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Compare AI models: Kimi K2.7 Code vs Kimi K3.1 Pro

  1. Kimi K2.7 CodeMoonshotHollow points use fallbacks · hover for details
  2. Kimi K3.1 ProMoonshotHollow points use fallbacks · hover for details
ReasoningCodingCost efficiencyContext windowMultimodalTool use
Normalized model capability scores
ModelReasoningCodingCost efficiencyContext windowMultimodalTool use
Kimi K2.7 Code50/100 — Reasoning supported; no comparable benchmark50/100 — No data; neutral placeholder32/10063/10050/10050/100 — Tool calling supported; no comparable benchmark
Kimi K3.1 Pro50/100 — Reasoning supported; no comparable benchmark50/100 — No data; neutral placeholder17/10092/10050/10050/100 — Tool calling supported; no comparable benchmark
Overview
Author
Context length
262K
1M
Reasoning
True
True
Input modalities
Text, Image, Video
Text, Image, Video
Output modalities
Text
Text
Providers
Pricing
Input
$0.95/ 1M
$2.00/ 1M
Output
$4.00/ 1M
$10/ 1M
Cached input
$0.19/ 1M
$0.20/ 1M
MomentumLast 2 mo
Unique users
159K
19K
Completed sessions
578,643
52,934
Token share
0.11%
0.01%
Tokens
1.3T-45%
116B+100%
SEP 2OCT 27
SEP 2OCT 27
RetentionWeek 1
Returning users
57.2%14K user-weeks
Pending

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