From Yesterday to Action with Tomorrow AI
From Yesterday to Action with Tomorrow AI
From Yesterday to Action with Tomorrow AI
SCOPE
SCOPE
Service Design
Emotional Design
Speculative Design
Service Design
Emotional Design
Speculative Design
DURATION
DURATION
4W 2024
4W 2024
CREDITS
CREDITS
Mentor: Nathan Shedroff
Team: Sakshi Suthar, Hannah Sun, Uttkarsh Mandaknale, Sanvithi Saya
Mentor: Nathan Shedroff
Team: Sakshi Suthar, Hannah Sun, Uttkarsh Mandaknale, Sanvithi Saya
TOMORROW
TOMORROW
AI
Action Items
Adaptive Intelligence
Advanced Introspection
Ambient Intelligence
Applied Insights
AI
TMRW
TOMORROW
TOMORROW
AI
Action Items
Adaptive Intelligence
Advanced Introspection
Ambient Intelligence
Applied Insights
AI
TMRW
TOMORROW
TOMORROW
AI
Action Items
Adaptive Intelligence
Advanced Introspection
Ambient Intelligence
Applied Insights
AI
TMRW
TOMORROW
TOMORROW
AI
Action Items
Adaptive Intelligence
Advanced Introspection
Ambient Intelligence
Applied Insights
AI
TMRW
TOMORROW
TOMORROW
AI
Action Items
Adaptive Intelligence
Advanced Introspection
Ambient Intelligence
Applied Insights
AI
TMRW
SKIP TO SOLUTION
SKIP TO SOLUTION
SKIP TO SOLUTION
What if you could learn from yesterday?
What if you could learn from yesterday?
OVERVIEW
OVERVIEW
In a world saturated with self-tracking tools, Tomorrow AI reimagines how we interact with our personal data. Rather than serving up disjointed metrics, it functions as a conversational companion that helps people reflect, make sense, and improve their daily life, one moment at a time.
In a world saturated with self-tracking tools, Tomorrow AI reimagines how we interact with our personal data. Rather than serving up disjointed metrics, it functions as a conversational companion that helps people reflect, make sense, and improve their daily life, one moment at a time.
PROBLEM
PROBLEM
People are tracking more data about their lives than ever before, yet much of it feels abstract or disconnected. Without meaningful interpretation, this information becomes difficult to act on, leaving users overwhelmed rather than empowered.
People are tracking more data about their lives than ever before, yet much of it feels abstract or disconnected. Without meaningful interpretation, this information becomes difficult to act on, leaving users overwhelmed rather than empowered.

data
social media
climate change
workplace culture
job hunts
consumerism
social pressure
digital noise
loneliness
isolation
self-doubt
personal identity
fear of failure
digital distractions
information overload
We are
overwhelmed by

We are
overwhelmed by
data
social media
climate change
workplace culture
job hunts
consumerism
social pressure
digital noise
loneliness
isolation
self-doubt
personal identity
fear of failure
digital distractions
information overload

We are
overwhelmed by
data
social media
climate change
workplace culture
job hunts
consumerism
social pressure
digital noise
loneliness
isolation
self-doubt
personal identity
fear of failure
digital distractions
information overload

We are
overwhelmed by
data
social media
climate change
workplace culture
job hunts
consumerism
social pressure
digital noise
loneliness
isolation
self-doubt
personal identity
fear of failure
digital distractions
information overload

We are
overwhelmed by
data
social media
climate change
workplace culture
job hunts
consumerism
social pressure
digital noise
loneliness
isolation
self-doubt
personal identity
fear of failure
digital distractions
information overload
PROCESS
PROCESS
We started by defining the opportunity area at a systems level, then used user input to refine and anchor the design direction in lived experiences.
We started by defining the opportunity area at a systems level, then used user input to refine and anchor the design direction in lived experiences.
COMPETITIVE LANDSCAPE
COMPETITIVE LANDSCAPE
Mapping competitors on Personalization vs. Emotional Intelligence revealed a clear gap: an opportunity to create a product that excels in
both, setting it apart from existing wellness and productivity apps.
Mapping competitors on Personalization vs. Emotional Intelligence revealed a clear gap: an opportunity to create a product that excels in both, setting it apart from existing wellness and productivity apps.
Mapping competitors on Personalization vs. Emotional Intelligence revealed a clear gap: an opportunity to create a product that excels in both, setting it apart from existing wellness and productivity apps.



