AI pricing has moved from experimentation to execution. Many SaaS vendors now offer credits, usage allowances and overage models, but are still working out how to forecast consumption, control costs and avoid customer friction.

Decisions around free credits, overage policies and usage communication have a direct impact on margin, contract negotiations and customer retention. Yet these decisions are often made by different teams with different priorities, creating inconsistent pricing and operational complexity.

Based on analysis of more than 40 AI-enabled SaaS vendors, Verdantix will share the pricing structures, customer communication approaches and commercial trade-offs that are emerging as leading practices in the market.