We Built a Retail App in Under a Week. Here’s the Part Nobody Talks About.

A few months ago we wrote about how we use AI — not as a replacement for judgment, but as a tool that’s only as useful as the person holding it. The most common response: “That makes sense in theory. What does it actually look like?”

Here’s a concrete answer.

We built a working web application a few weeks ago.

It’s called When It’s Back. Free waitlist notification tool for brick-and-mortar retail. Customer asks if something’s in stock, it’s not, staff adds them in 10 seconds, they get an email when it’s back. No POS integration. No monthly fee. Problem solved.

Here’s the part nobody talks about.

“Vibe-coded” implies a genie in a bottle — you describe what you want, it appears. That’s not what happened. What happened was closer to a demanding project manager with a software background interrogating every output. Does this data model make sense? This authentication flow has a gap — fix it. The AI generated code. Experience determined whether that code was actually right, and when to throw it out and start over.

Genies don’t make mistakes. AI makes them constantly. Catching them requires knowing what right looks like. That doesn’t come from the tool.

What this means for Creative Bay Media:

The gap between “useful idea” and “working thing” just got a lot smaller — for people who bring the right background to it. We’re not becoming a software firm. But the surface area of problems we can engage with is expanding, and we’re paying attention to where that leads.

If you’ve got a problem that doesn’t fit neatly into a project brief, we’d be curious to hear it.

---

When It’s Back is free for retail stores. Pass it along if you know one.