Token Efficiency Audit

Audit token efficiency for {{model}} in {{application}}.

Step 1: Analyze token usage patterns from {{usage_logs}}
Step 2: Identify high-token-cost query categories
Step 3: Evaluate prompt compression opportunities
Step 4: Test response truncation impact on quality
Step 5: Calculate potential savings per optimization
Step 6: Recommend efficiency improvements with quality tradeoffs

Provide cost calculations at each step.