Q01State of mind in bed, lights off
2 Crowded
2 Quiet
2 Numb
OUTCOME Three distinct night-states. "Crowded mind" is not universal — it's a third of the audience.
Research case study · 6-min read
Uyara - Journaling App
User Research
UYARA started with two personas built from instinct, not data. Six real people, ten honest questions — and a survey designed to prove itself wrong.
n=6Respondents
10Survey questions
4Archetypes
1Anti-persona
The survey
10 questions · real distributions
Built to split users, not collect opinions.
Q02How organising thoughts feels
2 Relieving
1 Draining
3 Unnecessary
OUTCOME Half find reflection unnecessary — the anti-persona signal arrives at question two.
Q03How they share complex stories
2 Keep to self
2 Wait for call
2 Long text
OUTCOME Four of six avoid typing as the emotional medium. Voice-first earns its place here.
Q04Friction with typing when spent
1 Typos
2 Physical effort
2 Performative
1 None
OUTCOME Typing is accessibility, not preference. Five of six feel it as friction.
Q05Privacy barrier at night
2 Code-switch
2 Overheard
2 Privacy
OUTCOME Four of six cannot speak freely at home. Whisper mode goes from idea to requirement.
Q06Fit of Calm / Headspace
3 Don't use
2 Tone-deaf
1 Gets it
OUTCOME Five of six reject Western wellness frames. India whitespace is real.
Q07Reaction to missing 3 days
1 Quit
1 Acknowledge
3 Fix streak
1 Scolded
OUTCOME Half want streaks. UYARA's user is in the half that doesn't — the data divides the audience cleanly.
Q08 · THE OUTLIERPreferred progress visualisation
5 Calendar with checkmarks
1 Living artefact (tree, garden)
THE FIND The one respondent who chose the tree matches every other UYARA target variable — code-switching, crowded mind, distrusts wellness apps, finds typing draining. The audience is the outlier, not the majority.
Q09Existing workarounds (multi)
1 Voice notes
2 Notes app
1 Rumination
4 Venting to friend
OUTCOME Real competitor is not Calm. It is the Notes app and the partner on the phone.
Q10If they had a "companion in their pocket"
1 Push discipline
2 External brain
2 Direct advice
1 Quiet notice
OUTCOME Four distinct jobs-to-be-done — the spine of the four-archetype model.
The archetypes
3 validated · 1 deliberate anti
Three personas to serve. One to deliberately refuse.
Four patterns emerged clearly: 4 in 6 had a crowded or numb mind at night. 4 in 6 found typing frustrating when tired. 4 in 6 rejected Calm and Headspace as tone-deaf. And 1 in 6 chose a living tree over a streak calendar — that outlier matched every UYARA target signal. That 1-in-6 is 50 million urban working Indians.
North star
P1 · Respondents 1 + 5
The Crowded Mind
"Get the thoughts out of my head so I can sleep."
P2 · Respondents 2 + 3
The Functional Sleeper
"Externalise the day, without performing a wellness ritual."
P3 · Respondents 4 + 6
The Numb Scroller
"Forget the day happened. Just give me direct advice if anything."
The outcome
Before → After
Same 11:47 PM. A completely different screen.
The research said who UYARA is for. The first build was a standard journaling app — a blank page and a streak to keep. Here is what changed.
11:47 PM
12
nights
nights
S✓
M✓
T✓
W✓
T✓
F
S
How was your day?Friday, May 31 · written, not spoken
Start writing…
B
I
Save entry
Journal
Insights
Streaks
Profile
11:47 PM
Still awake?
Let’s get it out of your head.
Let’s get it out of your head.
Type
Whisper
Thozhan
here with you tonight
here with you tonight
I’m here. How did today go — give me the honest version.
11:47 PM
Drained. Back-to-back since morning and one call just threw the whole day.
11:48 PM
That kind of day takes a lot. How are you feeling about yourself right now?
11:49 PM
Tap to speak — Thozhan is listening
Tonight
Tree
Patterns
You
From a journaling tool you operate to a companion you talk to. Same person, same hour — but now the design works the way a tired mind actually does.