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Model comparison

GPT-5.2 vs Kimi K2.6

Data verified

Head-to-head evidence from 26 shared benchmark results across 7 categories. Overall scores shown here use BenchLM's provisional ranking lane.

OpenAI
75/100
Margin
1.0pts
← winning
Moonshot AI
74/100
2 category wins3 category wins

Verified leaderboard positions: GPT-5.2 #29; Kimi K2.6 #13

Evidence parity. GPT-5.2 and Kimi K2.6 share 26 comparable benchmark results. 5 of 8 categories are comparable. 3 results are unique to GPT-5.2; 34 to Kimi K2.6.

Updated July 13, 2026
Shared results
26
GPT-5.2 only
3
Kimi K2.6 only
34
Comparable categories
5 / 8

Pick GPT-5.2 if you want the stronger benchmark profile. Kimi K2.6 only becomes the better choice if mathematics is the priority or you want the cheaper token bill.

Confidence note. This is a partial-evidence comparison with 26 shared benchmark results across 7 evidence categories; 5 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

GPT-5.2 finishes one point ahead on BenchLM's provisional leaderboard, 75 to 74. That is enough to call, but not enough to treat as a blowout. This matchup comes down to a few meaningful edges rather than one model dominating the board.

GPT-5.2's sharpest advantage is in knowledge, where it averages 92.4 against 42.2. The single biggest benchmark swing on the page is OSWorld-Verified, 47.3% to 73.1%. Kimi K2.6 does hit back in mathematics, so the answer changes if that is the part of the workload you care about most.

GPT-5.2 is also the more expensive model on tokens at $1.75 input / $14.00 output per 1M tokens, versus $0.95 input / $4.00 output per 1M tokens for Kimi K2.6. That is roughly 3.5x on output cost alone. GPT-5.2 gives you the larger context window at 400K, compared with 256K for Kimi K2.6.

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-5.2 and Kimi K2.6
CategoryGPT-5.2ΔKimi K2.6
KnowledgeGPT-5.292.4Margin 50.2Kimi K2.642.2
MathGPT-5.235.2Margin 31.9Kimi K2.667.1
AgenticGPT-5.255.7Margin 17.8Kimi K2.673.5
CodingGPT-5.264.7Margin 7.9Kimi K2.672.6
MultimodalGPT-5.280.4Margin 0.6Kimi K2.679.8
ReasoningGPT-5.252.9MarginNo overlapKimi K2.6Not measured

Decisive benchmark drivers

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

More
A · GPT-5.2B · Kimi K2.6
  1. OSWorld-Verified

    Agentic
    Source ↗
    A 47.3%B 73.1%
    Winner: Kimi K2.6Δ 25.8
    OSWorld-Verified: GPT-5.2 scored 47.3%; Kimi K2.6 scored 73.1%. Kimi K2.6 wins this benchmark.
  2. BrowseComp

    Agentic
    Source ↗
    A 65.8%B 83.2%
    Winner: Kimi K2.6Δ 17.4
    BrowseComp: GPT-5.2 scored 65.8%; Kimi K2.6 scored 83.2%. Kimi K2.6 wins this benchmark.
  3. FrontierMath v2 (Tier 4)

    Math
    Source ↗
    A 18.800%B 14.580%
    Winner: GPT-5.2Δ 4.2
    FrontierMath v2 (Tier 4): GPT-5.2 scored 18.800%; Kimi K2.6 scored 14.580%. GPT-5.2 wins this benchmark.
  4. SWE-bench Pro

    Coding
    Source ↗
    A 55.6%B 58.6%
    Winner: Kimi K2.6Δ 3
    SWE-bench Pro: GPT-5.2 scored 55.6%; Kimi K2.6 scored 58.6%. Kimi K2.6 wins this benchmark.
  5. GPQA

    Knowledge
    Source ↗
    A 92.4%B 90.5%
    Winner: GPT-5.2Δ 1.9
    GPQA: GPT-5.2 scored 92.4%; Kimi K2.6 scored 90.5%. GPT-5.2 wins this benchmark.

Operational comparison

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

MetricGPT-5.2Kimi K2.6Comparison
Input / output priceUSD per 1M tokensGPT-5.2$1.75 input / $14 outputKimi K2.6$0.95 input / $4 outputKimi K2.6 has the lower combined listed price.
Generation speedtokens per secondGPT-5.273 tok/sKimi K2.6Not availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenGPT-5.2130.34 sKimi K2.6Not availableA complete latency comparison is not available.
Context windowmaximum listed tokensGPT-5.2400KKimi K2.6256KGPT-5.2 lists the larger context window.

