Skip to main content

Model comparison

Composer 2 vs Kimi K2.6

Data verified

Head-to-head evidence from 3 shared benchmark results across 2 categories. Overall scores shown here use BenchLM's provisional ranking lane.

62/100
Margin
12.0pts
winning →
Moonshot AI
74/100
0 category wins2 category wins

Verified leaderboard positions: Composer 2 unranked; Kimi K2.6 #13

Evidence parity. Composer 2 and Kimi K2.6 share 3 comparable benchmark results. 2 of 8 categories are comparable. 2 results are unique to Composer 2; 57 to Kimi K2.6.

Updated July 13, 2026
Shared results
3
Composer 2 only
2
Kimi K2.6 only
57
Comparable categories
2 / 8

Pick Kimi K2.6 if you want the stronger benchmark profile. Composer 2 only becomes the better choice if you want the cheaper token bill.

Confidence note. This is a partial-evidence comparison with 3 shared benchmark results across 2 evidence categories; 2 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

Kimi K2.6 is clearly ahead on the provisional aggregate, 74 to 62. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

Kimi K2.6's sharpest advantage is in coding, where it averages 72.6 against 58. The single biggest benchmark swing on the page is Terminal-Bench 2.0, 61.7% to 66.7%.

Kimi K2.6 is also the more expensive model on tokens at $0.95 input / $4.00 output per 1M tokens, versus $0.50 input / $2.50 output per 1M tokens for Composer 2. Kimi K2.6 gives you the larger context window at 256K, compared with 200K for Composer 2.

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 Composer 2 and Kimi K2.6
CategoryComposer 2ΔKimi K2.6
CodingComposer 258.0Margin 14.6Kimi K2.672.6
AgenticComposer 261.7Margin 11.8Kimi K2.673.5
KnowledgeComposer 2Not measuredMarginNo overlapKimi K2.642.2
MathComposer 2Not measuredMarginNo overlapKimi K2.667.1
MultimodalComposer 2Not measuredMarginNo overlapKimi K2.679.8

Decisive benchmark drivers

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

More
A · Composer 2B · Kimi K2.6
  1. Terminal-Bench 2.0

    Agentic
    Source ↗
    A 61.7%B 66.7%
    Winner: Kimi K2.6Δ 5
    Terminal-Bench 2.0: Composer 2 scored 61.7%; Kimi K2.6 scored 66.7%. Kimi K2.6 wins this benchmark.

Operational comparison

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

MetricComposer 2Kimi K2.6Comparison
Input / output priceUSD per 1M tokensComposer 2$0.5 input / $2.5 outputKimi K2.6$0.95 input / $4 outputComposer 2 has the lower combined listed price.
Generation speedtokens per secondComposer 2Not availableKimi K2.6Not availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenComposer 2Not availableKimi K2.6Not availableA complete latency comparison is not available.
Context windowmaximum listed tokensComposer 2200KKimi K2.6256KKimi K2.6 lists the larger context window.

Benchmark Deep Dive

AgenticKimi K2.6 wins
BenchmarkComposer 2Kimi K2.6Result
Terminal-Bench 2.0Source 61.7%66.7%Kimi K2.6 leads
BrowseCompSource 83.2%Not comparable
OSWorld-VerifiedSource 73.1%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
Tau2-TelecomSource 95.9%Not comparable
GDPval-AASource 34.5%Not comparable
GDPval-AASource 1190Not comparable
APEX-Agents-AASource 28.5%Not comparable
Gert LabsSource 56.82%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
BenchmarkComposer 2Kimi K2.6Result
SWE MultilingualSource 73.7%76.7%Kimi K2.6 leads
SWE-RebenchSource 58%Not comparable
React Native EvalsSource 96.1%Not comparable
Terminal-Bench 2.0Source 61.7%66.7%Kimi K2.6 leads
SWE-bench VerifiedSource 80.2%Not comparable
LiveCodeBenchSource 89.6%Not comparable
LiveCodeBench v6Source 89.6%Not comparable
SWE-bench ProSource 58.6%Not comparable
SciCodeSource 52.2%Not comparable
Vibe Code BenchSource 37.89%Not comparable
cursorBench31Source 47.6%Not comparable
AA Coding IndexSource 61.8%Not comparable
Terminal-Bench HardSource 43.9%Not comparable
AA-SciCodeSource 53.5%Not comparable
AA Terminal-Bench 2.1Source 65.9%Not comparable
Reasoning
BenchmarkComposer 2Kimi K2.6Result
AA-LCRSource 69.7%Not comparable
CritPtSource 8.0%Not comparable
Knowledge
BenchmarkComposer 2Kimi K2.6Result
GPQASource 90.5%Not comparable
GPQA-DSource 90.5%Not comparable
HLESource 34.7%Not comparable
Artificial Analysis Intelligence IndexSource 44.2%Not comparable
AA-GPQA DiamondSource 91.1%Not comparable
AA-HLESource 35.9%Not comparable
AA-Omniscience IndexSource 6.4%Not comparable
AA-Omniscience AccuracySource 32.8%Not comparable
AA-Omniscience Hallucination RateSource 39.3%Not comparable
AA Openness IndexSource 33.3%Not comparable
Math
BenchmarkComposer 2Kimi K2.6Result
AIME26Source 96.4%Not comparable
HMMT Feb 2026Source 92.7%Not comparable
MMAnswerBenchSource 86.0%Not comparable
FrontierMath v2 (Tiers 1-3)Source 38.966%Not comparable
FrontierMath v2 (Tier 4)Source 14.580%Not comparable
Multimodal
BenchmarkComposer 2Kimi K2.6Result
MMMU-ProSource 79.4%Not comparable
MMMU-Pro w/ PythonSource 80.1%Not comparable
CharXivSource 80.4%Not comparable
MathVisionSource 87.4%Not comparable
V*Source 96.9%Not comparable
AA-MMMU-ProSource 79.4%Not comparable
Design Arena WebsiteSource 1318Not comparable
Inst. Following
BenchmarkComposer 2Kimi K2.6Result
AA-IFBenchSource 76.0%Not comparable
Frequently Asked Questions (3)

Which is better, Composer 2 or Kimi K2.6?

Kimi K2.6 is ahead on BenchLM's provisional leaderboard, 74 to 62. The biggest single separator in this matchup is Terminal-Bench 2.0, where the scores are 61.7% and 66.7%.

Which is better for coding, Composer 2 or Kimi K2.6?

Kimi K2.6 has the edge for coding in this comparison, averaging 72.6 versus 58. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, Composer 2 or Kimi K2.6?

Kimi K2.6 has the edge for agentic tasks in this comparison, averaging 73.5 versus 61.7. Inside this category, Terminal-Bench 2.0 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.

Composer 2
API / mo$2,250
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

Related Comparisons

Last updated: July 13, 2026

The AI models change fast. We track them for you.

A weekly brief for engineers and researchers covering new models, ranking shifts, and pricing changes.

Free. No spam. Unsubscribe anytime.