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Model comparison

Nova Pro vs Fugu Cyber

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
Sakana AI
N/A
0 category wins0 category wins

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

Evidence parity. Nova Pro and Fugu Cyber share 0 comparable benchmark results. 0 of 8 categories are comparable. 12 results are unique to Nova Pro; 2 to Fugu Cyber.

Updated July 21, 2026
Shared results
0
Nova Pro only
12
Fugu Cyber only
2
Comparable categories
0 / 8

Benchmark data for Nova Pro and Fugu Cyber 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.

Fugu Cyber 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 ProFugu CyberComparison
Input / output priceUSD per 1M tokensNova ProNot availableFugu Cyber$6 input / $36 outputA complete price comparison is not available.
Generation speedtokens per secondNova Pro141 tok/sFugu CyberNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenNova Pro0.81 sFugu CyberNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensNova Pro128KFugu Cyber1MFugu Cyber lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkNova ProFugu CyberResult
τ²-bench resultsSource 14%Not comparable
CyberGymSource 86.9%Not comparable
CTI-REALMSource 72.1%Not comparable
Coding
BenchmarkNova ProFugu CyberResult
AA-SciCodeSource 20.8%Not comparable
Reasoning
BenchmarkNova ProFugu CyberResult
AA-LCRSource 19.0%Not comparable
CritPtSource 0.0%Not comparable
Knowledge
BenchmarkNova ProFugu CyberResult
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
Multimodal
BenchmarkNova ProFugu CyberResult
AA-MMMU-ProSource 44.3%Not comparable
Inst. Following
BenchmarkNova ProFugu CyberResult
AA-IFBenchSource 38.1%Not comparable
Frequently Asked Questions (3)

Can I compare Nova Pro and Fugu Cyber 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 Fugu Cyber today?

Nova Pro: Pricing unavailable Fugu Cyber: $6.00 input / $36.00 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

Related Comparisons

Last updated: July 21, 2026

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