Benchmark Deep Dive

AgenticKimi K2.6 wins
BenchmarkGPT-5.2Kimi K2.6Result
BrowseCompSource 65.8%83.2%Kimi K2.6 leads
OSWorld-VerifiedSource 47.3%73.1%Kimi K2.6 leads
Tau2-TelecomSource 84.8%95.9%Kimi K2.6 leads
Gert LabsSource 46.54%56.82%Kimi K2.6 leads
JobBenchSource 34.3%Not comparable
Terminal-Bench 2.0Source 66.7%Not comparable
ToolathlonSource 50%Not comparable
MCP AtlasSource 55.9%Not comparable
Claw-EvalSource 62.3%Not comparable
DeepSearchQASource 92.5%Not comparable
WideResearchSource 80.8%Not comparable
AA Agentic IndexSource 30.3%Not comparable
GDPval-AASource 34.5%Not comparable
GDPval-AASource 1190Not comparable
APEX-Agents-AASource 28.5%Not comparable
ResearchClawBenchSource 18.0%Not comparable
OSWorld 2.0Source 4.6%Not comparable
AA BriefcaseSource 809Not comparable
AA AutomationBenchSource 19.6%Not comparable
AA EnterpriseOps-GymSource 38.5%Not comparable
AA Harvey LABSource 0.0%Not comparable
AA ITBenchSource 31.2%Not comparable
AA Tau3 BankingSource 20.6%Not comparable
CodingKimi K2.6 wins
BenchmarkGPT-5.2Kimi K2.6Result
SWE-bench VerifiedSource 80%80.2%Kimi K2.6 leads
SWE-bench ProSource 55.6%58.6%Kimi K2.6 leads
Vibe Code BenchSource 53.50%37.89%GPT-5.2 leads
Terminal-Bench HardSource 47.0%43.9%GPT-5.2 leads
AA-SciCodeSource 52.1%53.5%Kimi K2.6 leads
LiveCodeBenchSource 89.6%Not comparable
LiveCodeBench v6Source 89.6%Not comparable
SWE MultilingualSource 76.7%Not comparable
SciCodeSource 52.2%Not comparable
Terminal-Bench 2.0Source 66.7%Not comparable
cursorBench31Source 47.6%Not comparable
AA Coding IndexSource 61.8%Not comparable
AA Terminal-Bench 2.1Source 65.9%Not comparable
Reasoning
BenchmarkGPT-5.2Kimi K2.6Result
ARC-AGI-2Source 52.9%Not comparable
AA-LCRSource 72.7%69.7%GPT-5.2 leads
CritPtSource 11.6%8.0%GPT-5.2 leads
KnowledgeGPT-5.2 wins
BenchmarkGPT-5.2Kimi K2.6Result
GPQASource 92.4%90.5%GPT-5.2 leads
Artificial Analysis Intelligence IndexSource 42.2%44.2%Kimi K2.6 leads
AA-GPQA DiamondSource 90.3%91.1%Kimi K2.6 leads
AA-HLESource 35.4%35.9%Kimi K2.6 leads
AA-Omniscience IndexSource -1.0%6.4%Kimi K2.6 leads
AA-Omniscience AccuracySource 43.8%32.8%GPT-5.2 leads
AA-Omniscience Hallucination RateSource 79.7%39.3%Kimi K2.6 leads
GPQA-DSource 90.5%Not comparable
HLESource 34.7%Not comparable
AA Openness IndexSource 33.3%Not comparable
MathKimi K2.6 wins
BenchmarkGPT-5.2Kimi K2.6Result
AA AIME 2025Source 99.0%Not comparable
FrontierMath v2 (Tiers 1-3)Source 40.700%38.966%GPT-5.2 leads
FrontierMath v2 (Tier 4)Source 18.800%14.580%GPT-5.2 leads
AIME26Source 96.4%Not comparable
HMMT Feb 2026Source 92.7%Not comparable
MMAnswerBenchSource 86.0%Not comparable
MultimodalGPT-5.2 wins
BenchmarkGPT-5.2Kimi K2.6Result
MMMU-ProSource 79.5%79.4%GPT-5.2 leads
MathVisionSource 83.0%87.4%Kimi K2.6 leads
CharXivSource 82.1%80.4%GPT-5.2 leads
V*Source 75.9%96.9%Kimi K2.6 leads
Design Arena WebsiteSource 12371318Kimi K2.6 leads
MMMU-Pro w/ PythonSource 80.1%Not comparable
AA-MMMU-ProSource 79.4%Not comparable
Inst. Following
BenchmarkGPT-5.2Kimi K2.6Result
AA-IFBenchSource 75.4%76.0%Kimi K2.6 leads
Frequently Asked Questions (6)

Which is better, GPT-5.2 or Kimi K2.6?

GPT-5.2 is ahead on BenchLM's provisional leaderboard, 75 to 74. The biggest single separator in this matchup is OSWorld-Verified, where the scores are 47.3% and 73.1%.

Which is better for knowledge tasks, GPT-5.2 or Kimi K2.6?

GPT-5.2 has the edge for knowledge tasks in this comparison, averaging 92.4 versus 42.2. Inside this category, AA-Omniscience Hallucination Rate is the benchmark that creates the most daylight between them.

Which is better for coding, GPT-5.2 or Kimi K2.6?

Kimi K2.6 has the edge for coding in this comparison, averaging 72.6 versus 64.7. Inside this category, Vibe Code Bench is the benchmark that creates the most daylight between them.

Which is better for math, GPT-5.2 or Kimi K2.6?

Kimi K2.6 has the edge for math in this comparison, averaging 67.1 versus 35.2. Inside this category, FrontierMath v2 (Tier 4) is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, GPT-5.2 or Kimi K2.6?

Kimi K2.6 has the edge for agentic tasks in this comparison, averaging 73.5 versus 55.7. Inside this category, OSWorld-Verified is the benchmark that creates the most daylight between them.

Which is better for multimodal and grounded tasks, GPT-5.2 or Kimi K2.6?

GPT-5.2 has the edge for multimodal and grounded tasks in this comparison, averaging 80.4 versus 79.8. Inside this category, Design Arena Website is the benchmark that creates the most daylight between them.

Self-host vs API cost

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

GPT-5.2
API / mo$11,813
Self-host / moNot listed
Break-even
Proprietary model — self-hosting not applicable.
Kimi K2.6
API / mo$3,713
Self-host / mo$18,221
Break-even326M/day
Model the full break-even

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Last updated: July 13, 2026

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