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Cost OptimizationBudgetEfficiencyBest Practices

Complete Guide to API Cost Optimization

Practical strategies to reduce your LLM API spending by up to 70% without sacrificing quality.

Token Counting & Budgeting

Track token usage per request. Minimize tokens through concise prompts and smart context management.

Model Selection by Task

Task TypeRecommended ModelAvg Savings
Simple FAQQwen Turbo65%
Code generationQwen Coder50%
Complex analysisDeepSeek V340%
Math/reasoningDeepSeek R130%

Caching Strategies

Implement semantic caching for similar queries. 40-60% of production queries can be cached effectively.

Batch Processing

Group similar requests and process in batches during off-peak hours for volume discounts.