Freemium works when the free tier creates genuine value and viral loops while clearly demonstrating the need for paid upgrades. It fails when free users never convert, creating high infrastructure cost with no revenue. For AI startups, freemium is especially risky because inference costs scale with usage — careful feature gating and usage limits are essential to avoid subsidizing non-converting users indefinitely.