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Model comparison

Kimi K2.7 Code vs Soofi S 30B-A3B

Data verified

Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use BenchLM's provisional ranking lane.

Benchmark data for one or both models is coming soon. This page currently shows metadata and pricing where BenchLM has it, and score-level comparisons will populate as public benchmark results land.
Moonshot AI
21/100
Margin
24.0pts
winning →
Soofi Project
45/100
0 category wins0 category wins

Evidence parity. Kimi K2.7 Code and Soofi S 30B-A3B share 0 comparable benchmark results. 0 of 8 categories are comparable. 24 results are unique to Kimi K2.7 Code; 8 to Soofi S 30B-A3B.

Updated July 15, 2026
Shared results
0
Kimi K2.7 Code only
24
Soofi S 30B-A3B only
8
Comparable categories
0 / 8

Benchmark data for Kimi K2.7 Code and Soofi S 30B-A3B is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 evidence categories; 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.

Kimi K2.7 Code is priced at $0.95 input / $4.00 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Soofi S 30B-A3B. Soofi S 30B-A3B has the larger context window at 1M, compared with 256K for Kimi K2.7 Code.

Operational comparison

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

MetricKimi K2.7 CodeSoofi S 30B-A3BComparison
Input / output priceUSD per 1M tokensKimi K2.7 Code$0.95 input / $4 outputSoofi S 30B-A3B$0 input / $0 outputSoofi S 30B-A3B has the lower combined listed price.
Generation speedtokens per secondKimi K2.7 CodeNot availableSoofi S 30B-A3BNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenKimi K2.7 CodeNot availableSoofi S 30B-A3BNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensKimi K2.7 Code256KSoofi S 30B-A3B1MSoofi S 30B-A3B lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkKimi K2.7 CodeSoofi S 30B-A3BResult
Kimi Claw 24/7Source 46.9%Not comparable
MCP AtlasSource 76%Not comparable
MCP Mark VerifiedSource 81.1%Not comparable
AA Agentic IndexSource 29.6%Not comparable
τ²-bench resultsSource 90.1%Not comparable
GDPval-AASource 34.3%Not comparable
GDPval-AASource 1187Not comparable
Coding
BenchmarkKimi K2.7 CodeSoofi S 30B-A3BResult
Kimi Code Bench v2Source 62.0%Not comparable
ProgramBenchSource 53.6%Not comparable
MLS-Bench LiteSource 35.1%Not comparable
cursorBench32Source 49.7%Not comparable
AA Coding IndexSource 60.8%Not comparable
Terminal-Bench HardSource 44.7%Not comparable
AA-SciCodeSource 47.5%Not comparable
HumanEvalSource 73.8%Not comparable
Reasoning
BenchmarkKimi K2.7 CodeSoofi S 30B-A3BResult
AA-LCRSource 66.3%Not comparable
CritPtSource 10.0%Not comparable
BBHSource 78.8%Not comparable
DROPSource 66.5%Not comparable
Knowledge
BenchmarkKimi K2.7 CodeSoofi S 30B-A3BResult
Artificial Analysis Intelligence IndexSource 42.0%Not comparable
AA-GPQA DiamondSource 89.6%Not comparable
AA-HLESource 32.8%Not comparable
AA-Omniscience IndexSource -10.7%Not comparable
AA-Omniscience AccuracySource 38.6%Not comparable
AA-Omniscience Hallucination RateSource 80.3%Not comparable
GPQASource 43.4%Not comparable
GPQA-DSource 43.4%Not comparable
MMLU-ProSource 51.4%Not comparable
AGIEvalSource 66.9%Not comparable
Math
BenchmarkKimi K2.7 CodeSoofi S 30B-A3BResult
GSM8KSource 86.1%Not comparable
Multimodal
BenchmarkKimi K2.7 CodeSoofi S 30B-A3BResult
Design Arena WebsiteSource 1304Not comparable
Inst. Following
BenchmarkKimi K2.7 CodeSoofi S 30B-A3BResult
AA-IFBenchSource 63.1%Not comparable
Frequently Asked Questions (3)

Can I compare Kimi K2.7 Code and Soofi S 30B-A3B 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 Kimi K2.7 Code and Soofi S 30B-A3B today?

Kimi K2.7 Code: $0.95 input / $4.00 output per 1M tokens Soofi S 30B-A3B: $0.00 input / $0.00 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

Self-host vs API cost

Estimates at 50,000 req/day · 1000 tokens/req average.

Kimi K2.7 Code
API / mo$3,713
Self-host / mo$18,221
Break-even326M/day
Soofi S 30B-A3B
API / mo$0
Self-host / moNot listed
Break-even
Proprietary model — self-hosting not applicable.
Model the full break-even

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Last updated: July 15, 2026

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