Consumer Social

Consumer Social

Case Study

Case Study

A third space enriching people who crave meaningful dialogue

A third space enriching people who crave meaningful dialogue

My role

Product Designer,
UX Research

Tools

Figma, FigJam, Zoom for Interviews

Timeline

3 Months (Apr — Jul 2026)

My role

Product Designer,
UX Research

Timeline

3 Months
(Apr — Jul 2026)

Tools

Figma, FigJam, Zoom for Interviews

TL;DR

Overview

Background

A solo, 3-month project sparked by one question I couldn't shake: why does disagreeing online feel so bad?

Problem

Mainstream platforms reward engagement over nuance, burying alternative perspectives on topics that deserve real depth.

Approach

Over 3 months, I validated the problem through a competitive audit, a 29-person survey, and 3 interviews, then iterated through multiple rounds of concept testing.

Outcome

A mobile app with a 7-point opinion spectrum instead of a binary vote, built and tested with real users along the way.

91% CSAT

Of 23 final testers said they would download the app

91% CSAT

Of 23 final testers said they would download the app

87% TSR

Of 23 final testers completed the core "Hot Take of the Day" flow on their first try

Full

Interactive prototype with hover states and working buttons and pages

BACKGROUND

Older Gen Z loves discussing life online, but platforms reward engagement over nuance.

An early competitive audit found millions of posts about "how to live life" among Gen Z, from career talk to relationship advice. These platforms weren't built to hold that kind of conversation well.

PROBLEM

Mainstream platforms bury nuance in favor of what gets the most engagement.

That's a mismatch, heavy topics deserve depth, but these platforms are built for what's fleeting. My next step was figuring out exactly who I was designing for.

ACTIVE PAIN POINTS

People are already naming what's broken, I just needed to go find it.

Although these apps can produce thought-provoking discourse, I sifted through thousands of posts to find where healthy discourse actually breaks down.

  • "How about be[i]ng afraid that most of your comments are getting hidden away because hivemind disagrees? Not afraid for your ego but afraid for the control of the narrative"

    r/TheoryofReddit - Reddit

    Comment by u/Yura-Sensei

  • "…if it doesn't get many likes right away the post seems to get suppressed."

    X post by @StonkHands

  • "It's so hard to get critical discussion out of some of these subs, mainly due to people just downvoting and leaving instead of engaging in actual conversation when they see a countering opinion"

    r/NoStupidOpinions - Reddit

    Comment by Deleted User

  • "If you are against the masses, yes you will [be downvoted for having an unpopular opinion]. You don't have the karma to not censor yourself."

    r/NewToReddit - Reddit post

    Comment by u/jgoja

  • "[Being downvoted for having an unpopular opinion] is one of the worst aspects of Reddit, IMO. Too much of a hive mentality…"

    r/NewToReddit - Reddit

    Comment by u/MarkKnotts

  • "the problem with twitter is nobody in an argument is 100% right and there’s no room for nuance on this app"

    X post by @kes11av

  • "Reddit is supposed to be an app for sharing perspectives and thoughts, but its full of people who feel programmed to downvote everyone who’s viewpoint is different to theirs, and it actually feels bad since ur opinions feel repressed"

    r/popularopinion - Reddit

    Post by u/Bad_Description77

  • "How about be[i]ng afraid that most of your comments are getting hidden away because hivemind disagrees? Not afraid for your ego but afraid for the control of the narrative"

    r/TheoryofReddit - Reddit

    Comment by u/Yura-Sensei

  • "…if it doesn't get many likes right away the post seems to get suppressed."

    X post by @StonkHands

  • "It's so hard to get critical discussion out of some of these subs, mainly due to people just downvoting and leaving instead of engaging in actual conversation when they see a countering opinion"

    r/NoStupidOpinions - Reddit

    Comment by Deleted User

  • "If you are against the masses, yes you will [be downvoted for having an unpopular opinion]. You don't have the karma to not censor yourself."

    r/NewToReddit - Reddit post

    Comment by u/jgoja

  • "[Being downvoted for having an unpopular opinion] is one of the worst aspects of Reddit, IMO. Too much of a hive mentality…"

    r/NewToReddit - Reddit

    Comment by u/MarkKnotts

  • "the problem with twitter is nobody in an argument is 100% right and there’s no room for nuance on this app"

    X post by @kes11av

  • "Reddit is supposed to be an app for sharing perspectives and thoughts, but its full of people who feel programmed to downvote everyone who’s viewpoint is different to theirs, and it actually feels bad since ur opinions feel repressed"

    r/popularopinion - Reddit

    Post by u/Bad_Description77

Across thousands of unrelated discussions, the same frustration surfaced: like/dislike systems "control the narrative" and leave no room for nuance. That skepticism became the starting point for Groundid.

