Anthropic Claude

Anthropic prompt caching: minimums, pricing and the mistakes that void it

Anthropic caching is explicit — you place cache_control breakpoints yourself. That means it is also explicitly breakable, and nothing warns you when you break it.

The numbers

Value
Base input price$3.00 / MTok
Cache read0.1× base → $0.30 / MTok
Cache write1.25× base → $3.75 / MTok
Minimum cacheable prefix1,024 tokens
Breakeven0.28 reads per cached write

Breakeven is not one read. At 1.25× write and 0.1× read, caching only pays for itself after 0.28 reads of the same prefix. Derived as (writeMult − 1) ÷ (1 − readMult). Below that, caching costs you money.

Minimum cacheable prefix, per model

The floor is per model, and it runs backwards from price — the cheapest model has the highest floor. Below it, cache_control is silently ignored: no error, no caching, and you still pay the 1.25× write premium.

MinimumModels
512Fable 5, Mythos 5 (1,024 on Amazon Bedrock)
1,024Opus 4.8, Sonnet 5, Sonnet 4.6, Sonnet 4.5, Opus 4.1, Opus 4
2,048Opus 4.7, Haiku 3.5, Haiku 3
4,096Haiku 4.5, Opus 4.6, Opus 4.5

In a study of 236 production system prompts, 68 (28.8%) were below the 1,024-token floor. The 25th percentile was 810 tokens.

What breaks the cache

Caching is an exact-prefix match. The first changed byte invalidates everything after it, and no provider raises an error. In 236 production system prompts:

The fix

Order the request so the cached span is byte-identical on every call:

static system instructions     ← cached
tool definitions               ← cached, breakpoint here
--- cache breakpoint ---
volatile context, dates, IDs   ← after the breakpoint
user message                   ← never cached

Content after the breakpoint costs only its own write. The same content before it invalidates everything downstream. Same bytes, different order, completely different bill.

Check your own prompt

Paste a system prompt or a raw API request. Get a score, the offending lines, and a modelled monthly cost. Runs in your browser — no API keys, no account, nothing leaves the page.

Run the audit →

Or gate it in CI: npx prefix-audit prompts/ --provider anthropic