ecommerce store.
• Decide how to organize your products.
• What are the product categories?
• Where do you stop having categories and start having
metadata?
• How will you group your metadata?
Tip: You may not have all the labels you need. Make more so that your information architecture
makes sense to you, and to the computer.
@lauracreekmore #cmworld
DESIGNING CONTENT
What makes content design different in advanced tech
@lauracreekmore #cmworld
ADVANCED CONTENT
OPERATIONS: CHAT & VOICE
CHATBOTS VOICE SKILLS
Define topics
covered
Define
unsuccessful
interactions
Q & A/
Triggers
Supporting
content
Similar to
chatbots, but add
challenges of
speech recognition
Evaluate voice vs.
typed conversation
@lauracreekmore #cmworld
ADVANCED CONTENT
OPERATIONS: AI
Define
knowledge base
Create
taxonomy/
ontology
Add semantic
structure
FOR WHAT?
➤PPC program management
➤Topic and editorial calendar recommendations
➤Competitor analysis
➤The Holy Grail: Content creation?
@lauracreekmore #cmworld
HOW MUCH DATA
DO I NEED?
No, even more.
Still more.
More than that, even.
@lauracreekmore #cmworld
Current experience shows that AI
initiatives often fail due to the lack of
appropriate data or low data quality.
--Introducing Semantic AI white paper
Pool Party
@lauracreekmore #cmworld
WHAT KIND OF
DATA?
@lauracreekmore #cmworld
ADVANCED CONTENT
OPERATIONS: ECOMMERCE
Determine
integrations
Define existing
structures
Structure at least
as granular as the
most granular
system
Structure to
create/store/
deliver content
FOR WHAT?
➤Integration between all suppliers/retailers
➤Make it easy to find and buy your products
➤Create faceted navigation, search filters
➤Create comparison tools, rich content
experiences
@lauracreekmore #cmworld
COMMON BOTS/SKILLS
➤Provide standard information [account, order, events]
➤Create a list
➤Place an order
➤Play media
@lauracreekmore #cmworld
USER INTENTS
➤Break down user “intent” into specific actions
➤Think of intents as the smallest possible step
➤For each intent, there may be a range of words and
phrasing your users will use
➤For each intent, you may need to provide a range of options
@lauracreekmore #cmworld
➤ Play music
➤ 80s music [need to have music grouped into genres or by decade of publication]
➤ Hound Dog by Elvis Presley [need to understand “You Ain’t Nothing But a Hound
Dog by Elvis Presley,” or perhaps “Ya Ain’t Nuthin’ But a Hound Dog by Elvis
Presley”]
➤ Pause music
➤ Stop music
➤ Turn it up
➤ Turn it down
INTENT EXAMPLES
@lauracreekmore #cmworld
INTENTS FROM AMAZON
@lauracreekmore #cmworld
• You’re designing a voice or chat bot.
• Decide what the bot will do.
• Who is your audience?
• What are the intents [mini-use-cases] they will have? How
might users express that intent? Use this format:
User need 1: Utterance 1 [Play music: Play “song name”]
User need 1: Utterance 2 [Play music: Play “song genre”]
Tip: Get specific. Really specific. Even more specific.
@lauracreekmore #cmworld
DESIGNING CONTENT
What makes content design different in advanced tech
@lauracreekmore #cmworld
WHAT YOU CAN
ORGANIZE
➤Topics
➤Articles
➤Images
➤Videos
➤Products
@lauracreekmore #cmworld
BUILDING BLOCKS
OF CONTENT@lauracreekmore #cmworld
THE BATTLE FOR THE
BODY FIELD
@lauracreekmore #cmworld
TRAINING THE CMS
@lauracreekmore #cmworld
ENTITIES V. INTENTS
@lauracreekmore #cmworld
Play music: Play “song name”
Play music: Play “song genre”
Intent Entity
• Choose up to 3 intents.
• Walk through the intents and determine what information
is needed to support them.
• When will users already know the information?
• When will the bot need to support them with options?
• How should it best do that?
Tip: Think about how this information needs to be organized for the bot to understand it, and for
people to use the information when the bot shares options.
