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01 Problem02 Constraints03 Approach04 Usability testing05 Results06 Role and team

Generato · 2024

Liked pictures in 3 minutes, down from 8

Generato is an app where you type a sentence and get a picture. I led its redesign after half of new users quit after one go.

Category
AI Image Generator
Role
Lead Product Designer
Timeline
12 weeks
Team
3 Eng · 1 PM
Year
2024
Status
Shipped
Problem
47% of new users quit in their first session. They could not tell if a prompt would work until 45 seconds and a credit later.
What I did
I led the redesign. I ran 8 interviews and 800+ surveys, tested four directions with 12 people, and built a prompt box that helps as you type.
Result
Time to a picture people liked fell from 8 minutes to 3, −62%.
Generato, the product shown in a styled scene

01 Problem

Half of new users tried it once and left.

47% quit in their first session, for two reasons. They could not tell if a prompt would work until 45 seconds and a credit later, and a complex interface put ten expert controls on the first screen.

Four variations from one prompt
First run, one prompt box

02 Constraints

  • 01

    12 weeks, with 3 engineers and 1 PM.

  • 02

    The founding CTO wanted a better model. Six weeks of model work had not moved the number.

  • 03

    Every run took 45 seconds and cost a credit, so each failed try was a real loss.

03 Approach

Help people write the prompt, then hide the rest.

I ran 8 interviews and 800+ surveys, then tested four directions with 12 people. A box that helps as you type won.

  • 01

    Options as pictures

    The same balloon drawn 16 ways. Pick by eye, learn the words for free.

  • 02

    A prompt strength bar

    Like a password meter for your sentence. It fills before you spend a credit.

  • 03

    One box, less clutter

    Expert settings hidden until asked for. 40% less on screen. Every tool works the same way.

16 style presets, one balloon
Lighting presets shown as pictures
Composition presets shown as pictures

“I kept pressing generate hoping it would just figure out what I meant. By the fourth try I realized the tool wasn’t going to meet me halfway.”

P04, quit in session 2

04 Usability testing

Then I made it worse.

My first version quietly rewrote people’s prompts. The pictures improved 15%, but satisfaction fell 22%. So I made it suggest instead, and you tap to accept. Satisfaction went 2.8 → 4.4 out of 5.

People want to be in charge more than they want a perfect result.

Your words stay in the prompt, with Edit Prompt one tap away

05 Results

What it did.

−62%
Time to a picture they liked8 minutes → 3
2×
Kept their first picture22% → 51%
+69%
Felt confident writing prompts3.2 → 5.4 out of 7
+48%
Enjoyed using it3.1 → 4.6 out of 5

In context

In contextGenerato on a MacBook Air on the living-room floor, wider view

06 Role and team

  • Owned

    Lead Product Designer. The research, the IA and user flow, the four test directions, the final design and the usability tests.

  • Influenced

    The team’s plan, from a better model to a redesign of the first session.

  • Built with others

    3 engineers built it, with 1 PM.

Nobody notices the strength bar. They just notice their pictures got better.

Next: MultiPayOne wallet for lari, dollars and euros, where moving money stops feeling scary.

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giorgi@matiashvili.com
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© 2026 Giorgi Matiashvili · Head of Design · Design Engineer (AI)Remote, from Tbilisi