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How I Built a $500k/mo AI App (So You Can Just Copy Me)
Mori & co-founder built Pingo (AI language-learning companion) to \$500k/mo and ~400M views/month in 14 months from a college dorm (YC-backed). The breakthrough: product-led virality — creators dis...
https://www.youtube.com/watch?v=s9qQPM92JNs
How I Built a $500k/mo AI App (So You Can Just Copy Me)

TL;DR

Mori & co-founder built Pingo (AI language-learning companion) to $500k/mo and ~400M views/month in 14 months from a college dorm (YC-backed). The breakthrough: product-led virality — creators discovered a “mean Pingo roasts you until you cry” format inside a custom-scenario feature that was never built for marketing. Run the creator program like a VC portfolio.

Key lessons

  • Build the product for virality — the philosophy was “no point building a consumer app that won’t go viral.” The viral hook = talking to the AI itself, so every video shows the product (“go viral because of the product, not gimmicks” → it converts).
  • Product-led virality — creators use the day-one custom-scenario prompt to make Pingo mean/funny; the most viral format (52M-view crying clip) came from creators, not the team. Build infrastructure so creators repeatedly find virality themselves.
  • Creator-VC model — top 20–30% of creators drive most views; cut the bottom, coach the middle, scale winners. ~100 creators across 20 languages via VAs; recruit micro-creators (<10k followers) who actually speak the language and have ≥1 breakout video. Base pay + non-stacking view-tier bonuses (50k/100k/…/1M).
  • Geo-targeting matters — 200k Russian users went viral but couldn’t pay (sanctions/store blocks) = dead spend. Track not just which video goes viral but in which country, and whether they can convert.
  • Two spend buckets: in-house creators (fixed) for testing known-good ideas; Noise (CPM, capped) for scaling + fast tests.
  • Paywall testing — trial-timeline screen + reinforcing low-risk (“you’ll be reminded, cancel anytime”) was the biggest lever; push annual (hide monthly behind “view all plans”); 3-day vs 7-day trials differ US vs international; transaction-abandoned flow interacts with the main paywall.
  • Contrarian: minimal four-line character (no avatar) stands out as everyone adds avatars.

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