@lauracreekmore #cmworld
DESIGNING FOR FAILURE
@lauracreekmore #cmworld
➤Bots can’t do everything
➤Common scenarios they can’t accomplish
➤Plan for uncommon scenarios
TECHNOLOGY CHOICES
@lauracreekmore #cmworld
Platforms…
➤Amazon Alexa
➤Facebook Messenger
➤Google Home
➤WhatsApp
➤Your website
➤More
…v. builder tools
➤Dozens and dozens
MAKING THE RIGHT CHOICE
@lauracreekmore #cmworld
➤What platforms can the bot builder integrate with?
➤Can you create both voice and chat bots?
➤How easy is it to integrate with your existing content
and systems?
STRUCTURED
CONTENT
ENABLES THE
AUTOMAGIC
My favorite internet word
@lauracreekmore #cmworld
RESOURCES
➤ Taxonomy in the Age of Amazon Echo. Mike
Doane, Taxonomy Bootcamp 2018
➤ Taxonomies and AI Chatbots. Gary Carlson,
Taxonomy Bootcamp 2018
➤ AI UX: 7 Principles of Designing Good AI
Products
➤ Machine Learning for Everyone
➤ Designer’s Field Guide to Data
➤ How Voice-Activated Tech Will Change Content
Marketing
➤ Opportunities for AI in Content Marketing
➤ Google’s Machine Learning Crash Course
➤ Designing Connected Content by Mike Atherton
and Carrie Hane
➤ The Human Insights Missing From Big Data, Ted
Talk by Tricia Wang
➤ Why Big Data Needs Thick Data, Medium post by
Tricia Wang
➤ Designing Bots by Amir Shevat
➤ Designing Voice User Interfaces by Cathy Pearl
➤ The Accidental Taxonomist by Heather Hedden
➤ The Battle for the Body Field article by Jeff Eaton
➤ Training the CMS article by Eileen Webb
➤ Card Sorting by Donna Spencer
➤ Conversational Design by Erika Hall
➤ Content Design for the Conversational UI.
Melanie Seibert, STC Summit 2019
➤ Top 26 Chatbot Builders for 2019, CMS Wire
➤ IBM Watson Assistant
➤ Conversational Commerce: Using Product
Information to Drive ChatBot Dialogs, Seth
Earley and Dave Skrobela
➤ There’s No AI Without IA, Seth Earley
➤ Alexa Skills Kit
➤ Google Smart Home Device Traits
Laura Creekmore
@lauracreekmore
laura.creekmore@syndigo.com
https://slideshare.net/lauracreekmore

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Content Structure Workshop - Content Marketing World 2019

  • 1. Content Structure: Your On-Ramp to AI Laura Creekmore Director of Taxonomy and Content Strategy, Syndigo @lauracreekmore @lauracreekmore • #CMWorld
  • 5. AUTOMAGICALLY My favorite internet word @lauracreekmore #cmworld
  • 6. • Intros • Overview of content structure and advanced technology • Exercise: Creating taxonomy with card sorting • Designing content for advanced tech • Exercise: Creating use cases for voice and chat • Special characteristics of voice and chat • Exercise: Creating structure for voice and chat • Next steps @lauracreekmore #cmworld
  • 7. INTROS Who are you, and what are you hoping for? @lauracreekmore #cmworld
  • 8. OVERVIEW Content structure and today’s advanced technology @lauracreekmore #cmworld
  • 10. CHALLENGES FOR MARKETERS ➤Extremely cluttered landscape ➤Burdensome requirements ➤Endless content variations ➤Ineffective and expensive to adapt for every channel ➤Channels not aligned @lauracreekmore #cmworld
  • 12. IT DOESN’T MEET YOUR CUSTOMER’S NEEDS@lauracreekmore #cmworld
  • 14. GET OUT OF THE CAMPAIGN BUSINESS… GET INTO THE RELATIONSHIP BUSINESS @lauracreekmore #cmworld
  • 16. WHAT PROBLEM IS MY CUSTOMER TRYING TO SOLVE? @lauracreekmore #cmworld
  • 18. STANDARD CONTENT WORKFLOW AUDIENCE STRATEGY OPERATIONS ANALYSIS GOVERNANCE Identify customers, prospects, people Identify their goals and needs Identify your goals and find synergy Identify tools, channels you can use Design systems that meet your goals + audience goals Use systems to create and publish content Evaluate success toward goals Iterate Determine ongoing decisions to be made Define framework for decisions Use framework @lauracreekmore #cmworld
