Claude Cost Optimization

Overview

Cost optimization is critical for production Claude deployments. A single inefficiently-designed agent can cost hundreds or thousands of dollars monthly, while optimized implementations cost 10-90% less for identical functionality. This skill provides a comprehensive workflow for measuring, analyzing, and optimizing token costs.

Why This Matters:

• Token costs are your largest Claude expense
• Small improvements compound over millions of API calls
• Context optimization alone saves 60-90% on long conversations
• Model + effort selection can reduce costs 5-10x for specific tasks

Key Savings Available:

• Effort parameter: 20-70% token reduction (same model, different reasoning depth)
• Context editing: 60-90% reduction on long conversations
• Tool optimization: 37-85% reduction with advanced tool patterns
• Prompt caching: 90% reduction on repeated content
• Model selection: 2-5x cost difference between models