Fugu Max vs Claude Sonnet 5
These two land on exactly the same input price, $2 per million tokens, and diverge on everything else. Claude Sonnet 5 is one model at $2 and $10 with a 1 million token context, adaptive thinking up to xhigh effort, and vendor-reported scores of 85.2 on SWE-bench Verified and 80.4 on Terminal-Bench 2.1. Fugu Max, released September 11, 2026, is not a model at all: it is an orchestrator that routes each task to the leanest model in a large pool weighted toward open weights, including NVIDIA Nemotron. Its output rate is $6, which Sakana says runs 40 to 60 percent under Sonnet 5, GPT-5.6 Terra, and Kimi K3, and cached input is flat at $0.25 at any context length against $0.20 for a Sonnet 5 cache hit. Sakana reports best overall score on six benchmarks including Terminal Bench 2.1, GPQAD, AA-LCR, GDP.pdf, AutomationBench, and its internal SWEFish, and says it expands the cost-performance frontier on seven of ten. Two things stop this from being a clean price win. Because the open models in its pool lack native web search, web_search and web_fetch bill at $0.007 per call, and Sakana says one query may need several calls, so the per-token rate understates any search-heavy request. And the router, not the caller, decides which model answers, so a team that needs one fixed model behind every call does not get that here. Against that, Anthropic prices one predictable path and publishes a longer track record, while Sakana offers a swappable pool that is genuine insulation against one vendor changing terms. There is no benchmark both ran on a shared harness, so no row below is like-for-like.
Head-to-Head Specs
| Spec | Fugu Max | Claude Sonnet 5 |
|---|---|---|
| Provider | Sakana AI | Anthropic |
| Input Price | $2.00/1M | $2.00/1M |
| Output Price | $6.00/1M | $10.00/1M |
| Context Window | 1M | 1M |
| Released | 2026-09 | 2026-06 |
| Capabilities | text, tool-use, code, reasoning | text, vision, tool-use, code, reasoning |
Benchmark Scores
| Benchmark | Fugu Max | Claude Sonnet 5 | Winner |
|---|---|---|---|
| GPQA Diamond | 95.5 | 88.9 | Fugu |
See the full benchmark leaderboard for all models.
Category Breakdown
Both list $2 per 1M input tokens
Fugu Max is $6 per 1M against $10 for Sonnet 5, a 40 percent saving on the output side
Sonnet 5 bills only the tokens you see; Fugu Max adds $0.007 per internal web_search or web_fetch call on top of the rate card
Both ship 1 million token context windows
Anthropic publishes SWE-bench Verified at 85.2 and Terminal-Bench 2.1 at 80.4 on named public suites; Sakana leads with SWEFish, its own internal benchmark
A swappable pool of open models survives one provider revoking access or raising prices; a single-model path does not
Anthropic ships Claude Code, MCP, and broad cloud availability; Fugu is an OpenAI and Anthropic compatible endpoint with a much smaller surrounding ecosystem
Sonnet 5 has been in production since June 30, 2026; Fugu Max is days old and its scores are entirely self-reported
Choose Fugu Max when:
- ▸High-volume output-heavy work where the $6 rate compounds
- ▸Teams that want deliberate insulation from single-vendor pricing and access risk
- ▸Workloads favoring open-weight models for compliance or sovereignty reasons
- ▸Tasks varied enough that per-task routing beats one fixed model
Choose Claude Sonnet 5 when:
- ▸Production workloads that need a forecastable per-request cost
- ▸Agentic coding where publicly comparable benchmark evidence matters
- ▸Teams already invested in Claude Code, MCP, or Bedrock and Vertex deployment
- ▸Anything where a proven track record outweighs a lower output rate
Frequently Asked Questions
Which is better, Fugu Max or Claude Sonnet 5?
It depends on your use case. Fugu Max from Sakana AI excels at high-volume output-heavy work where the $6 rate compounds, while Claude Sonnet 5 from Anthropic is better for production workloads that need a forecastable per-request cost. See the full comparison above for detailed benchmarks and pricing.
How much does Fugu Max cost compared to Claude Sonnet 5?
Fugu Max costs $2.00 input and $6.00 output per 1M tokens. Claude Sonnet 5 costs $2.00 input and $10.00 output per 1M tokens.
What is the context window difference between Fugu Max and Claude Sonnet 5?
Fugu Max supports 1M tokens, while Claude Sonnet 5 supports 1M tokens.