JOURNEY MAP
JOURNEY MAP
By mapping the user journey, we identified pain points like reminder overload and frustration over progress, leading us to design a conversational, low-effort experience that provides actionable insights
and tracks wellness growth over time.
By mapping the user journey, we identified pain points like reminder overload and frustration over progress, leading us to design a conversational, low-effort experience that provides actionable insights and tracks wellness growth over time.
By mapping the user journey, we identified pain points like reminder overload and frustration over progress, leading us to design a conversational, low-effort experience that provides actionable insights and tracks wellness growth over time.



KEY INSIGHTS
KEY INSIGHTS


Reflection before Intervention
Reflection before Intervention
A gap for a tool that helps users reflect on the why behind their emotions before jumping to solutions, making interventions more intentional.
A gap for a tool that helps users reflect on the why behind their emotions before jumping to solutions, making interventions more intentional.


Progress by Practice
Progress by Practice
Frequent, bite-sized feedback helps reinforce behaviors over time, making change more achievable than relying on distant or abstract goals.
Frequent, bite-sized feedback helps reinforce behaviors over time, making change more achievable than relying on distant or abstract goals.
OPPURTUNITY
OPPURTUNITY
How might we transform passive data into personal insight, helping people make sense of their everyday patterns, one day at a time?
How might we transform passive data into personal insight, helping people make sense of their everyday patterns, one day at a time?
TECHNOLOGY FRAMEWORK
TECHNOLOGY FRAMEWORK
Tomorrow AI is built on an advanced model called self-supervised learning.
Tomorrow AI is built on an advanced model called self-supervised learning.
Tomorrow AI is built on an advanced model called self-supervised learning.
Unlike traditional AI that needs to be trained on massive, pre-labeled datasets, this model learns directly from the unique patterns and relationships within user's own unlabelled data.
Unlike traditional AI that needs to be trained on massive, pre-labeled datasets, this model learns directly from the unique patterns and relationships within user's own unlabelled data.



