Turning Yesterday into Meaningful Action with Tomorrow AI
Turning Yesterday into Meaningful Action with Tomorrow AI
Turning Yesterday into Meaningful Action with Tomorrow AI
SCOPE
SCOPE
SCOPE
Service Design
Emotional Design
Speculative Design
Service Design
Emotional Design
Speculative Design
DURATION
DURATION
DURATION
4 Weeks / 2024
4 Weeks / 2024
4 Weeks / 2024
CREDITS
CREDITS
CREDITS
Mentor / Nathan Shedroff
Interaction Designer(s) / Sakshi Suthar, Hannah Sun, Uttkarsh Mandaknale, Sanvithi Saya
Mentor / Nathan Shedroff
Interaction Designer(s) / Sakshi Suthar, Hannah Sun, Uttkarsh Mandaknale, Sanvithi Saya
Mentor / Nathan Shedroff
Interaction Designer(s) / 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?
What if you could learn from yesterday?
(1/8) OVERVIEW
(1/8) OVERVIEW
In a world saturated with self-tracking tools, TMRW 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 gently improve their daily life, one moment at a time.
In a world saturated with self-tracking tools, TMRW 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 gently improve their daily life, one moment at a time.
(2/8) INTENDED IMPACT
(2/8) 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).
(3/8) THE PROBLEM
(3/8) THE 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.

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

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
(4/8) RESEARCH
(4/8) RESEARCH
People need tools that help them make sense of their daily experiences, not just track them.
People need tools that help them make sense of their daily experiences, not just track them.



(5/8) OPPORTUNITY
(5/8) OPPORTUNITY
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?
How might we transform passive data into personal insight, helping people make sense of their everyday patterns, one day
at a time?
(6/8) TECHNOLOGY FRAMEWORK
(6/8) 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'.
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.



(7/8) THE SOLUTION
(7/8) THE SOLUTION
A reflective, conversational agent that embodies previous 24 hours.
A reflective, conversational agent that embodies previous 24 hours.
Tomorrow AI acts as an observant partner, helping people connect the dots between their actions, environment, and feelings to build a better today.
Tomorrow AI 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, highlighting patterns, and suggesting small, actionable shifts.
Instead of overwhelming users with raw data, it acts as a thoughtful interpreter by surfacing meaningful insights, highlighting patterns, and suggesting small, actionable shifts.
TMRW AI
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.
TMRW AI
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
TMRW AI
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
TMRW AI
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
TMRW AI
(7.1)
(7.1)
Dynamic, Goal-Oriented Interface
Dynamic, Goal-Oriented Interface
Dynamic, Goal-Oriented Interface
The app's home screen is not static. It intelligently adapts its layout and 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 is not static. It intelligently adapts its layout and content, surfacing "Actions," "Achievements," or "Reflections", based on the user's primary goal at that moment in their life to personalise the experience.



(7.2)
(7.2)
Conversational Memory
Conversational Memory
Conversational Memory
Tomorrow AI remembers key moments, names, and resolutions from past conversations, showing it has been "listening." This transforms the interaction from a series of disconnected queries into a single, ongoing conversation with a companion.
Tomorrow AI remembers key moments, names, and resolutions from past conversations, showing it has been "listening." This transforms the interaction from a series of disconnected queries into a single, ongoing conversation with a companion.



(7.3)
(7.3)
Real-Time Intervention and Support
Real-Time Intervention and Support
Real-Time Intervention and Support
Tomorrow AI leverages real-time biometric data from wearables to detect signs of acute stress or emotional dysregulation. Instead of waiting for user input, it initiates check-ins and offers immediate support when physiological indicators suggest the user may be overwhelmed.
Tomorrow AI leverages real-time biometric data from wearables to detect signs of acute stress or emotional dysregulation. Instead of waiting for user input, it initiates check-ins and offers immediate support when physiological indicators suggest the user may be overwhelmed.






(7.4)
(7.4)
Context-Aware, Actionable Suggestions
Context-Aware, Actionable Suggestions
It delivers tailored recommendations grounded in the user’s real-world context, taking into account their location, behavioural patterns, and past interactions to suggest meaningful next steps rather than generic advice to increase the likelihood of follow-through, making new habits easier to adopt and sustain..
It delivers tailored recommendations grounded in the user’s real-world context, taking into account their location, behavioural patterns, and past interactions to suggest meaningful next steps rather than generic advice to increase the likelihood of follow-through, making new habits easier to adopt and sustain..






(7.5)
(7.5)
Personalised Tones
Personalised Tones
The AI moves beyond a one-size-fits-all personality by allowing users to set a distinct conversational tone, such as Empathetic, Motivational, Reflective, or Direct, for each of the four core pillars of their life: Mental Health, Physical Health, Social Health, and Purpose. This ensures that the guidance they receive is attuned to their emotional needs.
The AI moves beyond a one-size-fits-all personality by allowing users to set a distinct conversational tone, such as Empathetic, Motivational, Reflective, or Direct, for each of the four core pillars of their life: Mental Health, Physical Health, Social Health, and Purpose. This ensures that the guidance they receive is attuned to their emotional needs.



(8/8) REFLECTION
(8/8) REFLECTION
The most significant challenge was not technical, but ethical: how to design an AI that is both deeply personal and profoundly responsible. If the project moves forward, our focus would be on a privacy-first architecture that includes strong encryption and prioritises user control.
The most significant challenge was not technical, but ethical: how to design an AI that is both deeply personal and profoundly responsible. If the project moves forward, our focus would be on a privacy-first architecture that includes strong encryption and prioritises user control.
Defining clear boundaries for the AI would be essential by collaborating with mental health professionals to develop safe crisis protocols that always put the user’s well-being first.
Defining clear boundaries for the AI would be essential by collaborating with mental health professionals to develop safe crisis protocols that always put the user’s well-being first.
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