SaaS companies often adopt cost-plus credit models to monetize AI features due to the challenges of measuring value against clear costs. While credits simplify pricing and provide predictable cash flow, they can lead to customer confusion and may only serve as a temporary solution until more intuitive pricing strategies are developed. Ultimately, businesses must evolve beyond credits to align pricing more closely with customer value and outcomes.