  • 19. ADVANCED CONTENT WORKFLOW AUDIENCE STRATEGY OPERATIONS ANALYSIS GOVERNANCE Identify customers, prospects, people Identify their goals and needs Identify your goals and find synergy Identify tools, channels you can use Design systems that meet your goals + audience goals Use systems to create and publish content Evaluate success toward goals Iterate Determine ongoing decisions to be made Define framework for decisions Use framework @lauracreekmore #cmworld
  • 20. THE DIFFERENCE IS IN THE FILLING @lauracreekmore #cmworld
  • 21. ADVANCED CONTENT OPERATIONS DIGITAL CHATBOTS VOICE SKILLS AI-DRIVEN ECOMMERCE Topics Formats Write Publish Define information sets to support conversations Build conversation triggers Test, rewrite! Test, rewrite! Determine interactions useful in voice environment Design content for common voice interactions Test! Test! Test! Test! Promote Determine where data and needs intersect Jumpstart with taxonomy/ ontology/ semantic content Train! Train! Train! Train! Document buyer’s journey Determine content need Structure to create/store/ deliver content Design customer experience @lauracreekmore #cmworld
  • 22. ADVANCED CONTENT OPERATIONS DIGITAL CHATBOTS VOICE SKILLS AI-DRIVEN ECOMMERCE Topics Formats Write Publish Define information sets to support conversations Build conversation triggers Test, rewrite! Test, rewrite! Determine interactions useful in voice environment Design content for common voice interactions Test! Test! Test! Test! Promote Determine where data and needs intersect Jumpstart with taxonomy/ ontology/ semantic content Train! Train! Train! Train! Document buyer’s journey Determine content need Structure to create/store/ deliver content Design customer experience @lauracreekmore #cmworld
  • 23. ADVANCED CONTENT OPERATIONS DIGITAL CHATBOTS VOICE SKILLS AI-DRIVEN ECOMMERCE Topics Formats Write Publish Define information sets to support conversations Build conversation triggers Test, rewrite! Test, rewrite! Determine interactions useful in voice environment Design content for common voice interactions Test! Test! Test! Test! Promote Determine where data and needs intersect Jumpstart with taxonomy/ ontology/ semantic content Train! Train! Train! Train! Document buyer’s journey Determine content need Structure to create/store/ deliver content Design customer experience IT’S ABOUT THE STRUCTURE @lauracreekmore #cmworld
  • 24. MISCONCEPTIONS ➤Throw it all in there; Google will sort it out. ➤I don’t need to structure it. ➤I need to structure everything. ➤My customer will see what I want them to see. ➤I’m starting from scratch. @lauracreekmore #cmworld
  • 25. TRUTHS ➤Critical to start with customer perspective. ➤You can’t script everything. ➤Creating the domain and content model pays off. ➤Metadata for the win. ➤You should test some more. @lauracreekmore #cmworld
  • 26. WHY DOES IA MATTER FOR AI? You shortcut the pattern recognition. @lauracreekmore #cmworld
  • 28. DOMAIN MODEL What it is: An organized way to describe the topics and information related to your [business, industry, area of interest] How you create it: Look for existing models, create your own Format: No specific format. Could be an outline, a set of topics and descriptions What it’s good for: Overlay on your customer journey to find where content is needed. A starting point for any content strategy. @lauracreekmore #cmworld
  • 29. CONTENT MODEL What it is: A structured representation of content types and their relationships. The content version of a data model. How you create it: Organize content types, determine internal structure of each. Create metadata to make the system work. Format: Represented by fields in a content management system. Designed in variety of software. What it’s good for: Designing structure within a body of content. Good starting point to write, even better for determining how content can be reused. @lauracreekmore #cmworld
  • 30. HOW-TO: DOMAIN AND CONTENT MODELS @lauracreekmore #cmworld
