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I built this for students, new grads, and career changers who are doing interview prep alone and feeling isolated by it. This is major issue I noticed in college circles during recruiting. They do not just need better practice tools, they need real human momentum: a reason to show up, a small group to prepare with, and a way to turn stressful career prep into connections with other like-minded people.

I used Claude and AI as a creative and product collaborator. I fed it my general vision on what color scheme I would want, what aesthetic it should go after, and it was able to take my vision and make it a reality by adding its own thoughts using its reasoning abilities.

What could go wrong is that a swipe-based interface could feel shallow, gamified, or too close to dating mechanics, and people could end up in low-quality or mismatched prep groups. Typically, dating apps have people's pictures with their interests, then you set something up with them. In this case, they already set up a meeting and you meet through this meeting rather than being swayed by any preconcieved notions from seeing them.This makes the unit of interaction the session, not the person, and by designing the language, onboarding, and chat experience around trust, shared goals, and clear expectations, we are able to prevent any close relation to dating apps.

With more time, I would build real event creation, richer profile compositions, better matching based on goals and timing, trust and safety features, and scheduling integrations. One major thing about apps such as these is safety, so I would work on making safety features a priority, such as having a feature to verify profiles on their identification.