Optimization•11 min read
Cost Optimization for LLM Applications: Strategies That Work
Reduce your LLM API costs by 30-50% through token optimization, model selection, caching strategies, and smart prompt design. Real techniques with measurable results.
Cost Optimization for LLM Applications: Strategies That Work
LLM API costs can quickly add up. Smart optimization strategies can reduce costs by 30-50% while maintaining or improving quality.
Optimization Strategies
- Token Optimization: Reduce prompt size without losing context
- Model Selection: Use cheaper models where appropriate
- Caching: Cache common queries and responses
- Batching: Batch requests when possible
- Prompt Efficiency: Design prompts that produce concise outputs
Real Results
We've helped clients reduce costs by 40-60% through systematic optimization while improving response quality through better prompt design.