  • 31. KNOWLEDGE BASE What it is: A group of electronic documents on a set of topics, ideally in some organized form. How you create it: Assemble all your stuff! Format: Ideally, documents are text with metadata and semantic structure. YMMV. What it’s good for: Base of content for AI, chatbots. @lauracreekmore #cmworld
  • 33. TAXONOMY What it is: A hierarchical structure for organizing information. Could be topics, products, whatevs. How you create it: Build categories that make sense. Create metadata to extend the structure into other uses. Format: Spreadsheet, folder structure, semantic tags, XML, special software…possibilities are endless. What it’s good for: Organizing items like content, products. Structural base for AI, chatbot content, more. @lauracreekmore #cmworld
  • 35. ONTOLOGY What it is: A structure for demonstrating relationships. Could be topics, products, whatevs. How you create it: Group like entities, outline relationships between them. Create metadata to extend the structure into other uses. Format: Semantic tags, XML, special software…many possibilities. What it’s good for: Organizing items like content, products, and especially complex information. Structural base for AI, chatbot content, more. @lauracreekmore #cmworld
  • 36. KNOWLEDGE GRAPH What it is: Google presents structured data in a box on the right side of the search results page. How you create it: Put good metadata on your content, be liked by Google’s algorithm. What it’s mixed up with: Non-branded information representations. @lauracreekmore #cmworld
  • 39. COORDINATION AND CAPABILITIES ➤Does any other system need to understand your structure? ➤Do you need to map to any other system? ➤Does your industry have a standard structure? ➤What can your tech system do now? @lauracreekmore #cmworld
  • 41. BUILDING A TAXONOMY GOALS INFORMATION ORGANIZATION GOVERNANCE Manage information well Integrate with other systems Help people find things Support advanced content What will be covered? How will info be categorized? What facets matter? How do you identify the characteristics? Are relationships important? Document and understand integrations Be flexible Maintain organizing principles until there’s reason not to Look for industry standards Group like things together Seek clarity Use user language for labels Be cautious and intentional about redundancy Test!@lauracreekmore #cmworld
  • 43. • You’re designing an ecommerce store. • Decide how to organize your products. • What are the product categories? • Where do you stop having categories and start having metadata? • How will you group your metadata? Tip: You may not have all the labels you need. Make more so that your information architecture makes sense to you, and to the computer. @lauracreekmore #cmworld
  • 44. DESIGNING CONTENT What makes content design different in advanced tech @lauracreekmore #cmworld
  • 45. ADVANCED CONTENT OPERATIONS: CHAT & VOICE CHATBOTS VOICE SKILLS Define topics covered Define unsuccessful interactions Q & A/ Triggers Supporting content Similar to chatbots, but add challenges of speech recognition Evaluate voice vs. typed conversation @lauracreekmore #cmworld
  • 46. ADVANCED CONTENT OPERATIONS: AI Define knowledge base Create taxonomy/ ontology Add semantic structure FOR WHAT? ➤PPC program management ➤Topic and editorial calendar recommendations ➤Competitor analysis ➤The Holy Grail: Content creation? @lauracreekmore #cmworld
  • 47. HOW MUCH DATA DO I NEED? No, even more. Still more. More than that, even. @lauracreekmore #cmworld
  • 48. Current experience shows that AI initiatives often fail due to the lack of appropriate data or low data quality. --Introducing Semantic AI white paper Pool Party @lauracreekmore #cmworld
  • 50. ADVANCED CONTENT OPERATIONS: ECOMMERCE Determine integrations Define existing structures Structure at least as granular as the most granular system Structure to create/store/ deliver content FOR WHAT? ➤Integration between all suppliers/retailers ➤Make it easy to find and buy your products ➤Create faceted navigation, search filters ➤Create comparison tools, rich content experiences @lauracreekmore #cmworld
