About

Product Design Manager at CUBIG. I design enterprise AI products that help organizations adopt AI safely and effectively. Passionate about AI, product design, and developer tools.

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Forums

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1d ago

Is it always bad when users don’t come back?

We talk a lot about retention, but I think there are products where people not coming back is actually a good sign.

If I use something to prepare for an interview or sort out a one-time problem, I probably don t want to keep using it. I just want it to work so I can move on.

Obviously that doesn t work for every product, especially subscription-based ones.

But it makes me wonder how much we rely on retention simply because it s easy to measure.

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5d ago

A UX lesson from designing permissions in B2B SaaS

I ve been working on permission and role management for a B2B AI product.

One thing that makes this tricky is that a user s role doesn t always tell you what they should be able to do.

For example, someone might manage a project without managing the entire workspace. They need control over their project s settings and members, but that doesn t necessarily mean they should have access to organization-wide settings.

This creates an interesting UX problem.

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6d ago

A small change in how I use prototypes as a product designer

I ve been using prototypes a little differently since I started building more with AI.

For internal reviews, I still find simple prototypes useful. They help the team understand the overall flow and discuss whether we re looking at the same problem.

But when I want to explore how an idea actually works, I often go straight to building a working version with AI.

The interesting part is that I m not necessarily trying to skip the design process.

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