Phase 16 · AI APIs & Cloud AI Platforms
TopicsRate Limits & Cost Management
Part of the AI Engineer Roadmap.
Summary
LLM APIs charge per token and enforce request-rate limits — production AI features need deliberate cost tracking and backoff/retry logic to avoid surprise bills or failures.
How to Learn This
- 1Add token-usage logging and a rough cost estimate to every API call in a project.
- 2Implement exponential backoff and retry logic for rate-limit errors.
- 3Learn techniques (caching, smaller models for simple tasks) to control cost at scale.
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