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Model comparison

Kimi 3 vs Step 3.7 Flash

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
N/A
No comparison
58/100
0 category wins0 category wins

Evidence parity. Kimi 3 and Step 3.7 Flash share 0 comparable benchmark results. 0 of 8 categories are comparable. 0 results are unique to Kimi 3; 30 to Step 3.7 Flash.

Updated July 14, 2026
Shared results
0
Kimi 3 only
0
Step 3.7 Flash only
30
Comparable categories
0 / 8

Benchmark data for Kimi 3 and Step 3.7 Flash 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 does not have sourced benchmark coverage for Kimi 3 yet. This comparison is currently limited to metadata such as context window, reasoning mode, and pricing where available.

Step 3.7 Flash has the larger context window at 256K, compared with null for Kimi 3.

Operational comparison

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

MetricKimi 3Step 3.7 FlashComparison
Input / output priceUSD per 1M tokensKimi 3Not availableStep 3.7 Flash$0.2 input / $1.15 outputA complete price comparison is not available.
Generation speedtokens per secondKimi 3Not availableStep 3.7 FlashNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenKimi 3Not availableStep 3.7 FlashNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensKimi 3Not availableStep 3.7 Flash256KA complete context comparison is not available.

Benchmark Deep Dive

Agentic
BenchmarkKimi 3Step 3.7 FlashResult
Terminal-Bench 2.0Source 59.5%Not comparable
BrowseCompSource 75.8%Not comparable
DeepSearchQASource 92.8%Not comparable
GDPval-AASource 25.9%Not comparable
ToolathlonSource 49.5%Not comparable
Claw-EvalSource 67.1%Not comparable
HLE w/ toolsSource 47.2%Not comparable
Gert LabsSource 51.57%Not comparable
AA Agentic IndexSource 21.5%Not comparable
Tau2-TelecomSource 98.5%Not comparable
GDPval-AASource 1017Not comparable
APEX-Agents-AASource 14.8%Not comparable
Coding
BenchmarkKimi 3Step 3.7 FlashResult
SWE-bench ProSource 56.3%Not comparable
Terminal-Bench 2.0Source 59.5%Not comparable
AA Coding IndexSource 39.6%Not comparable
Terminal-Bench HardSource 35.6%Not comparable
AA-SciCodeSource 40.0%Not comparable
Reasoning
BenchmarkKimi 3Step 3.7 FlashResult
AA-LCRSource 63.7%Not comparable
CritPtSource 2.3%Not comparable
Knowledge
BenchmarkKimi 3Step 3.7 FlashResult
Artificial Analysis Intelligence IndexSource 30.3%Not comparable
AA-GPQA DiamondSource 80.9%Not comparable
AA-HLESource 19.9%Not comparable
AA-Omniscience IndexSource -37.5%Not comparable
AA-Omniscience AccuracySource 25.4%Not comparable
AA-Omniscience Hallucination RateSource 84.4%Not comparable
Multimodal
BenchmarkKimi 3Step 3.7 FlashResult
SimpleVQASource 79.2%Not comparable
V*Source 95.3%Not comparable
AA-MMMU-ProSource 75.3%Not comparable
Design Arena WebsiteSource 1218Not comparable
Inst. Following
BenchmarkKimi 3Step 3.7 FlashResult
AA-IFBenchSource 67.3%Not comparable
Frequently Asked Questions (3)

Can I compare Kimi 3 and Step 3.7 Flash 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 3 and Step 3.7 Flash today?

Kimi 3: Pricing unavailable Step 3.7 Flash: $0.20 input / $1.15 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

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Last updated: July 14, 2026

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