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Model comparison

Kimi K2 vs Llama 4 Scout

Data verified

Head-to-head evidence from 13 shared benchmark results across 7 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

Moonshot AI
27.19/100
Margin
12.7pts
winning →
39.87/100
0 category wins0 category wins

Public leaderboard positions: Kimi K2 #189 (Supported); Llama 4 Scout #174 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Kimi K2 and Llama 4 Scout share 13 comparable benchmark results. 0 of 8 categories are comparable. 1 result is unique to Kimi K2; 5 to Llama 4 Scout.

Updated July 20, 2026
Shared results
13
Kimi K2 only
1
Llama 4 Scout only
5
Comparable categories
0 / 8

Benchmark data for Kimi K2 and Llama 4 Scout is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 13 shared benchmark results across 7 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 is priced at $0.60 input / $2.50 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Llama 4 Scout. Llama 4 Scout has the larger context window at 10M, compared with 128K for Kimi K2.

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 Kimi K2 and Llama 4 Scout
CategoryKimi K2ΔLlama 4 Scout
MathKimi K216.1MarginNo overlapLlama 4 ScoutNot measured

Decisive benchmark drivers

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

More
A · Kimi K2B · Llama 4 Scout
  1. FrontierMath v2 (Tiers 1-3)

    Math
    Source ↗
    A 21.404%B 0.000%
    Winner: Kimi K2Δ 21.4
    FrontierMath v2 (Tiers 1-3): Kimi K2 scored 21.404%; Llama 4 Scout scored 0.000%. Kimi K2 wins this benchmark.

Operational comparison

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

MetricKimi K2Llama 4 ScoutComparison
Input / output priceUSD per 1M tokensKimi K2$0.6 input / $2.5 outputLlama 4 Scout$0 input / $0 outputLlama 4 Scout has the lower combined listed price.
Generation speedtokens per secondKimi K243 tok/sLlama 4 Scout128 tok/sLlama 4 Scout has the higher measured throughput.
First-answer latencyseconds to first tokenKimi K21.51 sLlama 4 Scout0.70 sLlama 4 Scout reaches the first token sooner.
Context windowmaximum listed tokensKimi K2128KLlama 4 Scout10MLlama 4 Scout lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkKimi K2Llama 4 ScoutResult
τ²-bench resultsSource 61.1%15.5%Kimi K2 leads
AA Agentic IndexSource 1.1%Not comparable
GDPval-AASource 0.0%Not comparable
GDPval-AASource 90Not comparable
Coding
BenchmarkKimi K2Llama 4 ScoutResult
AA-SciCodeSource 34.5%17.0%Kimi K2 leads
AA Coding IndexSource 8.2%Not comparable
Reasoning
BenchmarkKimi K2Llama 4 ScoutResult
AA-LCRSource 51.0%25.8%Kimi K2 leads
CritPtSource 0.0%0.0%Tie
Knowledge
BenchmarkKimi K2Llama 4 ScoutResult
Artificial Analysis Intelligence IndexSource 19.4%10.0%Kimi K2 leads
AA-GPQA DiamondSource 76.6%58.7%Kimi K2 leads
AA-HLESource 7.0%4.3%Kimi K2 leads
AA-Omniscience IndexSource -27.5%-52.4%Kimi K2 leads
AA-Omniscience AccuracySource 26.8%14.6%Kimi K2 leads
AA-Omniscience Hallucination RateSource 74.2%78.3%Kimi K2 leads
Math
BenchmarkKimi K2Llama 4 ScoutResult
FrontierMath v2 (Tiers 1-3)Source 21.404%0.000%Kimi K2 leads
FrontierMath v2 (Tier 4)Source 0.000%Not comparable
Multimodal
BenchmarkKimi K2Llama 4 ScoutResult
Design Arena WebsiteSource 1083783Kimi K2 leads
AA-MMMU-ProSource 52.9%Not comparable
Inst. Following
BenchmarkKimi K2Llama 4 ScoutResult
AA-IFBenchSource 41.5%39.5%Kimi K2 leads
Frequently Asked Questions (3)

Can I compare Kimi K2 and Llama 4 Scout 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 and Llama 4 Scout today?

Kimi K2: $0.60 input / $2.50 output per 1M tokens Llama 4 Scout: $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
API / mo$2,325
Self-host / moNot listed
Break-even
Proprietary model — self-hosting not applicable.
Llama 4 Scout
API / mo$0
Self-host / mo$2,278
Break-even
Model the full break-even

Related Comparisons

Last updated: July 20, 2026

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