BenchLeader

Claude Opus 4.1 vs Kimi K3

Verdict
  • Kimi K3 leads on quality: 66.5 vs 58.2.
  • Claude Opus 4.1 (thinking) is stronger in instruction following, reasoning.
  • Kimi K3 is stronger in agents & tools, coding, composite, human preference, knowledge, long context, maths, multimodal.
  • Kimi K3 is 5.0× cheaper ($6.00 vs $30.00 per 1M blended).
  • Kimi K3 streams 3.8× faster (38 vs 10 tokens per second).
MetricClaude Opus 4.1 (thinking)Kimi K3
BenchLeader Index58.266.5
Agents & tools score63.667.4
Coding score53.365.0
Composite score57.974.2
Human preference score64.671.2
Instruction following score52.6
Knowledge score58.368.2
Long context score64.571.1
Maths score59.378.1
Multimodal score56.565.0
Reasoning score65.6
Blended price $/M$30.00$6.00
Output speed10 tok/s38 tok/s
Time to first answer3.2 s56.3 s
Context window200k1.0M
SciCode58.7%
APEX-Agents39.3%
FrontierCode44.2%
ProofBench87.0%
Epoch Capabilities Index157.6
LMArena Text1450
LMArena Hard Prompts1480
LMArena Coding1512
LiveBench79.2%
LiveBench Reasoning90.7%
LiveBench Coding81.5%
LiveBench Agentic Coding62.2%
LiveBench Mathematics84.4%
LiveBench Data Analysis78.7%
LiveBench Language85.5%
AA Intelligence Index22.943.8
IFBench55.4%
AA-LCR76.0%88.7%
MMMU-Pro67.9%80.5%
AA-Omniscience19.7
Terminal-Bench Hard34.3%
GPQA Diamond (AA)80.9%93.5%
Humanity's Last Exam (AA)12.5%46.9%
SciCode (AA)59.5%
τ²-Bench Telecom (AA)71.4%
AIME (Vals)78.2%
LiveCodeBench66.5%
MMLU-Pro87.9%
LegalBench86.0%
CorpFin71.6%
TaxEval73.7%75.7%
MedQA93.6%
MGSM94.4%
Terminal-Bench 2.1 (Vals)80.9%
SWE-bench (Vals)93.4%
GPQA Diamond (Vals)76.3%92.9%
Vals Index57.8
MultiChallenge57.2%
VISTA48.4%
MultiNRC38.4%
TutorBench50.8%
EQ-Bench 41339

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

Claude Opus 4.1 vs Kimi K3: questions

Is Claude Opus 4.1 better than Kimi K3?
Kimi K3 leads on quality: 66.5 vs 58.2. 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 Claude Opus 4.1 better than Kimi K3 for coding?
Kimi K3 scores higher in coding (65 vs 53 on the category index, where 50 is average).
Is Claude Opus 4.1 better than Kimi K3 for agentic tasks?
Kimi K3 scores higher in agentic tasks (67 vs 64 on the category index, where 50 is average).
Which is cheaper, Claude Opus 4.1 or Kimi K3?
Kimi K3 is cheaper: $6.00 against $30.00 per million tokens, blended at three input tokens per output token.
Which is faster, Claude Opus 4.1 or Kimi K3?
Kimi K3 streams faster: 38 against 10 output tokens per second.
Which has the larger context window?
Kimi K3 accepts more context: 1.0M against 200k tokens.