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The Future of UX is here: 

AI and Cognitive Design
John Whalen, Ph.D.
10Pearls
+
10Pearls Acquires Brilliant Experience
+
“Intelligent Experiences”
Business reimagined

Significant development

AI-based
Experience reimagined

Significant research & testing

Innovation-based
+
Contents
1. Why AI is so different
2. Cognitive Design framework
3. AI Experience Study
4. Live Demo
5. Results
6. Implications for UXers
1. Why AI is so different
@johnwhalen #uxdc2017
Challenge 1: What constitutes a success?
“Okay Google,
show me a
waterfall.”
“Okay Google,
order me a pizza.”



“Here are some
nearby pizza
restaurants…”
Components to
measuring AI
success:
1. Command words
and word order

2. Answer accuracy

3. Situational
relevancy
@johnwhalen #uxdc2017
Challenge 2: Humanizing experience
“Ask Alexa to play some music”

“Okay, I’ll ask her”
Inanimate objects
Pronouns given
It It It
Her Him Her
@johnwhalen #uxdc2017
“Hey Siri,
do you love me?”
Human emotion
important too.
1. Emotional
response

2. Conversational
tone

3. Situational
awareness
@johnwhalen #uxdc2017
2. Cognitive Design framework
Language Wayfinding
Vision /
Attention
MemoryEmotion
Decision
Making
@johnwhalen #uxdc2017
The six minds of user experience
Language Wayfinding
Vision /
Attention
MemoryEmotion
Decision
Making
@johnwhalen #uxdc2017
Cognitive Design for AI-human interactions
How did
user form the
command?
Could user interact
successfully?
Did AI match
expectations?
What was user’s
emotional response?
Did the
answer help?
Did AI gather
the results well?
3. AI Experience Study
AI systems tested
Siri Cortana Google

Assistant
Alexa
Prompt:
Chicago, second
tallest building
Participant:



“Alexa, what is the
second tallest
building in
Chicago?”
@johnwhalen #uxdc2017
Types of requests
1. Simple facts

2. Complex facts

3. Commands

4. Games/Jokes

5. Personal Info
@johnwhalen #uxdc2017
Mix of ages
Younger Older
Mix of experience with AI
AI experience No AI experience
Mix of tech savviness
Techie Non-techie
Mix of English fluency
Native English speaker
Non-native English
speaker
4. Live Demo
Person,
second moon walk.
Weather, Richmond

day after tomorrow.
Country population,

has the Eiffel Tower.
Aliens, existence.
Like me?
Coin flip.
Captured:
1. Request uttered

2. AI response

3. Facial expression

4. Heart rate

5. GSR (sweat)
@johnwhalen #uxdc2017
5. Results
Performance by age
64% 70% 67% 64%
@johnwhalen #uxdc2017
Set an alarm
Hotel near MOMA in NYC
Hotel near MOMA in NYC
Which performed the best?
76% 68% 61% 61%
@johnwhalen #uxdc2017
Siri Cortana
Google

Assistant
Alexa
Get me an Uber
Population of country with Eiffel Tower
“Storks” movie on Saturday in Bethesda
“Storks” movie on Saturday in Bethesda
Do you like me?
Do aliens exist?
24hr grocery store near me
Set an alarm for 7am tomorrow
AI UX Discoveries:
1. Timing is difficult.

2. Saying tool name
is hard.

3. Command styles
vary widely.

4. Using button to
initiate speech is
more natural.
@johnwhalen #uxdc2017
Which performed the best?
76% 68% 61% 61%
@johnwhalen #uxdc2017
Siri Cortana
Google

Assistant
Alexa
The most accurate AI tools 

are not always preferred.
Emotion matters!
@johnwhalen #uxdc2017
The least accurate is second favorite???
76% 61% 68% 61%
@johnwhalen #uxdc2017
FAVORITEACCURACY
38% 33% 5% 5%
Siri CortanaGoogle

Assistant
Alexa
From those who preferred Alexa:
“Like them to have
personality. Jokes are
appropriate.”
“Alexa feels like someone.
It acknowledges you.
Alexa just sounds nicer.”
“Alexa feels like it is addressing
me back. Feels like I am
interacting with a person.”
“Prefer Alexa because
it tells me its not sure.”
“I like when it answers the
question the way I worded it.”
“Responses were direct.
Fun to banter back and
forth.”
@johnwhalen #uxdc2017
From those who preferred Google:
“Annoying when they are
being human. I don't feel
anything with them.”
“I like the casual
conversation with Google
the most but I like Alexa's
“I like that the answers are
accurate.”
“It is weird that they
have a personality and
can already tell a joke.”
“Just give me the answer”
“I want general information
and answers fast.”
@johnwhalen #uxdc2017
Emotional design
discoveries:
1. Say “I don’t know.”

2. Match the way I
talk.

3. Sound quality
matters.
@johnwhalen #uxdc2017
When using their favorite tool:
FAVORITE HEART

RATE GSR +VE FACIAL
EXPRESSION
@johnwhalen #uxdc2017
We can capture a positive 

experience signature.
@johnwhalen #uxdc2017
6. Implications for UX
@johnwhalen #uxdc2017
UX must 

adapt to AI
1. Study the command
words carefully.

2. Measure the AI
answers for accuracy. 

3. Measure the users’
emotional signature.

4. Focus on the
interaction timing.

5. Think about how to
humanize the
interaction.
@johnwhalen #uxdc2017
UX has an old role in a new setting:
Sense making
Where/what are the objects?
What is the name of the object?
Where is the object in space?
Taxonomies and semantics

may be key to success.
@johnwhalen #uxdc2017
In Summary
Language Wayfinding
Vision /
Attention
MemoryEmotion
Decision
Making
@johnwhalen #uxdc2017
We have to think like a psychologist
How did
they form the
command?
Could they interact
successfully?
Did it match
expectations?
What was the
emotional response?
Did the
answer help?
Did it gather the
results well?
UX must 

adapt to AI
1. Study the command
words carefully.

2. Measure the AI
answers for accuracy. 

3. Measure the users’
emotional signature.

4. Focus on the
interaction timing.

5. Think about how to
humanize the
interaction.
@johnwhalen #uxdc2017
Innovation & Design Practice
Job Openings:
- Sr. UX: Research & Insights
- Sr. UX: Strategy & Design
10Pearls.com
We help companies develop world-class
digital products and services.
Founded in 2004
300+ employees
Award-winning
Socially responsible company
Global Co. (DC, SF, Toronto, Dubai, Karachi)

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