Most viral content advice is hindsight bias disguised as strategy. I learned this the hard way.

I did everything “right”: high-quality content, consistency, effort. Nothing went viral.

So we stopped guessing. We built an AI + data system that explains why certain videos explode, then recreates that outcome across TikTok, YouTube Shorts, and Instagram.

Results so far: • 2B+ total views in a month • 100M+ organic views on a single video • Systematic virality, managing 20+ accounts that consistently go viral • Videos driving real app installs, not vanity metrics

We’re not creators, influencers, or a marketing agency We’re startup founders + AI/data engineers , helping B2C startups and brands systematically distribute through short-form video.

If short-form matters for your growth, let's connect.