BenchLeader

Kimi K2.6 vs Kimi K3

Verdict
  • Kimi K3 leads on quality: 66.5 vs 60.7.
  • Kimi K2.6 is stronger in instruction following, reasoning.
  • Kimi K3 is stronger in agents & tools, coding, composite, human preference, knowledge, long context, maths, multimodal.
  • Kimi K2.6 is 3.5× cheaper ($1.71 vs $6.00 per 1M blended).
MetricKimi K2.6Kimi K3
BenchLeader Index60.766.5
Agents & tools score45.167.4
Coding score60.465.0
Composite score68.674.2
Human preference score60.871.2
Instruction following score73.7
Knowledge score58.668.2
Long context score67.171.1
Maths score53.878.1
Multimodal score63.765.0
Reasoning score66.0
Blended price $/M$1.71$6.00
Output speed44 tok/s38 tok/s
Time to first answer103.2 s56.3 s
Context window262k1.0M
GPQA Diamond90.8%
FrontierMath Tiers 1–357.2%
FrontierMath Tier 425.6%
OTIS Mock AIME96.1%
SWE-bench Verified (Epoch)76.7%
SimpleQA Verified34.9%
OSWorld-Verified 2.04.6%
SciCode53.5%58.7%
WeirdML55.9%
APEX-Agents18.9%39.3%
FrontierCode44.2%
ProofBench16.0%87.0%
Epoch Capabilities Index151.0157.6
LMArena Text1461
LMArena Hard Prompts1485
LMArena Coding1514
LMArena WebDev1509
LMArena Vision1281
LiveBench79.2%
LiveBench Reasoning90.7%
LiveBench Coding81.5%
LiveBench Agentic Coding62.2%
LiveBench Mathematics84.4%
LiveBench Data Analysis78.7%
LiveBench Language85.5%
AA Intelligence Index31.343.8
IFBench76.0%
AA-LCR81.0%88.7%
MMMU-Pro79.4%80.5%
AA-Omniscience5.319.7
Terminal-Bench Hard43.9%
GPQA Diamond (AA)91.1%93.5%
Humanity's Last Exam (AA)37.5%46.9%
SciCode (AA)51.5%59.5%
τ²-Bench Telecom (AA)95.9%
LiveCodeBench86.8%
MMLU-Pro87.6%
LegalBench84.7%86.0%
CorpFin66.7%71.6%
TaxEval74.7%75.7%
Terminal-Bench 2.1 (Vals)53.6%80.9%
SWE-bench (Vals)76.2%93.4%
GPQA Diamond (Vals)89.1%92.9%
Vals Index43.557.8
HiL-Bench18.7%
EQ-Bench 412021339

Data as of 2026-09-10. Best configuration of each model; every score links to its source on the model pages.

Kimi K2.6 vs Kimi K3: questions

Is Kimi K2.6 better than Kimi K3?
Kimi K3 leads on quality: 66.5 vs 60.7. The BenchLeader Index combines every independent quality benchmark; Kimi K3 is ahead overall as of 2026-09-10, but check the category scores for your use.
Is Kimi K2.6 better than Kimi K3 for coding?
Kimi K3 scores higher in coding (65 vs 60 on the category index, where 50 is average).
Is Kimi K2.6 better than Kimi K3 for agentic tasks?
Kimi K3 scores higher in agentic tasks (67 vs 45 on the category index, where 50 is average).
Which is cheaper, Kimi K2.6 or Kimi K3?
Kimi K2.6 is cheaper: $1.71 against $6.00 per million tokens, blended at three input tokens per output token.
Which is faster, Kimi K2.6 or Kimi K3?
Kimi K2.6 streams faster: 44 against 38 output tokens per second.
Which has the larger context window?
Kimi K3 accepts more context: 1.0M against 262k tokens.