Priya Subramaniam

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

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

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

Credit pricing absorbs AI's unpredictable usage spikes by decoupling payment from consumption.

Pricing multi-modal AI products fairly requires credits weighted to actual compute costs.

When customers can't explain what one credit costs them, the pricing model has already failed.

Expiration design determines whether customers resume usage or abandon the product after a pause.

Localizing credit pricing means more than currency conversion.

Hard limits block usage instantly; soft limits let customers overage and settle up later.