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Cache Savings Calculator.
Should you enable prompt caching? Input your prompt stats and daily volume. See real savings — not the inflated numbers vendors show.
Your workload
The repeated prefix (instructions, examples, context)
The unique part of each request
Daily volume
% of requests sharing the same prefix within TTL
Savings by provider
How we calculate
Most calculators overstate caching savings. We use the real formula:
Savings = (input_without_cache × input_price) - (cache_write × cache_write_price) - (cache_read × cache_read_price) - (output × output_price)
Cache writes still cost money. Anthropic charges a premium. OpenAI and Google charge full price. The discount only applies to the cache-read portion.
Related
- Prompt caching explained — how providers cache prefixes
- Prompt caching in 2026 — the real ROI formula
- Semantic caching — caching similar prompts, not just exact matches
- LLM cost monitoring — track cache hit rates in production