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Model comparison

Nova Pro vs Sakana Fugu-Ultra

Data verified

Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

No sourced benchmark result is currently shared by both models. This page therefore compares only the available metadata, pricing, and runtime rows; it does not name a quality winner.
Amazon
20.32/100
No comparison
N/A
0 category wins0 category wins

Public leaderboard positions: Nova Pro #196 (Supported); Sakana Fugu-Ultra unranked (Not scored). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Nova Pro and Sakana Fugu-Ultra share 0 comparable benchmark results. 0 of 8 categories are comparable. 12 results are unique to Nova Pro; 11 to Sakana Fugu-Ultra.

Updated July 23, 2026
Shared results
0
Nova Pro only
12
Sakana Fugu-Ultra only
11
Comparable categories
0 / 8

Benchmark data for Nova Pro and Sakana Fugu-Ultra is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

BenchLM has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.

Sakana Fugu-Ultra has the larger context window at 1M, compared with 128K for Nova Pro.

Operational comparison

Runtime and commercial metrics are compared only when both models have a complete sourced value.

MetricNova ProSakana Fugu-UltraComparison
Input / output priceUSD per 1M tokensNova ProNot availableSakana Fugu-UltraNot availableA complete price comparison is not available.
Generation speedtokens per secondNova Pro141 tok/sSakana Fugu-UltraNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenNova Pro0.81 sSakana Fugu-UltraNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensNova Pro128KSakana Fugu-Ultra1MSakana Fugu-Ultra lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkNova ProSakana Fugu-UltraResult
τ²-bench resultsSource 14%Not comparable
Terminal-Bench 2.0Source 82.1%Not comparable
Coding
BenchmarkNova ProSakana Fugu-UltraResult
AA-SciCodeSource 20.8%Not comparable
SWE-bench ProSource 73.7%Not comparable
Terminal-Bench 2.0Source 82.1%Not comparable
LiveCodeBench v6Source 93.2%Not comparable
LiveCodeBench ProSource 90.8%Not comparable
SciCodeSource 58.7%Not comparable
Reasoning
BenchmarkNova ProSakana Fugu-UltraResult
AA-LCRSource 19.0%Not comparable
CritPtSource 0.0%Not comparable
MRCRv2Source 93.6%Not comparable
Knowledge
BenchmarkNova ProSakana Fugu-UltraResult
Artificial Analysis Intelligence IndexSource 7.7%Not comparable
AA-GPQA DiamondSource 49.9%Not comparable
AA-HLESource 3.4%Not comparable
AA-Omniscience IndexSource -47.6%Not comparable
AA-Omniscience AccuracySource 17.0%Not comparable
AA-Omniscience Hallucination RateSource 77.9%Not comparable
GPQASource 95.5%Not comparable
GPQA-DSource 95.5%Not comparable
HLE w/o toolsSource 50%Not comparable
Multimodal
BenchmarkNova ProSakana Fugu-UltraResult
AA-MMMU-ProSource 44.3%Not comparable
CharXivSource 86.6%Not comparable
Inst. Following
BenchmarkNova ProSakana Fugu-UltraResult
AA-IFBenchSource 38.1%Not comparable
Frequently Asked Questions (3)

Can I compare Nova Pro and Sakana Fugu-Ultra on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.

Why does this comparison show “coming soon”?

BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.

What data is available for Nova Pro and Sakana Fugu-Ultra today?

Nova Pro: Pricing unavailable Sakana Fugu-Ultra: Pricing unavailable Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

Related Comparisons

Last updated: July 23, 2026

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