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Model comparison

GPT-5.1 vs Kimi K2

Data verified

Head-to-head evidence from 14 shared benchmark results across 7 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

OpenAI
53.65/100
Margin
26.5pts
← winning
Moonshot AI
27.19/100
1 category wins0 category wins

Public leaderboard positions: GPT-5.1 #94 (Estimated); Kimi K2 #189 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. GPT-5.1 and Kimi K2 share 14 comparable benchmark results. 1 of 8 categories are comparable. 7 results are unique to GPT-5.1; 0 to Kimi K2.

Updated July 20, 2026
Shared results
14
GPT-5.1 only
7
Kimi K2 only
0
Comparable categories
1 / 8

Pick GPT-5.1 if you want the stronger benchmark profile. Kimi K2 only becomes the better choice if you want the cheaper token bill or you would rather avoid the extra latency and token burn of a reasoning model.

Confidence note. This is a partial-evidence comparison with 14 shared benchmark results across 7 evidence categories; 1 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

GPT-5.1 is clearly ahead on the BenchAlign aggregate, 53.65 to 27.19. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

GPT-5.1's sharpest advantage is in mathematics, where it averages 26.4 against 16.1. The single biggest benchmark swing on the page is FrontierMath v2 (Tier 4), 12.500% to 0.000%.

GPT-5.1 is also the more expensive model on tokens at $1.25 input / $10.00 output per 1M tokens, versus $0.60 input / $2.50 output per 1M tokens for Kimi K2. That is roughly 4.0x on output cost alone. GPT-5.1 is the reasoning model in the pair, while Kimi K2 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. GPT-5.1 gives you the larger context window at 200K, 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 GPT-5.1 and Kimi K2
CategoryGPT-5.1ΔKimi K2
MathGPT-5.126.4Margin 10.3Kimi K216.1

Decisive benchmark drivers

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

More
A · GPT-5.1B · Kimi K2
  1. FrontierMath v2 (Tier 4)

    Math
    Source ↗
    A 12.500%B 0.000%
    Winner: GPT-5.1Δ 12.5
    FrontierMath v2 (Tier 4): GPT-5.1 scored 12.500%; Kimi K2 scored 0.000%. GPT-5.1 wins this benchmark.
  2. FrontierMath v2 (Tiers 1-3)

    Math
    Source ↗
    A 31.034%B 21.404%
    Winner: GPT-5.1Δ 9.6
    FrontierMath v2 (Tiers 1-3): GPT-5.1 scored 31.034%; Kimi K2 scored 21.404%. GPT-5.1 wins this benchmark.

Operational comparison

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

MetricGPT-5.1Kimi K2Comparison
Input / output priceUSD per 1M tokensGPT-5.1$1.25 input / $10 outputKimi K2$0.6 input / $2.5 outputKimi K2 has the lower combined listed price.
Generation speedtokens per secondGPT-5.1111 tok/sKimi K243 tok/sGPT-5.1 has the higher measured throughput.
First-answer latencyseconds to first tokenGPT-5.157.47 sKimi K21.51 sKimi K2 reaches the first token sooner.
Context windowmaximum listed tokensGPT-5.1200KKimi K2128KGPT-5.1 lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkGPT-5.1Kimi K2Result
AA Agentic IndexSource 21.0%Not comparable
τ²-bench resultsSource 81.9%61.1%GPT-5.1 leads
Gert LabsSource 41.24%Not comparable
GDPval-AASource 24.4%Not comparable
GDPval-AASource 987Not comparable
Coding
BenchmarkGPT-5.1Kimi K2Result
Vibe Code BenchSource 24.61%Not comparable
AA Coding IndexSource 49.4%Not comparable
AA-SciCodeSource 43.3%34.5%GPT-5.1 leads
Reasoning
BenchmarkGPT-5.1Kimi K2Result
AA-LCRSource 75.0%51.0%GPT-5.1 leads
CritPtSource 4.9%0.0%GPT-5.1 leads
Knowledge
BenchmarkGPT-5.1Kimi K2Result
Artificial Analysis Intelligence IndexSource 36.9%19.4%GPT-5.1 leads
AA-GPQA DiamondSource 87.3%76.6%GPT-5.1 leads
AA-HLESource 26.5%7.0%GPT-5.1 leads
AA-Omniscience IndexSource 5.6%-27.5%GPT-5.1 leads
AA-Omniscience AccuracySource 37.6%26.8%GPT-5.1 leads
AA-Omniscience Hallucination RateSource 51.3%74.2%GPT-5.1 leads
MathGPT-5.1 wins
BenchmarkGPT-5.1Kimi K2Result
FrontierMath v2 (Tiers 1-3)Source 31.034%21.404%GPT-5.1 leads
FrontierMath v2 (Tier 4)Source 12.500%0.000%GPT-5.1 leads
Multimodal
BenchmarkGPT-5.1Kimi K2Result
AA-MMMU-ProSource 75.5%Not comparable
Design Arena WebsiteSource 12201083GPT-5.1 leads
Inst. Following
BenchmarkGPT-5.1Kimi K2Result
AA-IFBenchSource 72.9%41.5%GPT-5.1 leads
Frequently Asked Questions (2)

Which is better, GPT-5.1 or Kimi K2?

GPT-5.1 is ahead on BenchLM's BenchAlign leaderboard, 53.65 to 27.19. The biggest single separator in this matchup is FrontierMath v2 (Tier 4), where the scores are 12.500% and 0.000%.

Which is better for math, GPT-5.1 or Kimi K2?

GPT-5.1 has the edge for math in this comparison, averaging 26.4 versus 16.1. Inside this category, FrontierMath v2 (Tier 4) is the benchmark that creates the most daylight between them.

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Last updated: July 20, 2026

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