2nd-time AI startup founder with a unique blend of experience in AI, data, and accounting. Former AI engineering manager at LinkedIn and StartX accelerator alum.

Higgsfield AI. Gamma. Wispr Flow. Alinea Invest.
Different products. Same truth: A great product + strong distribution + lightning-fast iteration = the best product. ⚡️

AI made SaaS building cheap. So the real competition shifted to distribution.

Like many founders, we also struggled with distribution.

So we paused building and learned from content creators and filmmakers.
They don’t study features. They study attention.
• How to retain viewers each sec of video?
• What structure keeps them watching?
• Why does the algorithm amplify this and not that?

Does virality has explainable, repeatable patterns? 
So as engineers, we tried to reverse engined viral videos.

We broke short-form video into data, used AI and large-scale experiments to test hypotheses, and kept asking: why does this work, and that doesn’t?

Over time, we stopped chasing luck and started seeing reproducible results.

So far: 🚀
 • 2B+ organic views / month 🌍
 • 150M+ organic views on a single video 🔥
 • 50+ accounts with consistent winners 📈
 • For B2C clients across niches, traffic converting into real app installs 📲💰

We’re not creators, influencers, or a marketing agency.
We treat short-form video as engineerable distribution infrastructure.

Next, we want to do this long-term, as a growth partner for B2C / D2C startups and indie founders, so great products don’t die at “no one saw it.”

Comment "GROW" if you are interested to learn more.

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