app.humyn.ai
Humyn app dashboard

Research at
machine speed.

Agentic AI that turns public conversation into structured product insight.

Role

Product Designer

Timeline

01.25 – 04.25

Scope

0→1 · Web App

Type

AI Research Tool

Stack

Figma
GitHub
Slack
Framer
Buffer
Notion
OpenAI
Dovetail
Linear
HubSpot
Vercel
Supabase
Python

Context

Wrong Build. Real Problem.

I had a product concept but user testing was taking forever. So I went straight into raw community data to validate instead. 30+ sources, 500+ posts, one month to find a true insight.

1 MONTH

research sprint

500+

Data Points

r/Instagram

How do I actually figure out what content my audience wants to see?

I've been posting for 4 months. No idea if people like my content or just scroll past. Analytics tell me nothing useful.

7,203 · community post

r/InfluencerMktg

How do you grow past 10K when organic reach just dies?

Hit 10k, engagement tanked. Tried posting more, less, different times. Nothing moves the needle consistently.

3,102 · community post

r/SocialMedia

What's the actual process for identifying a profitable niche on Instagram?

I've changed my niche 4 times because I kept guessing. No tool tells you how to validate before you commit.

554 · community post

r/ContentCreators

How do top influencers know what hooks to use before they film?

I spend days scripting and the hook still doesn't land. How are they figuring this out so reliably?

987 · community post

r/NewTubers

How do big creators figure out what their niche audience really cares about?

I watch top creators in my niche and I still can't reverse-engineer why certain videos blow up for them.

674 · community post

r/ContentCreators

How do you find out what your audience wants vs. what you think they want?

Every time I post what I think they want, it flops. Posts I throw away do better.

1,889 · community post

r/Instagram

Do brand deals even look at engagement rate or just follower count?

I have 50k followers and get ignored by brands that work with 10k accounts. There has to be something I'm missing.

1,445 · community post

r/TikTokCreators

How do you build audience loyalty and not just one-hit-wonder views?

Got 3M views on one video. Got 300 on the next. My audience didn't stick. I don't understand what I did differently.

4,892 · community post

r/TikTokCreators

Is there a way to know what's trending before it peaks?

By the time I see a trend and make a video, it's dead. I'm always 3 days too late.

2,944 · community post

r/NewTubers

How do you know which type of content to double down on?

Some videos hit, most don't. No idea what the pattern is. Just guessing every upload.

1,567 · community post

r/InfluencerMarketing

What data do you actually look at to understand what your followers want?

I check insights every day and still have no idea what content to make next. The numbers don't tell a story.

1,732 · community post

r/NewTubers

Is there any way to find out what pain points your audience has before you film?

I'm making content I think helps people but I genuinely don't know if it's solving a real problem for them.

1,103 · community post

Research

The People with the Problem.

I still open Reddit before I open my research tool.

UX Researcher

I need the micro-feedback, not the macro trend.

Startup Builder

I do netnography for my thesis. I need to cite every source.

Grad Researcher

By the time I synthesize the data, the sprint has moved on.

UX Researcher

I can find the truth. I just can't operationalize it.

Startup Founder

I spend more time formatting quotes than actually analyzing them.

Student Researcher

I don't need 40 charts. I need to know if people are confused.

Startup Builder

I have to hand-code every theme. There's no way to scale.

UX Researcher

If I could search Reddit like a database, my job would change.

Startup Builder

0Raw Data Points from
Surveys and Interviews

The best data is in comment threads nobody else is reading.

Grad Researcher

I want to know why communities say things, not just that they say them.

Student Researcher

Every tool shows me trends. I need decisions.

Startup Builder

Attribution matters. I can't quote something I can't link to.

UX Researcher

I validated our whole roadmap in forums and nobody knows that.

Founder / CEO

I have to read 200 comments just to get one usable insight.

UX Researcher

Real quotes are more compelling than any survey percentage.

Product Manager

I know the audience is out there. I just can't reach their words.

Startup Founder

Researchers ask questions. Communities reveal behaviors.

Research Lead

I need source-linked quotes, not AI summaries.

Grad Researcher

My biggest time sink is organizing what I already found.

UX Researcher

10

UX Researchers

10

Startup Builders

5

Students

3

Companies

2

Universities

25

Total Interviews

Illustration of Maya Chen

The Researcher

Has 200 browser tabs open and still can't find what she needs.

Illustration of Jordan Malik

The Builder

Validating ideas without a budget. Needs signal, not noise.

Illustration of Priya Sharma

The Grad Student

Writing a methods chapter. Needs citations, not summaries.

So I Validated my Hypothesis.

I spoke with 10 UX researchers across 3 companies and 15 students/startup builders across 2 universities. The problem was consistent. Despite modern tools, researchers still spend hours manually mining Reddit.

Builders crave micro-feedback over macro trends.

In parallel, Reddit's surge to a stock all-time high reinforced the timing and urgency for Humyn.

Manual → Operational
Speed → Research depth
H
Humyn
Manual workflow
Brandwatch
Brandwatch
Sprinklr
Sprinklr
Talkwalker
Talkwalker
Meltwater
Meltwater
Atypica AI
Atypica AI
Artificial Societies
Artificial Societies

I then mapped the competitive landscape to define Humyn's unique market position.

Problem Statement

How might we centralizequalitative evidence soresearchers can go fromraw inputsto confident productdecisions in one flow?

Solution

Humyn uses agentic AI to transform messy qualitative conversations into structured, quantifiable product insight within a simple interface inspired by familiar tools like Figma.

MVP

I developed a working MVP

in one month

Humyn MVP dashboard showing research analysis interface
Humyn app screens showing all main views

1 / 3

Find What People Really Think.

Enter a question. It searches across sources and shows you patterns, trends, and key takeaways.

Design Process

Mapping the ideal user flow.

First step as a team was aligning on where we were and defining what the ideal flow should actually look like.

Humyn user flow diagram

Design Systems

Ground up Design System for Quick + Iterative Launch

Humyn required a system that could move at startup speed without sacrificing clarity. Rather than layering aesthetics on top of unfinished thinking, we built the foundation first.

Humyn design system components
Humyn design tokens and color palette
Humyn full design system overview

Launch

Launch was equal parts brand, systems, and traction.

Hue, the Humyn penguin mascot on a tropical island

Humyn's brand was designed to feel intelligent and empathetic. Hue, our penguin, represents curiosity, depth, and human understanding.

Alongside the team, I helped take Humyn from concept to launch readiness. I set up HubSpot to automate lifecycle workflows, built lightweight business infrastructure for growth, and stress-tested onboarding, messaging, and feedback loops so we could ship clean, reduce risk, and iterate fast.

2,000+

Social followers

500+

Discord testers

500+

Waitlist signups

Reflection

Humyn is live in closed beta.

Humyn started as an experiment and became a system. I learned how to identify the real problem, design under uncertainty, and ship end to end.

What we are building next

InfraReal-time pipelines
InfraAPI performance
ProductOnboarding flow
ProductReport sharing
AIGuided ML pruning
AIAgentic research workflow