AI Credit Monetization Readiness Checklist

What this checklist helps you answer

With this checklist, your team can quickly assess these essential questions:

1. Do credits have a real job to do in the AI offer?
2. Can customers understand and control consumption?
3. Can finance operate the model responsibly at scale?
4. What is your finance foundation AI credit readiness score?

What’s inside

The checklist walks your team through both strategic fit and operational readiness, to help you answer critical questions like:

• Do AI costs, customer value, and usage patterns vary enough to justify a credit model?
• Do your customers need better spend predictability, balances, alerts, and consumption controls?
• Are your usage data, billing workflows, and reporting processes ready to support AI monetization?
• Are your policies for expiration, rollover, top-ups, overages, and sharing are clearly defined?
• Have revenue treatment, breakage, refunds, adjustments, and reporting requirements been adequately addressed?
• Can pricing and monetization changes can be made without engineering-heavy workarounds?