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Icovela

Creating a custom icon often means choosing between generic libraries, inconsistent AI outputs, or time-consuming manual design.

I designed and built Icovela, an AI-powered platform that helps creators and product teams generate consistent, ready-to-use icons from simple text prompts.

Role Product Design & Development
Timeline April 2026 – Present
Team Solo Project

Problem

More than 36 million developers joined GitHub in 2025, and 84% of surveyed developers use or plan to use AI tools. Yet inconsistent output remains developers' biggest AI frustration. As building gets faster, creating polished, cohesive visual assets remains a bottleneck.

Outcome

Raised user activation from 24% to 63%

From product strategy and UX/UI to AI generation, subscriptions, and analytics, I independently built Icovela into a production-ready product. Funnel-driven iterations later increased registered-user activation by 2.6×.

Product Preview

Choose a Visual Style

Select from distinct visual styles to shape the icon's look and feel.

Describe Your Idea

Turn a simple text prompt into a custom icon built around your concept.

Generate and Download

Create a polished icon in seconds and download it for your project.

How I got there?

Design Process

I just need icons that feel like they belong to my product, not another generic set.

Josh, independent developer
A developer working alone at a laptop

Discover the Opportunity

I began with user interviews and competitive research to understand how creators and independent developers source icons for their products.

Existing icon libraries were fast but offered limited customization. General-purpose AI tools offered more freedom, but required users to translate visual ideas into complex prompts. This revealed an opportunity for a more focused, approachable icon-generation experience.

An icon library site: hundreds of icons drawn in one uniform outline style
A chat assistant asked for a cohesive nine-icon set, returning a flat outline house, a 3D clipboard, a hand-drawn sun, a pixel-art team and a watercolour chart — no two in the same style
How might we

make custom icons fast, distinctive, and easy to create?

Define the Product Direction

Based on the research, I defined three principles for the initial product. Every decision that follows was held against them.

1.

Make Generation Approachable

Users should be able to begin with a simple idea rather than learning how to write complex prompts.

2.

Make Style Selection Clear

Visual examples should help users choose a direction before committing to a generation.

3.

Minimize Time to First Result

The path from landing on the product to generating an icon should feel immediate and easy to understand.

Scope the MVP

To validate the idea quickly, I focused the MVP on one essential journey. Rather than expanding the initial release with secondary tools, I prioritized a clear path from idea to first icon.

The MVP journey on six sticky notes: discover the product, describe an icon, choose a style, create an account, generate, download
The Icovela sitemap: primary navigation, create, account, developers and support, footer navigation, and internal admin A hand-drawn wireframe of the generation workspace: the style list down the left, style preview and settings in the middle, the icon frame below them, and history on the right

Launch was only the beginning.

The next step was understanding how users moved through the product, and where they dropped off.

Creating a Feedback Loop

To learn from real usage, I instrumented the journey from first visit to download and brought the signals into an admin dashboard.

This allowed me to see not only how many people signed up, but whether they reached the product's first meaningful action.

Visitor Sign-up First generation Download
The admin dashboard: a conversion funnel showing signed up, generated an icon, downloaded an icon and hit the paywall, with the biggest drop marked between sign-up and first generation. Figures are blurred.

The funnel challenged my assumption.

The product was live, but the funnel revealed that many registered users never reached their first generation. Activation was only 24%.

At that point, adding more generation features was not the priority. The immediate challenge was helping new users experience the existing value.

Before launch

“How can I make generation more capable?”

After launch

“How can I help more users reach their first generation?”

Turning Drop-Off into Activation

After launch, only 24% of registered users reached their first generation. The funnel showed where users stopped; reviewing the experience and user feedback pointed to two sources of friction.

01

Make Free Value Hard to Miss

Before After

The offer was present, but visually secondary.

A consistent value message guides users from discovery to sign-up.

02

Make the Fastest Path the Default

Before After

Custom Style was the default, so reference images were required before anyone could generate.

Isometric 3D is the default, so a prompt is all it takes. Custom Style stayed for anyone who wants more control.

The workspace with Custom Style selected: step 2 asks the user to upload one to four reference images before step 3 can generate
The workspace with Isometric 3D selected: a style preview is already showing and step 2 is generate, with no upload step in between

Outcome

Activation Increased 2.6×

Sign-up to first generation
24%
63%
icovela.com
Next project A VR simulation of a hospital room: a patient lying on a bed, a floating CPR instruction video and a step list beside it
hi@yunbinghan.com