COMPETITIVE AUDIT

Even platforms built for discourse still leave something out.

I audited Substack, Medium, Quora, X, and Reddit for how they support real discourse. Each did something well, but none fully solved for nuance, credibility, and community together.

As a result, I noted that these users deeply value credible/crowdsourced opinions and the ability to engage with long-form discussions that welcome their opinion to be shared. I also validated a growing userbase interested in life content, with millions of posts, likes, and comments asking for life advice and career decisions across all platforms.

As a result, I noted that these users deeply value credible/crowdsourced opinions and the ability to engage with long-form discussions that welcome their opinion to be shared. I also validated a growing userbase interested in life content, with millions of posts, likes, and comments asking for life advice and career decisions across all platforms.

USER SURVEY

I needed to hear directly from the people living this problem.

I surveyed 29 "perspective seekers" active on X, Substack, and Reddit to understand how they experience discourse online today.

TOTAL SURVEYED

29 "perspective seekers"

Who appreciate engaging with life discourse online (including new grads, full-time workers, college students, and job-seekers) across X, Substack, and Reddit

"LIKE/DISLIKES" AREN'T THE FULL PICTURE

76% (22)

Express "rarely" or "never" on how often a "like/dislike" captures their full stance when reacting to content relating to life choices (e.g career shifts, relationship dynamics)

DO YOU REFERENCE YOUR LIVED EXPERIENCE

83% (24)

Express they are "somewhat likely" to "highly likely" to reference their lived experience in their comment. (2 mentioned they haven't commented publicly)

HOW VALUED THEIR PERSPECTIVE FEELS

52% (15)

Expressed their perspectives feel "not valued," "minimally valued" or "neutral" by the app's system.

USER INTERVIEWS

Three conversations to understand what keeps people coming back, and what pushes them away.

I interviewed 3 perspective seekers one-on-one on Zoom to go deeper on what keeps them engaged, and what pushes them away.

  • 👨🏻

    College post-grad, 22 y/o, NY (USA)

    Uses X regularly

    “…I think the more serious topics become too drowned out in "who can scream louder?" What ever happened to having actual constructive debate?"

  • 👩🏼

    Assistant baker, 23 y/o, DE (USA)

    Uses Reddit regularly

    The unique POVs. I'm usually on r/AskReddit because people just feel brutally honest about life there… But then you find an absolute gem of advice you just need to hear… Hard to get that in real life.

  • 👩🏾

    Interior designer, 29 y/o, CA (USA)

    Uses Substack and Reddit regularly

    [Other social media] felt too performative… I know they all have their flaws but I choose to use [Substack and Reddit] over others because they are full of people ready to admit that life is hard, and we're all trying to make the best of it.

  • 👨🏻

    College post-grad, 22 y/o, NY (USA)

    Uses X regularly

    I feel comfortable getting a sense of what's going on in the world. Online feels like the only place for anyone to get to see something close to the full picture. For just about anything, we need to see more than just one side.

  • 👨🏻

    College post-grad, 22 y/o, NY (USA)

    Uses X regularly

    “…I think the more serious topics become too drowned out in "who can scream louder?" What ever happened to having actual constructive debate?"

  • 👩🏼

    Assistant baker, 23 y/o, DE (USA)

    Uses Reddit regularly

    The unique POVs. I'm usually on r/AskReddit because people just feel brutally honest about life there… But then you find an absolute gem of advice you just need to hear… Hard to get that in real life.

  • 👩🏾

    Interior designer, 29 y/o, CA (USA)

    Uses Substack and Reddit regularly

    [Other social media] felt too performative… I know they all have their flaws but I choose to use [Substack and Reddit] over others because they are full of people ready to admit that life is hard, and we're all trying to make the best of it.

  • 👨🏻

    College post-grad, 22 y/o, NY (USA)

    Uses X regularly

    I feel comfortable getting a sense of what's going on in the world. Online feels like the only place for anyone to get to see something close to the full picture. For just about anything, we need to see more than just one side.

Takeaways: What "perspective seekers" value.

"Perspective seekers" want different perspectives surfaced

They fear engagement-over-credibility systems are burying alternate viewpoints.

They want to feel like nuance is valued in conversations

Especially within serious topics where nuance is required to have fruitful dialogue.

They are highly intrigued by others' lived experiences

On making important life decisions, often relying on digital outlets for info outside their bubble.

DESIGN APPROACH

All that research had to become actionable steps I could design for.

First, I began outlining the project intent. I iterated until I came up with a statement that encompassed potential solutions to pain points expressed in the surveys and interviews.

🌱

Goal #1

Ship a minimum viable product that proves the core concept before expanding further.

