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Model comparison

GPT-5.6 Sol vs Soofi S 30B-A3B

Data verified

Head-to-head evidence from 2 shared benchmark results across 1 category. Overall scores shown here use the public BenchAlign v5 ranking lane.

81.96/100
No comparison
Soofi Project
N/A
1 category wins0 category wins

Public leaderboard positions: GPT-5.6 Sol #3 (Supported); Soofi S 30B-A3B unranked (Not scored). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. GPT-5.6 Sol and Soofi S 30B-A3B share 2 comparable benchmark results. 1 of 8 categories are comparable. 44 results are unique to GPT-5.6 Sol; 6 to Soofi S 30B-A3B.

Updated July 23, 2026
Shared results
2
GPT-5.6 Sol only
44
Soofi S 30B-A3B only
6
Comparable categories
1 / 8

Treat this as a split decision. GPT-5.6 Sol makes more sense if knowledge is the priority or you want the stronger reasoning-first profile; Soofi S 30B-A3B is the better fit if you want the cheaper token bill or you would rather avoid the extra latency and token burn of a reasoning model.

Confidence note. This is a partial-evidence comparison with 2 shared benchmark results across 1 evidence category; 1 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

GPT-5.6 Sol and Soofi S 30B-A3B finish on the same BenchAlign overall score, so this is less about a single winner and more about where the edge shows up. The BenchAlign headline says tie; the benchmark table is where the real choice happens.

GPT-5.6 Sol is also the more expensive model on tokens at $5.00 input / $30.00 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Soofi S 30B-A3B. That is roughly Infinityx on output cost alone. GPT-5.6 Sol is the reasoning model in the pair, while Soofi S 30B-A3B is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use.

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 Soofi S 30B-A3B
CategoryGPT-5.6 SolΔSoofi S 30B-A3B
KnowledgeGPT-5.6 Sol94.6Margin 44.7Soofi S 30B-A3B49.9
AgenticGPT-5.6 Sol92.0MarginNo overlapSoofi S 30B-A3BNot measured
CodingGPT-5.6 Sol64.6MarginNo overlapSoofi S 30B-A3BNot measured
MathGPT-5.6 Sol87.5MarginNo overlapSoofi S 30B-A3BNot measured
MultimodalGPT-5.6 Sol83.0MarginNo overlapSoofi S 30B-A3BNot measured

Decisive benchmark drivers

The largest measured benchmark gaps in this matchup, with exact reported values.

More
A · GPT-5.6 SolB · Soofi S 30B-A3B
  1. GPQA

    Knowledge
    Source ↗
    A 94.6%B 43.4%
    Winner: GPT-5.6 SolΔ 51.2
    GPQA: GPT-5.6 Sol scored 94.6%; Soofi S 30B-A3B scored 43.4%. GPT-5.6 Sol wins this benchmark.

Operational comparison

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

MetricGPT-5.6 SolSoofi S 30B-A3BComparison
Input / output priceUSD per 1M tokensGPT-5.6 Sol$5 input / $30 outputSoofi S 30B-A3B$0 input / $0 outputSoofi S 30B-A3B has the lower combined listed price.
Generation speedtokens per secondGPT-5.6 SolNot availableSoofi S 30B-A3BNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenGPT-5.6 SolNot availableSoofi S 30B-A3BNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensGPT-5.6 Sol1MSoofi S 30B-A3B1MListed context windows are equal.

Benchmark Deep Dive

Agentic
BenchmarkGPT-5.6 SolSoofi S 30B-A3BResult
Terminal-Bench 2.0Source 91.9%Not comparable
BrowseCompSource 92.2%Not comparable
OSWorld 2.0Source 62.6%Not comparable
CyberGymSource 84.5%Not comparable
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
Coding
BenchmarkGPT-5.6 SolSoofi S 30B-A3BResult
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
HumanEvalSource 73.8%Not comparable
Reasoning
BenchmarkGPT-5.6 SolSoofi S 30B-A3BResult
ARC-AGI-3Source 7.8%Not comparable
GeneBench-ProSource 28.7%Not comparable
AA-LCRSource 73.7%Not comparable
CritPtSource 32.3%Not comparable
BBHSource 78.8%Not comparable
DROPSource 66.5%Not comparable
KnowledgeGPT-5.6 Sol wins
BenchmarkGPT-5.6 SolSoofi S 30B-A3BResult
GPQASource 94.6%43.4%GPT-5.6 Sol leads
GPQA-DSource 94.6%43.4%GPT-5.6 Sol leads
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
MMLU-ProSource 51.4%Not comparable
AGIEvalSource 66.9%Not comparable
Math
BenchmarkGPT-5.6 SolSoofi S 30B-A3BResult
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
GSM8KSource 86.1%Not comparable
Multimodal
BenchmarkGPT-5.6 SolSoofi S 30B-A3BResult
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 SolSoofi S 30B-A3BResult
AA-IFBenchSource 72.7%Not comparable
Frequently Asked Questions (2)

Which is better, GPT-5.6 Sol or Soofi S 30B-A3B?

GPT-5.6 Sol and Soofi S 30B-A3B are tied on the BenchAlign overall score, so the right pick depends on which category matters most for your use case.

Which is better for knowledge tasks, GPT-5.6 Sol or Soofi S 30B-A3B?

GPT-5.6 Sol has the edge for knowledge tasks in this comparison, averaging 94.6 versus 49.9. Inside this category, GPQA is the benchmark that creates the most daylight between them.

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Last updated: July 23, 2026

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