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Model comparison

GPT-5.6 Sol vs Fugu Cyber

Data verified

Head-to-head evidence from 1 shared benchmark result across 1 category. Overall scores shown here use the public BenchAlign v5 ranking lane.

81.96/100
No comparison
Sakana AI
N/A
0 category wins0 category wins

Public leaderboard positions: GPT-5.6 Sol #3 (Supported); Fugu Cyber unranked (Not scored). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. GPT-5.6 Sol and Fugu Cyber share 1 comparable benchmark result. 0 of 8 categories are comparable. 45 results are unique to GPT-5.6 Sol; 1 to Fugu Cyber.

Updated July 21, 2026
Shared results
1
GPT-5.6 Sol only
45
Fugu Cyber only
1
Comparable categories
0 / 8

Benchmark data for GPT-5.6 Sol and Fugu Cyber is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 1 shared benchmark result across 1 evidence category; 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 is priced at $6.00 input / $36.00 output per 1M tokens, versus $5.00 input / $30.00 output per 1M tokens for GPT-5.6 Sol.

Category breakdown

Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.

Category scores and score margins for GPT-5.6 Sol and Fugu Cyber
CategoryGPT-5.6 SolΔFugu Cyber
AgenticGPT-5.6 Sol92.0MarginNo overlapFugu CyberNot measured
CodingGPT-5.6 Sol64.6MarginNo overlapFugu CyberNot measured
KnowledgeGPT-5.6 Sol94.6MarginNo overlapFugu CyberNot measured
MathGPT-5.6 Sol87.5MarginNo overlapFugu CyberNot measured
MultimodalGPT-5.6 Sol83.0MarginNo overlapFugu CyberNot measured

Operational comparison

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

MetricGPT-5.6 SolFugu CyberComparison
Input / output priceUSD per 1M tokensGPT-5.6 Sol$5 input / $30 outputFugu Cyber$6 input / $36 outputGPT-5.6 Sol has the lower combined listed price.
Generation speedtokens per secondGPT-5.6 SolNot availableFugu CyberNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenGPT-5.6 SolNot availableFugu CyberNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensGPT-5.6 Sol1MFugu Cyber1MListed context windows are equal.

Benchmark Deep Dive

Agentic
BenchmarkGPT-5.6 SolFugu CyberResult
Terminal-Bench 2.0Source 91.9%Not comparable
BrowseCompSource 92.2%Not comparable
OSWorld 2.0Source 62.6%Not comparable
CyberGymSource 84.5%86.9%Fugu Cyber leads
ExploitGymSource 33.7%Not comparable
ToolathlonSource 58%Not comparable
AA Agentic IndexSource 54.0%Not comparable
τ²-bench resultsSource 85.1%Not comparable
GDPval-AASource 61.8%Not comparable
GDPval-AASource 1736Not comparable
AA BriefcaseSource 1501Not comparable
AA ITBenchSource 56.2%Not comparable
AA Tau3 BankingSource 33.0%Not comparable
AA AutomationBenchSource 51.2%Not comparable
AA Harvey LABSource 87.2%Not comparable
terminalBenchHardSource 65.9%Not comparable
aaTerminalBench21Source 88%Not comparable
CTI-REALMSource 72.1%Not comparable
Coding
BenchmarkGPT-5.6 SolFugu CyberResult
SWE-bench ProSource 64.6%Not comparable
Terminal-Bench 2.0Source 91.9%Not comparable
deepSweSource 72.7%Not comparable
FrontierCode 1.1 ExtendedSource 60.6%Not comparable
cursorBench32Source 67.2%Not comparable
VulcanBench v3Source 87.0%Not comparable
AA Coding IndexSource 77.4%Not comparable
AA-SciCodeSource 56.1%Not comparable
Reasoning
BenchmarkGPT-5.6 SolFugu CyberResult
ARC-AGI-3Source 7.8%Not comparable
GeneBench-ProSource 28.7%Not comparable
AA-LCRSource 73.7%Not comparable
CritPtSource 32.3%Not comparable
Knowledge
BenchmarkGPT-5.6 SolFugu CyberResult
GPQASource 94.6%Not comparable
GPQA-DSource 94.6%Not comparable
HealthBench ProfessionalSource 60.5%Not comparable
HealthBench HardSource 33.1%Not comparable
Artificial Analysis Intelligence IndexSource 58.9%Not comparable
AA-GPQA DiamondSource 94.1%Not comparable
AA-HLESource 47.2%Not comparable
AA-Omniscience IndexSource 21.7%Not comparable
AA-Omniscience AccuracySource 58.5%Not comparable
AA-Omniscience Hallucination RateSource 88.8%Not comparable
Math
BenchmarkGPT-5.6 SolFugu CyberResult
FrontierMath (legacy)Source 89%Not comparable
FrontierMath v2 (Tiers 1-3)Source 89.000%Not comparable
FrontierMath v2 (Tier 4)Source 83.000%Not comparable
Multimodal
BenchmarkGPT-5.6 SolFugu CyberResult
MMMU-ProSource 83%Not comparable
MMMU-Pro w/ PythonSource 84.6%Not comparable
AA-MMMU-ProSource 83.4%Not comparable
Inst. Following
BenchmarkGPT-5.6 SolFugu CyberResult
AA-IFBenchSource 72.7%Not comparable
Frequently Asked Questions (3)

Can I compare GPT-5.6 Sol 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 GPT-5.6 Sol and Fugu Cyber today?

GPT-5.6 Sol: $5.00 input / $30.00 output per 1M tokens 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.

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Last updated: July 21, 2026

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