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Compare AI models: Kimi K3.1 Pro vs iceman-contributor

  1. Kimi K3.1 ProMoonshotHollow points use fallbacks · hover for details
  2. iceman-contributorHollow points use fallbacks · hover for details
ReasoningCodingCost efficiencyContext windowMultimodalTool use
Normalized model capability scores
ModelReasoningCodingCost efficiencyContext windowMultimodalTool use
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
iceman-contributor50/100 — No data; neutral placeholder50/100 — No data; neutral placeholder50/100 — No data; neutral placeholder50/100 — No data; neutral placeholder50/100 — No data; neutral placeholder50/100 — No data; neutral placeholder
Overview
Author
Context length
1M
Unknown
Reasoning
True
Unknown
Input modalities
Text, Image, Video
Unknown
Output modalities
Text
Unknown
Providers
Pricing
Input
$2.00/ 1M
Unknown
Output
$10/ 1M
Unknown
Cached input
$0.20/ 1M
Unknown
MomentumLast 2 mo
Unique users
75K
37K
Completed sessions
198,102
3,999,046
Token share
0.03%
0.07%
Tokens
445B+100%
948B+100%
SEP 16NOV 10
SEP 16NOV 10
RetentionWeek 1
Returning users
56.6%2.6K user-weeks
67.8%423 user-weeks

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