Managing Cost and Token Usage — LLM Application Development Roadmap
Keeping AI spend predictable
Steps in Managing Cost and Token Usage
- Understanding Token-Based Pricing — beginner · How input and output tokens translate into real cost
- Caching Strategies to Reduce Cost — beginner · Avoiding redundant model calls for repeated or similar requests
- Model Selection for Cost Efficiency — beginner · Using smaller or cheaper models where they're good enough
- Monitoring and Alerting on AI Spend — beginner · Catching runaway usage before it becomes a large bill
- Setting Usage Limits and Quotas — beginner · Protecting against abuse and unexpected cost spikes
Part of
- LLM Application Development roadmap — the full learning path