What are you working on and why?

Why did you pick the SaaS / the niche that you picked? Do you have a vision of something that should exist?

Did you have a personal problem that you solved for yourself and now turned into a SaaS?

Did you scan the internet for a unmet pain and are building for it?

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I find personal pain points much easier to understand than ideas built from market research.

I like products that come from annoying little problems people deal with every week.

Did you test the idea with people first or just start building?

For me it wasn’t a “found a gap on the internet” moment. It was more like repeated friction. Working as a designer, I kept bouncing between tools to research, write, generate visuals, structure ideas, plan distribution… none of them talked to each other. The real problem wasn’t lack of tools, it was lack of continuity in thinking.


CambrianEdge.ai came out of that. The vision is pretty simple. Not another AI tool, but a system that helps you go from idea → execution → distribution without constantly resetting context.


It’s less about solving one sharp pain, and more about fixing a broken workflow that everyone has just accepted. So yeah, part personal problem, part pattern I kept seeing across teams. People don’t struggle to do things anymore, they struggle to connect what they’re doing into something coherent.