Anthropic · explicit caching
Claude Opus 4.1
Claude Opus 4.1 on Zumik: live pricing, context, and caching, routable by id or alias through one OpenAI-compatible endpoint.
Specifications
At a glance.
| Provider | Anthropic |
| Family | claude-opus |
| Released | 2025-08 |
| License | Proprietary |
| Context window | 200K tokens |
| Max output | 32K tokens |
| Modalities | text, image, pdf |
| Tool calling | Yes |
| Reasoning mode | Yes |
| Caching | explicit |
| Batch discount | 50% off |
Measured by Zumik
What reuse looks like here.
Pricing, context, and capabilities for Claude Opus 4.1 are live, but it is outside the flagship set Zumik benchmarks in depth, so measured reuse, capture, and warm TTFT are not shown yet. Run a workload estimate or route it by id to start collecting traces.
What you actually pay once caching works.
At a typical 55% prefix reuse, a million input tokens on Claude Opus 4.1 effectively costs $7.57 instead of $15.00 - blending to roughly $24.43 with a 25% output share. Background work drops a further 50% on the batch tier.
Estimate it for your workloadRoute it directly by id, or let an alias pick it when it wins under policy.
Call it
Same OpenAI client, this model.
from openai import OpenAI
client = OpenAI(base_url="https://api.zumik.ai/v1", api_key="zk_live_...")
r = client.responses.create(
model="claude-opus-4-1-20250805",
input="Draft a fix for the failing test.",
)
print(r.usage.input_tokens_cached) # confirm reuseFrequently asked
Claude Opus 4.1, answered.
How much does Claude Opus 4.1 cost?
Claude Opus 4.1 is $15.00 per million input tokens and $75.00 per million output tokens through Zumik. Cache reads are $1.50 per million, a 90% discount on input.
What is Claude Opus 4.1's context window?
Claude Opus 4.1 supports a 200K-token context window with up to 32K output tokens.
Does Claude Opus 4.1 support prompt caching?
Yes. Anthropic uses Explicit cache_control breakpoints caching. In the Zumik corpus, Claude Opus 4.1 shows a median cache capture of 91% on agent workloads.
Run Claude Opus 4.1 with reuse measured.
Point an OpenAI client at Zumik and see exactly how much of this model's input you are reusing.
