Anthropic · explicit caching

Claude Sonnet 4.6

The best balance of speed and intelligence in the Claude line - a 1M context and the same 90% cache-read discount at a third of Opus input pricing.

$3.00
Input / 1M tokens
$15.00
Output / 1M tokens
$0.30
Cache read · −90%
1M
Context window

Specifications

At a glance.

ProviderAnthropic
Familyclaude-sonnet
Released2026-02
LicenseProprietary
Context window1M tokens
Max output64K tokens
Modalitiestext, image, pdf
Tool callingYes
Reasoning modeYes
Cachingexplicit
Batch discount50% off

Measured by Zumik

What reuse looks like here.

Claude Sonnet 4.6 · agent trafficper request
Total input100%
Candidate reuse62%
Realized reuse58%
Capture rate94%
75/100
Speed score · 1165ms round-trip
150
Output tokens / sec
Reuse economics

What you actually pay once caching works.

At a typical 55% prefix reuse, a million input tokens on Claude Sonnet 4.6 effectively costs $1.51 instead of $3.00 - blending to roughly $4.89 with a 25% output share. Background work drops a further 50% on the batch tier.

Estimate it for your workload
Best for
generalcodingagents

Routes through these aliases:

Call it

Same OpenAI client, this model.

python
from openai import OpenAI

client = OpenAI(base_url="https://api.zumik.ai/v1", api_key="zk_live_...")

r = client.responses.create(
    model="claude-sonnet-4-6",          # or an alias like auto.balanced
    input="Draft a fix for the failing test.",
)
print(r.usage.input_tokens_cached)   # confirm reuse

Frequently asked

Claude Sonnet 4.6, answered.

How much does Claude Sonnet 4.6 cost?

Claude Sonnet 4.6 is $3.00 per million input tokens and $15.00 per million output tokens through Zumik. Cache reads are $0.30 per million, a 90% discount on input.

What is Claude Sonnet 4.6's context window?

Claude Sonnet 4.6 supports a 1M-token context window with up to 64K output tokens.

Does Claude Sonnet 4.6 support prompt caching?

Yes. Anthropic uses Explicit cache_control breakpoints caching. In the Zumik corpus, Claude Sonnet 4.6 shows a median cache capture of 94% on agent workloads.

Which Zumik aliases route to Claude Sonnet 4.6?

Claude Sonnet 4.6 is a candidate for the auto.balanced, code.balanced aliases, selected when it wins under current routing policy.

Run Claude Sonnet 4.6 with reuse measured.

Point an OpenAI client at Zumik and see exactly how much of this model's input you are reusing.