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Model comparison

Claude 3.5 Sonnet 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.

39/100
Margin
6.0pts
winning →
Soofi Project
45/100
1 category wins0 category wins

Evidence parity. Claude 3.5 Sonnet and Soofi S 30B-A3B share 1 comparable benchmark result. 1 of 8 categories are comparable. 3 results are unique to Claude 3.5 Sonnet; 7 to Soofi S 30B-A3B.

Updated July 15, 2026
Shared results
1
Claude 3.5 Sonnet only
3
Soofi S 30B-A3B only
7
Comparable categories
1 / 8

Pick Soofi S 30B-A3B if you want the stronger benchmark profile. Claude 3.5 Sonnet only becomes the better choice if knowledge is the priority.

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 39. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

Claude 3.5 Sonnet is also the more expensive model on tokens at $3.00 input / $15.00 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. Soofi S 30B-A3B gives you the larger context window at 1M, compared with 200K for Claude 3.5 Sonnet.

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 Claude 3.5 Sonnet and Soofi S 30B-A3B
CategoryClaude 3.5 SonnetΔSoofi S 30B-A3B
KnowledgeClaude 3.5 Sonnet59.4Margin 9.5Soofi S 30B-A3B49.9
CodingClaude 3.5 Sonnet49.0MarginNo overlapSoofi S 30B-A3BNot measured
MathClaude 3.5 Sonnet1.6MarginNo overlapSoofi S 30B-A3BNot measured

Decisive benchmark drivers

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

More
A · Claude 3.5 SonnetB · Soofi S 30B-A3B
  1. GPQA

    Knowledge
    Source ↗
    A 59.4%B 43.4%
    Winner: Claude 3.5 SonnetΔ 16
    GPQA: Claude 3.5 Sonnet scored 59.4%; Soofi S 30B-A3B scored 43.4%. Claude 3.5 Sonnet wins this benchmark.

Operational comparison

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

MetricClaude 3.5 SonnetSoofi S 30B-A3BComparison
Input / output priceUSD per 1M tokensClaude 3.5 Sonnet$3 input / $15 outputSoofi S 30B-A3B$0 input / $0 outputSoofi S 30B-A3B has the lower combined listed price.
Generation speedtokens per secondClaude 3.5 SonnetNot availableSoofi S 30B-A3BNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenClaude 3.5 SonnetNot availableSoofi S 30B-A3BNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensClaude 3.5 Sonnet200KSoofi S 30B-A3B1MSoofi S 30B-A3B lists the larger context window.

Benchmark Deep Dive

Coding
BenchmarkClaude 3.5 SonnetSoofi S 30B-A3BResult
SWE-bench VerifiedSource 49%Not comparable
HumanEvalSource 73.8%Not comparable
Reasoning
BenchmarkClaude 3.5 SonnetSoofi S 30B-A3BResult
BBHSource 78.8%Not comparable
DROPSource 66.5%Not comparable
KnowledgeClaude 3.5 Sonnet wins
BenchmarkClaude 3.5 SonnetSoofi S 30B-A3BResult
GPQASource 59.4%43.4%Claude 3.5 Sonnet leads
GPQA-DSource 43.4%Not comparable
MMLU-ProSource 51.4%Not comparable
AGIEvalSource 66.9%Not comparable
Math
BenchmarkClaude 3.5 SonnetSoofi S 30B-A3BResult
FrontierMath v2 (Tiers 1-3)Source 2.069%Not comparable
FrontierMath v2 (Tier 4)Source 0.000%Not comparable
GSM8KSource 86.1%Not comparable
Frequently Asked Questions (2)

Which is better, Claude 3.5 Sonnet or Soofi S 30B-A3B?

Soofi S 30B-A3B is ahead on BenchLM's provisional leaderboard, 45 to 39. The biggest single separator in this matchup is GPQA, where the scores are 59.4% and 43.4%.

Which is better for knowledge tasks, Claude 3.5 Sonnet or Soofi S 30B-A3B?

Claude 3.5 Sonnet has the edge for knowledge tasks in this comparison, averaging 59.4 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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