AI Agent Token Cost, Prompt Caching & Batch API Savings Calculator

Calculate exact monthly LLM API spend across frontier models and see how much compact .cursor/rules, CLAUDE.md context hygiene, and prompt caching save your team every month.

1. Workload Parameters

Agent Runs / Requests per Day

System Prompt / CLAUDE.md Context Tokens (Cached)

Dynamic Input Tokens per Request

Generated Output Tokens per Request

Prompt Cache Hit Rate (%): 80%

2. Monthly Spend Comparison (30-Day Volume)

Model Tier	Uncached Monthly	With Prompt Caching + Compact Rules	Monthly Savings

⚡ Instant 1-Click Result Conversion • Code LAUNCH2 Auto-Applied Cut Agent Token Waste by 62% with Structured .mdc Rules & n8n Caching Workflows Grab our 25 Battle-Tested Cursor/Claude Rules ($9 w/ LAUNCH2) + 10 n8n B2B Automation Workflows ($12 w/ LAUNCH2).

⚡ Get 25-Rule Agent Kit ($9 w/ LAUNCH2) → Get 10 n8n Workflows ($12 w/ LAUNCH2) →