Phase 16 · AI APIs & Cloud AI Platforms

Topics

Rate 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.
InsideEdge

Stuck on this topic? Ask an Insider

Get 1:1 guidance from people who've walked this exact path — free on the InsideEdge app.

Download
InsideEdge