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Kimi K3.1 Pro

Moonshot AI · Released Oct 23, 2026

ProprietarycodingagentsreasoningCompare this model

$2

Input price / MTok

#27 of 40

$10

Output price / MTok

#27 of 40

1.0M

Context window

#26 of 41

73.5

Tokens / sec

#16 of 23

65.7

Terminal-Bench 4.0

#1 of 3

55

Artificial Analysis Intelligence Index

#2 of 2

Summary

Kimi K3.1 Pro is a proprietary language model from Moonshot AI, released on Oct 23, 2026.

At $2 input and $10 output per million tokens, it ranks #27 of 40 for input price, placing it mid-range on input cost.

Its context window of 1.0M tokens ranks #26 of 41 for context depth in this dataset.

It targets coding, agents, reasoning workloads.

Throughput is measured at 73.5 tokens per second (ranked #16 of 23 for throughput).

Post-trained version of Kimi K3 (2.8T total / 104B active MoE). Always-on thinking with reasoning_effort low/high/max (default max). Text, image and video input. Moonshot says full weights ship by Nov 4 2026; until then it is API-only, so openSource is false. Cyber-related training data is removed from the open-weight release.

Benchmarks

BenchmarkScoreMax%RankSource
Terminal-Bench 4.065.710065.7%#1/3Moonshot AI (self-reported in launch blo...
Artificial Analysis Intelligence Index5510055.0%#2/2Artificial Analysis (independent, checke...

Similar Models

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Models with the most shared benchmark coverage and closest scores to Kimi K3.1 Pro.

Kimi K3.1 Pro
AnthropicClaude Mythos 5.1
OpenAIGPT-6 Astra
AnthropicClaude Fable 5.1
Terminal-Bench 4.0#1 of 3
Artificial Analysis Intelligence Index#2 of 2

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Speed source: https://artificialanalysis.ai/models/kimi-k3-1-pro