Solution
SOLUTION
A reflective, conversational agent that embodies previous twenty-four hours.
A reflective, conversational agent that embodies previous twenty-four hours.
A reflective, conversational agent that embodies previous twenty-four hours.
It acts as an observant partner, helping people connect the dots between their actions, environment, and feelings to build a better today. Instead of overwhelming users with raw data, it acts as a thoughtful interpreter by surfacing meaningful insights and suggesting actionable shifts.
It acts as an observant partner, helping people connect the dots between their actions, environment, and feelings to build a better today. Instead of overwhelming users with raw data, it acts as a thoughtful interpreter by surfacing meaningful insights and suggesting actionable shifts.
Focus on
small wins
actionable improvements
incremental changes
today
your present
what’s in front of you
one thing at a time
small steps
your goals
what’s good for you
what you need
what you want
your life
what you need
your reflections
your capabilities
happiness
positivity
your feelings
now
your achievements
what’s in front of you
what matters
passion
what’s possible
curiosity
your drive
just enough
one day at a time
you.
Focus on
small wins
actionable improvements
incremental changes
today
your present
what’s in front of you
one thing at a time
small steps
your goals
what’s good for you
what you need
what you want
your life
what you need
your reflections
your capabilities
happiness
positivity
your feelings
now
your achievements
what’s in front of you
what matters
passion
what’s possible
curiosity
your drive
just enough
one day at a time
you.
small wins
actionable improvements
incremental changes
today
your present
what’s in front of you
one thing at a time
small steps
your goals
what’s good for you
what you need
what you want
your life
what you need
your reflections
your capabilities
happiness
positivity
your feelings
now
your achievements
what’s in front of you
what matters
passion
what’s possible
curiosity
your drive
just enough
one day at a time
you.
Focus on
small wins
actionable improvements
incremental changes
today
your present
what’s in front of you
one thing at a time
small steps
your goals
what’s good for you
what you need
what you want
your life
what you need
your reflections
your capabilities
happiness
positivity
your feelings
now
your achievements
what’s in front of you
what matters
passion
what’s possible
curiosity
your drive
just enough
one day at a time
you.
Focus on
small wins
actionable improvements
incremental changes
today
your present
what’s in front of you
one thing at a time
small steps
your goals
what’s good for you
what you need
what you want
your life
what you need
your reflections
your capabilities
happiness
positivity
your feelings
now
your achievements
what’s in front of you
what matters
passion
what’s possible
curiosity
your drive
just enough
one day at a time
you.
Focus on
DYNAMIC, GOAL-ORIENTED INTERFACE
DYNAMIC, GOAL-ORIENTED INTERFACE
The app's home screen adapts its content, surfacing 'Actions,' 'Achievements,' or 'Reflections', based on the user's primary goal at
that moment in their life to personalise the experience.
The app's home screen adapts its content, surfacing 'Actions,' 'Achievements,' or 'Reflections', based on the user's primary goal at that moment in their life to personalise the experience.
The app's home screen adapts its content, surfacing 'Actions,' 'Achievements,' or 'Reflections', based on the user's primary goal at that moment in their life to personalise the experience.



CONVERSATIONAL MEMORY
CONVERSATIONAL MEMORY
It remembers key moments, names, and resolutions from past conversations, showing it has been 'listening' to transform the interaction into an ongoing conversation with a companion.
It remembers key moments, names, and resolutions from past conversations, showing it has been 'listening' to transform the interaction into an ongoing conversation with a companion.



REAL-TIME INTERVENTION AND SUPPORT
REAL-TIME INTERVENTION AND SUPPORT
By leveraging real-time biometric data from wearables, it initiates check-ins and offers immediate support when physiological indicators suggest the user may be overwhelmed.
By leveraging real-time biometric data from wearables, it initiates check-ins and offers immediate support when physiological indicators suggest the user may be overwhelmed.






CONTEXT AWARE SUGGESTIONS
CONTEXT AWARE SUGGESTIONS
It provides personalized recommendations based on the user’s context, behavior, and past interactions, offering meaningful next steps that make new habits easier to adopt and sustain.
It provides personalized recommendations based on the user’s context, behavior, and past interactions, offering meaningful next steps that make new habits easier to adopt and sustain.






PERSONALISED TONES
PERSONALISED TONES
The AI lets users set a unique conversational tone, like Empathetic, Motivational, Reflective, or Direct, for each core life pillar: Mental Health, Physical Health, Social Health and Purpose, ensuring guidance aligns with their emotional needs.
The AI lets users set a unique conversational tone, like Empathetic, Motivational, Reflective, or Direct, for each core life pillar: Mental Health, Physical Health, Social Health and Purpose, ensuring guidance aligns with their emotional needs.



INTENDED IMPACT
INTENDED IMPACT
Its impact lies in transforming how people feel, think, and act over time.
Its impact lies in transforming how people feel, think, and act over time.
Engagement with Reflection Prompts
Engagement with Reflection Prompts
Regular completion rate of micro-reflections.
Regular completion rate of micro-reflections.
Action Adoption
Action Adoption
Percentage of users implementing suggested small actions and maintaining them over time.
Percentage of users implementing suggested small actions and maintaining them over time.
Reduction in Reactive Behavior
Reduction in Reactive Behavior
Decline in stress spikes or emotional dysregulation episodes over
a 4-week period (measured through wearable data).
Decline in stress spikes or emotional dysregulation episodes over a 4-week period (measured through wearable data).
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