Provide a fixed-scope monetization integrity audit covering every plan, paywall, credit rule, usage limit, renewal path, and paid entitlement. The service maps customer promises to actual product behavior, tests purchases and exhaustion scenarios, models cost-to-serve, analyzes review complaints, and recommends clearer packages with financially viable limits. Delivery concludes with a prioritized remediation plan and revised paywall and limit-notification copy.

AI chat products are introducing increasingly complex usage controls to manage model costs, while customers expect subscriptions to provide predictable access. The concentration of recent complaints across several products indicates that monetization changes are reaching users faster than teams can validate pricing clarity and entitlement behavior.