CostsMarch 18, 2026· Updated March 22, 2026

How AI credits work when you start a website or tool

21,000

tokens consumed by an AI agent to fix a single one-line typo

TL;DR

Credits make it easier to start without setting up an AI account. Advanced teams can later connect their own provider keys, but most first-time users should begin with hosted credits.

DriftLess writes for business owners first. Some posts include advanced details for technical handoff, but the practical takeaway is always in plain English.

A Cyfrin engineering analysis ran a simple experiment: fix a one-character typo — "applicasion" to "application" — using an AI coding agent. The agent opened an issue, posted a checklist comment, created a branch, committed the fix, and opened a pull request. Total token consumption: over 21,000 input tokens. Total cost at API rates: about $0.32. That is not a complex refactor. That is the overhead of an unguided workflow applied to a trivial task.

How do AI credits hide real cost?

Most AI coding platforms do not charge in dollars — they charge in credits. A task that costs $0.03 in raw API tokens might consume one credit priced at $0.25 or more. You never see the exchange rate because the abstraction is the product. Over the course of an MVP build spanning 15 to 30 sessions, that markup compounds quietly. The Cyfrin analysis found that 80% of tokens in a typical agent workflow are overhead — context handling and coordination, not the actual task. Credit pricing puts a multiplier on top of that overhead.

When should you bring your own provider key?

Bring Your Own Key means you connect your API keys from Anthropic, OpenAI, or another supported provider and pay the provider directly at their published rates. No DriftLess token markup, no hidden multiplier on provider usage, and no abstraction layer between your organization and its model bill. When you know the real price of a prompt, you make sharper decisions about scope — and that changes how you build.

Why this matters for builders

Even if you never use DriftLess, you can apply this today: check whether your current AI tool shows you per-session cost in dollars or in credits. If it is credits, calculate the effective markup against the provider's published API rates. For many platforms, the gap is 3x to 8x. That is not a service fee — that is a pricing model designed to make cost invisible.

How DriftLess handles cost

DriftLess now has two cost paths. Free and Pro use hosted credits so you can start without managing provider keys. Team and platform-admin accounts can bring provider keys for direct provider billing. In both modes, the point is the same: keep the visible build tied to what you actually meant to do.

Use hosted credits when you want simplicity. Bring your own provider key on Team when direct provider billing matters.

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