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Model comparison

o1-pro 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.

OpenAI
30/100
Margin
15.0pts
winning →
Soofi Project
45/100
1 category wins0 category wins

Evidence parity. o1-pro and Soofi S 30B-A3B share 1 comparable benchmark result. 1 of 8 categories are comparable. 1 result is unique to o1-pro; 7 to Soofi S 30B-A3B.

Updated July 15, 2026
Shared results
1
o1-pro only
1
Soofi S 30B-A3B only
7
Comparable categories
1 / 8

Pick Soofi S 30B-A3B if you want the stronger benchmark profile. o1-pro only becomes the better choice if knowledge is the priority or you want the stronger reasoning-first profile.

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

Soofi S 30B-A3B is clearly ahead on the provisional aggregate, 45 to 30. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

o1-pro is also the more expensive model on tokens at $150.00 input / $600.00 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. o1-pro 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 200K for o1-pro.

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 o1-pro and Soofi S 30B-A3B
Categoryo1-proΔSoofi S 30B-A3B
Knowledgeo1-pro79.0Margin 29.1Soofi S 30B-A3B49.9

Decisive benchmark drivers

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

More
A · o1-proB · Soofi S 30B-A3B
  1. GPQA

    Knowledge
    Source ↗
    A 79%B 43.4%
    Winner: o1-proΔ 35.6
    GPQA: o1-pro scored 79%; Soofi S 30B-A3B scored 43.4%. o1-pro wins this benchmark.

Operational comparison

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

Metrico1-proSoofi S 30B-A3BComparison
Input / output priceUSD per 1M tokenso1-pro$150 input / $600 outputSoofi S 30B-A3B$0 input / $0 outputSoofi S 30B-A3B has the lower combined listed price.
Generation speedtokens per secondo1-proNot availableSoofi S 30B-A3BNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokeno1-proNot availableSoofi S 30B-A3BNot availableA complete latency comparison is not available.
Context windowmaximum listed tokenso1-pro200KSoofi S 30B-A3B1MSoofi S 30B-A3B lists the larger context window.

Benchmark Deep Dive

Coding
Benchmarko1-proSoofi S 30B-A3BResult
HumanEvalSource 73.8%Not comparable
Reasoning
Benchmarko1-proSoofi S 30B-A3BResult
BBHSource 78.8%Not comparable
DROPSource 66.5%Not comparable
Knowledgeo1-pro wins
Benchmarko1-proSoofi S 30B-A3BResult
GPQASource 79%43.4%o1-pro leads
Artificial Analysis Intelligence IndexSource 18.9%Not comparable
GPQA-DSource 43.4%Not comparable
MMLU-ProSource 51.4%Not comparable
AGIEvalSource 66.9%Not comparable
Math
Benchmarko1-proSoofi S 30B-A3BResult
GSM8KSource 86.1%Not comparable
Frequently Asked Questions (2)

Which is better, o1-pro or Soofi S 30B-A3B?

Soofi S 30B-A3B is ahead on BenchLM's provisional leaderboard, 45 to 30. The biggest single separator in this matchup is GPQA, where the scores are 79% and 43.4%.

Which is better for knowledge tasks, o1-pro or Soofi S 30B-A3B?

o1-pro has the edge for knowledge tasks in this comparison, averaging 79 versus 49.9. 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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