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Model comparison

GPT-5.4 mini vs Soofi S 30B-A3B

Data verified

Head-to-head evidence from 1 shared benchmark result across 1 category. Overall scores shown here use BenchLM's provisional ranking lane.

65/100
Margin
20.0pts
← winning
Soofi Project
45/100
0 category wins1 category wins

Evidence parity. GPT-5.4 mini and Soofi S 30B-A3B share 1 comparable benchmark result. 1 of 8 categories are comparable. 30 results are unique to GPT-5.4 mini; 7 to Soofi S 30B-A3B.

Updated July 15, 2026
Shared results
1
GPT-5.4 mini only
30
Soofi S 30B-A3B only
7
Comparable categories
1 / 8

Pick GPT-5.4 mini if you want the stronger benchmark profile. Soofi S 30B-A3B only becomes the better choice if knowledge is the priority or you want the cheaper token bill.

Confidence note. This is a partial-evidence comparison with 1 shared benchmark result 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-5.4 mini is clearly ahead on the provisional aggregate, 65 to 45. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

GPT-5.4 mini is also the more expensive model on tokens at $0.75 input / $4.50 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-5.4 mini 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. Soofi S 30B-A3B gives you the larger context window at 1M, compared with 400K for GPT-5.4 mini.

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-5.4 mini and Soofi S 30B-A3B
CategoryGPT-5.4 miniΔSoofi S 30B-A3B
KnowledgeGPT-5.4 mini47.8Margin 2.1Soofi S 30B-A3B49.9
AgenticGPT-5.4 mini65.7MarginNo overlapSoofi S 30B-A3BNot measured
MathGPT-5.4 mini21.7MarginNo overlapSoofi S 30B-A3BNot measured
MultimodalGPT-5.4 mini76.6MarginNo overlapSoofi S 30B-A3BNot measured

Decisive benchmark drivers

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

More
A · GPT-5.4 miniB · Soofi S 30B-A3B
  1. GPQA

    Knowledge
    Source ↗
    A 88%B 43.4%
    Winner: GPT-5.4 miniΔ 44.6
    GPQA: GPT-5.4 mini scored 88%; Soofi S 30B-A3B scored 43.4%. GPT-5.4 mini wins this benchmark.

Operational comparison

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

MetricGPT-5.4 miniSoofi S 30B-A3BComparison
Input / output priceUSD per 1M tokensGPT-5.4 mini$0.75 input / $4.5 outputSoofi S 30B-A3B$0 input / $0 outputSoofi S 30B-A3B has the lower combined listed price.
Generation speedtokens per secondGPT-5.4 mini201 tok/sSoofi S 30B-A3BNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenGPT-5.4 mini3.85 sSoofi S 30B-A3BNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensGPT-5.4 mini400KSoofi S 30B-A3B1MSoofi S 30B-A3B lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkGPT-5.4 miniSoofi S 30B-A3BResult
Terminal-Bench 2.0Source 60%Not comparable
OSWorld-VerifiedSource 72.1%Not comparable
MCP AtlasSource 57.7%Not comparable
ToolathlonSource 42.9%Not comparable
τ²-bench resultsSource 93.4%Not comparable
AA Agentic IndexSource 30.2%Not comparable
APEX-Agents-AASource 28.2%Not comparable
GDPval-AASource 33.5%Not comparable
GDPval-AASource 1171Not comparable
Coding
BenchmarkGPT-5.4 miniSoofi S 30B-A3BResult
Vibe Code BenchSource 47.97%Not comparable
AA Coding IndexSource 56.1%Not comparable
Terminal-Bench HardSource 52.3%Not comparable
AA-SciCodeSource 49.9%Not comparable
FrontierCodeSource 27.0%Not comparable
HumanEvalSource 73.8%Not comparable
Reasoning
BenchmarkGPT-5.4 miniSoofi S 30B-A3BResult
AA-LCRSource 69.3%Not comparable
CritPtSource 10.0%Not comparable
BBHSource 78.8%Not comparable
DROPSource 66.5%Not comparable
KnowledgeSoofi S 30B-A3B wins
BenchmarkGPT-5.4 miniSoofi S 30B-A3BResult
GPQASource 88%43.4%GPT-5.4 mini leads
HLESource 41.5%Not comparable
HLE w/o toolsSource 28.2%Not comparable
Artificial Analysis Intelligence IndexSource 40.0%Not comparable
AA-GPQA DiamondSource 87.5%Not comparable
AA-HLESource 26.6%Not comparable
AA-Omniscience IndexSource -18.7%Not comparable
AA-Omniscience AccuracySource 37.5%Not comparable
AA-Omniscience Hallucination RateSource 89.8%Not comparable
GPQA-DSource 43.4%Not comparable
MMLU-ProSource 51.4%Not comparable
AGIEvalSource 66.9%Not comparable
Math
BenchmarkGPT-5.4 miniSoofi S 30B-A3BResult
FrontierMath v2 (Tiers 1-3)Source 28.280%Not comparable
FrontierMath v2 (Tier 4)Source 2.080%Not comparable
GSM8KSource 86.1%Not comparable
Multimodal
BenchmarkGPT-5.4 miniSoofi S 30B-A3BResult
MMMU-ProSource 76.6%Not comparable
MMMU-Pro w/ PythonSource 78%Not comparable
AA-MMMU-ProSource 73.3%Not comparable
Inst. Following
BenchmarkGPT-5.4 miniSoofi S 30B-A3BResult
AA-IFBenchSource 73.3%Not comparable
Frequently Asked Questions (2)

Which is better, GPT-5.4 mini or Soofi S 30B-A3B?

GPT-5.4 mini is ahead on BenchLM's provisional leaderboard, 65 to 45. The biggest single separator in this matchup is GPQA, where the scores are 88% and 43.4%.

Which is better for knowledge tasks, GPT-5.4 mini or Soofi S 30B-A3B?

Soofi S 30B-A3B has the edge for knowledge tasks in this comparison, averaging 49.9 versus 47.8. Inside this category, GPQA is the benchmark that creates the most daylight between them.

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Last updated: July 15, 2026

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