Kimi:模型智能、性能与价格

Kimi
Kimi

本分析旨在帮助你根据使用场景,选择 Kimi 提供的最佳模型。

最智能

#1
Kimi K3.1 ProKimi K3.1 Pro
55
#2
Kimi K3.1 Pro High SpeedKimi K3.1 Pro High Speed
55
#3
Kimi K3 (max)Kimi K3 (max)
44
#4
Kimi K3 (low)Kimi K3 (low)
30
#5
Kimi K2.6Kimi K2.6
27

Intelligence Index

共 7 个模型

速度最快

#1
Kimi K2.6Kimi K2.6
96 t/s
#2
Kimi K2.6 (non-reasoning)Kimi K2.6 (non-reasoning)
96 t/s
#3
Kimi K3.1 Pro High SpeedKimi K3.1 Pro High Speed
95 t/s
#4
Kimi K2.7 CodeKimi K2.7 Code
81 t/s
#5
Kimi K3 (max)Kimi K3 (max)
53 t/s

输出速度

共 7 个模型

价格最低

#1
Kimi K2.6Kimi K2.6
$0.70
#2
Kimi K2.6 (non-reasoning)Kimi K2.6 (non-reasoning)
$0.70
#3
Kimi K2.7 CodeKimi K2.7 Code
$0.72
#4
Kimi K3.1 ProKimi K3.1 Pro
$1.54
#5
Kimi K3 (max)Kimi K3 (max)
$2.31

每 100 万 token 的混合价格

共 7 个模型

Kimi 提供 7 个模型,每个模型的智能、性能和价格特征各不相同。 下方对比了各模型的关键指标。

  • 智能方面,Kimi 上表现最好的模型是 Kimi K3.1 Pro(55)、Kimi K3.1 Pro High Speed(55)和Kimi K3 (max)(44)。
  • 输出速度方面,最快的模型是 Kimi K2.6(96 t/s)、Kimi K2.6 (non-reasoning)(96 t/s)和Kimi K3.1 Pro High Speed(95 t/s)。 各模型之间的速度差异显著,最快与最慢相差 82%。
  • 延迟方面,Kimi K2.6 (non-reasoning)(2.62 秒)、Kimi K3.1 Pro High Speed(23.53 秒)和Kimi K2.7 Code(30.01 秒) 的首个答案 Token 延迟最低。
  • 价格方面,Kimi K2.6($0.70)、Kimi K2.6 (non-reasoning)($0.70)和Kimi K2.7 Code($0.72) 每 100 万 token 的混合价格最低。 各模型价格最多相差 3.3 倍。
  • 上下文窗口方面,Kimi K3 (max)(1M)、Kimi K3 (low)(1M)和Kimi K3.1 Pro(1M) 支持 Kimi 上最大的上下文窗口。
  • Kimi K2.6 同时拥有最快输出和最佳价格,对吞吐量敏感且注重成本的应用很有吸引力。对于要求最高质量的任务,Kimi K3.1 Pro 在智能方面领先。
Artificial Analysis Intelligence Index · Higher is better
Output tokens per second · Higher is better
USD per 1M tokens (blended) · Lower is better

智能评测

Artificial Analysis Intelligence Index

Artificial Analysis Intelligence Index v4.3.2 incorporates 10 evaluations: AA-Briefcase v1.1, GDPval-AA v2.1, AutomationBench-AA, Terminal-Bench 4.0, SciCode, Humanity's Last Exam, GDP.pdf, CritPt, AA-Omniscience, AA-LCR v1.1
Estimate (independent evaluation forthcoming)

Evaluations

Evaluations measured independently by Artificial Analysis · AA-PersonalityBench scores are percentile ranks from 1 to 100
查看更多

Agentic knowledge work, Elo

Agentic SaaS workflows

Agentic real-world work tasks, Elo

Reasoning & knowledge

Professional document reasoning, All-pass

Agentic coding & terminal use

Long context reasoning

SciCodeUnder review

Coding

Physics reasoning

Agentic scientific research workflows in a terminal

Agentic software engineering in open-source repositories

Quantitative analysis on spreadsheets & documents

Legal agentic work, Hallucination-Gated All-Pass Rate

Agentic business operations

Agentic interactive 3D experiences, Elo

Kubernetes incident root-cause analysis

MLCR-AAUpdated

Medical long context reasoning

Visual reasoning

Rich, varied, well-crafted language

Well-structured, scannable, answer-first

Truthful, acknowledges uncertainty, non-sycophantic

Use of filler and generic language

Intelligence Index 与价格

Blended at 7:2:1 (cache-input-output) · USD per 1M tokens (blended)
Most attractive quadrant
Pareto line

上下文窗口

上下文窗口

Context window: tokens limit · Higher is better

价格

Intelligence Index 与价格

Blended at 7:2:1 (cache-input-output) · USD per 1M tokens (blended)
Most attractive quadrant
Pareto line

性能摘要

输出速度与价格

Output speed: output tokens per second · USD per 1M tokens (blended)
Most attractive quadrant

速度

按输出速度(每秒 token 数)衡量

输出速度

Output tokens per second · Higher is better

延迟

按首 Token 延迟(秒)衡量

延迟: 首个答案 Token 延迟

收到首个回答 token 的秒数 · 包含推理模型的“思考”时间

缓存行为

缓存命中率

可缓存输入 token 中从缓存提供的比例 · 最近四周的中位数,更新于 2026年9月26日

每任务成本与缓存命中率

Weighted average cost (USD) per Intelligence Index task · Cache hit rate: median of the last four weeks, updated Sep 26, 2026
Most attractive quadrant

端到端响应时间

Seconds to output 500 tokens, calculated based on time to first token, 'thinking' time for reasoning models, and output speed

端到端响应时间与价格

End-to-end response time: end-to-end seconds to output 500 tokens · USD per 1M tokens (blended)
Most attractive quadrant

进一步分析
Kimi 标志
Kimi K3.1 Pro
1M
专有
55
$2.11
52
2.97
50.87
38.32
Kimi 标志
Kimi K3.1 Pro High Speed
1M
专有
55
--
95
2.45
28.80
21.08
Kimi 标志
Kimi K3 (max)
1.05M
开放
44
$2.00
53
2.96
50.42
37.97
Kimi 标志
Kimi K3 (low)
1.05M
开放
30
$1.15
52
3.01
50.95
38.35
Kimi 标志
Kimi K2.6
256k
开放
27
$0.80
96
2.64
54.28
46.42
Kimi 标志
Kimi K2.7 Code
256k
开放
26
$0.54
81
2.64
36.15
27.38
Kimi 标志
Kimi K2.6 (non-reasoning)
256k
开放
24*
--
96
2.62
7.85
--

关键定义

常见问题

关于 Kimi 的常见问题