Freemium & Trial Credits

Frame credit limits around value consumed, not access denied.

Credit-based SaaS needs conversion benchmarks built around consumption, not time.

Credits compound referral growth when rewards match how users already measure AI capacity.

Layered verification and usage limits stop free credit abuse without friction for genuine users.

Different cost structures manage competing risks between supplier and customer during AI evaluation.

Structure AI pilots with clear success metrics and billing terms to convert trials into sales.

Design credit sequences to reach a specific activation event, not just exploration.

Mixing sandbox and production credits destroys margins and user behavior simultaneously.

How to size free AI credits so prospects reach value before the budget runs out.