Are credits becoming the default pricing language for AI products?

Subscription pricing struggles when value is variable.

Pure usage pricing is accurate, but messy to explain, messy to predict, and easy to hate when the bill surprises you.

Credit-based pricing sits in the middle:

• Simple for customers: “I bought 10,000 credits”

• Flexible for teams: bundle tokens, GPU time, storage, calls into one unit

• Better for finance: prepaid revenue, clearer burn, fewer billing shocks

• Better for product: you can experiment with packaging without rebuilding billing every time

The bigger trend is this:
We’re moving from “pricing as a plan” to “pricing as a runtime.”

Seats won’t disappear.
But credits are starting to look like the most practical default unit for AI, API, and agentic businesses.

So what do you think - are credits a temporary bridge, or the new long-term standard?