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I built a Pinterest-style app—AI credits ran out

Dreamscapes Pinterest-inspired – A Pinterest-inspired experiment with Base44’s “vibe coding” built a moodboard tool called “Dreamscapes,” but the project exposed how quickly free AI coding credits can disappear—along with the gap between an electronic scrapbook and a full social platform.

Weeks after a first experiment building an Asana-inspired dashboard with “vibe coding,” I tried something closer to the way people actually browse for inspiration: a Pinterest-style web app.

The goal was simple on paper. A friend asked for a tool to help her create moodboards for a creative project. I wanted to see if I could build it within the free limit on the AI coding platform Base44, now that I’d gained a little experience.

What I didn’t expect was how quickly the promise of AI-assisted speed would collide with the limits of my own nontechnical skills—and with the hard ceiling of free credits.

Dreamscapes was meant to work like a creative workspace. One requirement was letting users create multiple spaces to pin images and other digital materials. I also built in a way for the user—my friend—to share URLs for mood boards and story notes with creative collaborators.

I started by creating a detailed prompt on ChatGPT, then entered it into Base44’s system and told it to start building an app for me.

Within Base44’s free credit limit, getting the pin boards to behave the way I wanted was difficult. It took eight days’ worth of credits to reach a usable state, making it the hardest vibe-coded project I’d ever taken on.

As the app finally took shape, Dreamscapes moodboards were organized into three template types: mood board, character study, or timeline.

Each Dreamscapes moodboard lives inside a “space.” Spaces are pinboard-esque canvases with custom background colors. Within each space are “scenes,” mini templates designed for creatives planning projects. Users can choose between three scene options: mood boards, character studies, and timelines.

A mood board in Dreamscapes is the closest option to a Pinterest board. It’s still a repository of links to things—an electronic notebook with pastel colors—rather than Pinterest’s continuous scrolling feed with algorithm-based suggestions.

But the biggest problems weren’t just about layout. Dreamscapes turned into a stress test for what I could explain—and for how much the Base44 assistant could infer.

The app was flawed in many ways, and I found myself wishing I were more proficient in coding languages or better at prompting the Base44 AI assistant. Sometimes I struggled to describe what was wrong with the page.

When the mood board glitched at the edges or when the notes function failed to load, I burned through daily credits because the AI didn’t know exactly what to fix.

By the time the project stabilized enough to be shared, one limitation was already clear: I never managed to get Dreamscapes to a point where it was usable on mobile. Parts of the app still loaded in a strange, glitchy way on my iPad, rendering it completely unusable.

Within the free-to-use bandwidth on Base44, getting it up and running on the Apple App Store also wasn’t an option. Instead, Dreamscapes remained something my friend and I could access on a web browser.

Things might have been different if I had used the paid version of Base44, which would have cost upward of $40.

Compared with Pinterest, Dreamscapes was always going to feel small. One of Pinterest’s biggest selling points is its sprawling corpus of images, whether user-contributed or pinned from the web—and for a hobbyist vibe coder, there aren’t shortcuts to that.

Pinterest itself, however, is leaning hard into AI. Ayumi Nakajima, senior director for content partnerships in Pinterest’s APAC division, said Pinterest has evolved into an AI-powered “visual search and discovery platform, built for dreamscrolling, not doomscrolling.”

She added: “Our inherent advantage has always been visual. and today. that advantage is powered by AI designed to understand taste. not just keywords.” Nakajima also said: “Many AI models rely on what people type into a search bar. Pinterest’s unique difference is that we understand what people are drawn to — the styles. aesthetics. and nuances that are hard to put into words.”.

Nakajima further said that Pinterest’s understanding of taste isn’t only algorithm-driven—human users and creators on the platform help make it better.

That contrast landed hard for me. I built a basic tool that lets my friend pin posts on a digital board, but it was incredibly basic compared to a platform like Pinterest. Pinterest is a social network; what I made was an electronic scrapbook, at best—even if it required no coding skills to make.

vibe coding Base44 Dreamscapes Pinterest-style app moodboards ChatGPT credits AI development web app mobile usability Ayumi Nakajima

4 Comments

  1. I don’t get why anyone uses “vibe coding” when regular coding already confuses me. If your credits run out that fast then it’s just a gimmick. Also Pinterest boards are already a thing, right?

  2. Wait, it took eight days of credits just to get the pins to behave? That sounds like the app builder was broken or something. I feel like they should’ve just used Asana + Pinterest and called it a day. And “spaces” inside “spaces” makes it sound overcomplicated for moodboards.

  3. This is why I don’t trust free AI tools. They’re like “here’s speed” and then surprise, you hit a paywall. But also I don’t think the article explains if the person messed up the prompt first, because “ChatGPT prompt” doesn’t automatically mean the code will work. Base44 sounds like one of those platforms where you burn money just trying to get basic features like sharing links to work.

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