🎯

Goal #2

Satisfy people's craving to engage in healthy fruitful discourse and access life-related content.

Non-Goal #1

Not solving full content moderation and trust and safety infrastructure in this phase.

🚧

Non-Goal #2

Not re-creating short-form social media.

🚫

IDEATION

Getting every idea out before judging any of them.

I drafted concepts on paper using the Crazy 8s method to explore as many directions as possible before narrowing in.

TESTING

Real feedback, not assumptions, shaped what came next.

I tested early concepts with users, recorded their reactions, then sorted the feedback into pain points and successes.

One tension from that feedback stuck with me more than the rest.

What Didn't Work

After gathering feedback from usability testing, it was conflicting with research gathered from interviews, but not because any of their experiences were invalid.

😄

Observation #1

Testers actually favored a familiar upvote/downvote model because it worked the way other popular apps do (hi, Jakob's Law).

But the more I sat with that feedback, the more the conflict bothered me:

Observation #2

A binary vote was doing exactly what perspective seekers said they hated, flattening a nuanced stance into a yes/no.

🫤

So I traded familiarity for honesty and built the 7-point opinion spectrum instead, an intentional harder interaction to learn at first glance, and one I'd still like to make feel more effortless. That's part of my Next Steps list.

FINAL DESIGN

What survived the research, the testing, and the rewrites.

After multiple rounds of design and testing, here's the fully interactive prototype for Groundid!

Key Final Screens

Features Spotlight

A look at the real features along with the design rationale.

  • Card image
  • Card image
  • Card image

Hot Take of the Day

A 7-point spectrum instead of a binary vote, since 76% of testers said like or dislike never captured how they really felt.

Long-Form Articles

No character limit for advice that needs more room than a caption, since 83% of respondents said they draw on lived experience.

  • Card image
  • Card image
  • Card image

Profile Stats

A quick look at someone's posting history, so you can gauge their credibility, since testers wanted proof a take was worth trusting.

Cited References

Authors are encouraged to cite sources, since my audit showed people trust credible, crowdsourced opinions over whoever just sounds most confident.

Meet New People

Warm, low-pressure conversation starters, since interviews showed people are genuinely curious about experiences outside their own bubble.

INTERACTIVE PROTOTYPE

Try it yourself!

Want to try it yourself? Walk through the "Hot Take of the Day" flow, the same one 87% of testers completed on their first try.

Full Prototype

REACTIONS

From Testers

  • 👩🏾

    Interior designer, 29 y/o, CA (USA)

    Uses Substack and Reddit regularly

    This looks AMAZING. If this was on the app store today, I would use it. You've been a delight, thanks for letting me play a part in all of this

  • 👨🏻

    College post-grad, 22 y/o, NY (USA)

    Uses X regularly

    wow i'm so impressed with the final outcome. it has come a long way! I think it'd be nice to see how the app handles trollers but i know that's something you've mentioned.

  • 👩🏼

    Assistant baker, 23 y/o, DE (USA)

    Uses Reddit regularly

    I love love love how this turned out. 100% i'd download.

  • 👩🏾

    Interior designer, 29 y/o, CA (USA)

    Uses Substack and Reddit regularly

    This looks AMAZING. If this was on the app store today, I would use it. You've been a delight, thanks for letting me play a part in all of this

  • 👨🏻

    College post-grad, 22 y/o, NY (USA)

    Uses X regularly

    wow i'm so impressed with the final outcome. it has come a long way! I think it'd be nice to see how the app handles trollers but i know that's something you've mentioned.

  • 👩🏼

    Assistant baker, 23 y/o, DE (USA)

    Uses Reddit regularly

    I love love love how this turned out. 100% i'd download.

NEXT STEPS

Beyond the MVP and tackling weak spots.

Refine the 7-point spectrum's first impression

It solved the nuance problem, but it's less familiar than a tap. I'd want to test whether new users grasp it as quickly as the old system.

Test with a broader age range

My research skewed toward 22 to 29 year olds on X, Substack, and Reddit. I'd want to see if the spectrum and credibility features hold up outside that group.

Design for bad-faith actors and brigading

I haven't yet designed for what happens when the same hive mindset testers wanted to escape shows up here instead, whether that's brigading or bad-faith fact-checking. I'd start by exploring whether the spectrum & citations could double as early signals for bad behavior.

A little note from me!

Groundid pushed me in ways I didn't expect going in, from designing my first full component library to actually sitting with feedback that told me my original idea wasn't quite right yet. It's the project where my process finally started to feel like mine.

Although Groundid was a solo build, it still took a village. Huge thank you every tester and peer who gave me honest feedback along the way. Thank you for checking out my case study 🌷٩(^ᗜ^ )و ´-

Olivia