  • 51. COMMON BOTS/SKILLS ➤Provide standard information [account, order, events] ➤Create a list ➤Place an order ➤Play media @lauracreekmore #cmworld
  • 52. USER INTENTS ➤Break down user “intent” into specific actions ➤Think of intents as the smallest possible step ➤For each intent, there may be a range of words and phrasing your users will use ➤For each intent, you may need to provide a range of options @lauracreekmore #cmworld
  • 53. ➤ Play music ➤ 80s music [need to have music grouped into genres or by decade of publication] ➤ Hound Dog by Elvis Presley [need to understand “You Ain’t Nothing But a Hound Dog by Elvis Presley,” or perhaps “Ya Ain’t Nuthin’ But a Hound Dog by Elvis Presley”] ➤ Pause music ➤ Stop music ➤ Turn it up ➤ Turn it down INTENT EXAMPLES @lauracreekmore #cmworld
  • 55. • You’re designing a voice or chat bot. • Decide what the bot will do. • Who is your audience? • What are the intents [mini-use-cases] they will have? How might users express that intent? Use this format: User need 1: Utterance 1 [Play music: Play “song name”] User need 1: Utterance 2 [Play music: Play “song genre”] Tip: Get specific. Really specific. Even more specific. @lauracreekmore #cmworld
  • 56. DESIGNING CONTENT What makes content design different in advanced tech @lauracreekmore #cmworld
  • 59. THE BATTLE FOR THE BODY FIELD @lauracreekmore #cmworld
  • 61. ENTITIES V. INTENTS @lauracreekmore #cmworld Play music: Play “song name” Play music: Play “song genre” Intent Entity
  • 62. • Choose up to 3 intents. • Walk through the intents and determine what information is needed to support them. • When will users already know the information? • When will the bot need to support them with options? • How should it best do that? Tip: Think about how this information needs to be organized for the bot to understand it, and for people to use the information when the bot shares options. @lauracreekmore #cmworld
  • 63. DESIGNING FOR FAILURE @lauracreekmore #cmworld ➤Bots can’t do everything ➤Common scenarios they can’t accomplish ➤Plan for uncommon scenarios
  • 64. TECHNOLOGY CHOICES @lauracreekmore #cmworld Platforms… ➤Amazon Alexa ➤Facebook Messenger ➤Google Home ➤WhatsApp ➤Your website ➤More …v. builder tools ➤Dozens and dozens
  • 65. MAKING THE RIGHT CHOICE @lauracreekmore #cmworld ➤What platforms can the bot builder integrate with? ➤Can you create both voice and chat bots? ➤How easy is it to integrate with your existing content and systems?
  • 66. STRUCTURED CONTENT ENABLES THE AUTOMAGIC My favorite internet word @lauracreekmore #cmworld
  • 67. RESOURCES ➤ Taxonomy in the Age of Amazon Echo. Mike Doane, Taxonomy Bootcamp 2018 ➤ Taxonomies and AI Chatbots. Gary Carlson, Taxonomy Bootcamp 2018 ➤ AI UX: 7 Principles of Designing Good AI Products ➤ Machine Learning for Everyone ➤ Designer’s Field Guide to Data ➤ How Voice-Activated Tech Will Change Content Marketing ➤ Opportunities for AI in Content Marketing ➤ Google’s Machine Learning Crash Course ➤ Designing Connected Content by Mike Atherton and Carrie Hane ➤ The Human Insights Missing From Big Data, Ted Talk by Tricia Wang ➤ Why Big Data Needs Thick Data, Medium post by Tricia Wang ➤ Designing Bots by Amir Shevat ➤ Designing Voice User Interfaces by Cathy Pearl ➤ The Accidental Taxonomist by Heather Hedden ➤ The Battle for the Body Field article by Jeff Eaton ➤ Training the CMS article by Eileen Webb ➤ Card Sorting by Donna Spencer ➤ Conversational Design by Erika Hall ➤ Content Design for the Conversational UI. Melanie Seibert, STC Summit 2019 ➤ Top 26 Chatbot Builders for 2019, CMS Wire ➤ IBM Watson Assistant ➤ Conversational Commerce: Using Product Information to Drive ChatBot Dialogs, Seth Earley and Dave Skrobela ➤ There’s No AI Without IA, Seth Earley ➤ Alexa Skills Kit ➤ Google Smart Home Device Traits