AI-Native Pricing Shifts from Bundles to Credits and Outcomes

AI monetization evidence centers on usage-based pricing and cost-aware packaging. Lovable’s output-based credits accompanied reported ARR growth from $40M to $400M in 14 months; Chipp.ai reported 20% first-month revenue growth after token billing, and Beducated reported a 47% revenue-per-user increase from paywall testing. Outcome-based pricing advice reviewed so far offers cost and margin guidance but no growth experiment or measured business result.