Why Most AI Products Fail at Monetization?
Most AI products fail not because their models are weak, but because their monetization is poorly designed. Subscription-only pricing breaks down when AI infrastructure costs fluctuate with usage, making margins unpredictable. Credit-based architectures solve this by aligning user consumption with real costs and revenue. Successful AI platforms treat monetization as core backend logic, enabling controlled …
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