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Leaderboard / Moonshot AI

Kimi K3.1 Pro

Moonshot AI Max CLOSED Proprietary
Verdict

Kimi K3.1 Pro doesn't have enough test coverage for an overall SIscope score yet. Strongest at coding, weaker at agents & tools. On the pricey side: costs more than 77% of priced models.

SIscope score
No score yet
50% coverage, needs 70%
Human-vote rank
Not on board
Text arena
Price per 1M tokens, blended
$4
$2 in · $10 out
Context window
1M
1,048,576 tokens

Shape

Each spoke is a category, 0 at the centre, 100 at the edge.

CodingAgentsReasoning · no dataMath · no dataChat · no dataInstructions · no data

Category scores

Percentiles: 90 means better than about 90% of tested models.

Coding95
Agents & tools79
Reasoning & knowledgeNo data yet–
MathNo data yet–
Chat qualityNo data yet–
Following instructionsNo data yet–

What goes into each category · Compare with DeepSeek V4.1 Flash

Coding votes over time

WebDev arena, recent updates.

168516931700Oct 23: 1691.6 (rank #8)Oct 27: 1694.5 (rank #8)Oct 28: 1694.6 (rank #9)Oct 23Oct 28

Independent test runs

Run by Epoch AI on the same harness for every model. Bars show the share of questions answered correctly.

No Epoch AI runs for this model yet.

Human-vote arenas

People compare two anonymous answers and pick the better one. Scores work like chess ratings.

ArenaRankScoreRange (95%)VotesUpdated
Text arena
Everyday chat, blind human votes
Not on this board yet
WebDev arena
Building web apps, blind human votes
#9 of 15216951682–17082,671Oct 28, 2026
Vision arena
Questions about images, blind human votes
Not on this board yet
Agent arena
Real multi-step agent sessions
#13 of 570.0470.034–0.06016,814Nov 2, 2026

Source: Arena (formerly LMArena) leaderboard dataset, CC BY 4.0. Fetched Nov 4, 2026.

Price

Input, per 1M tokens$2Output, per 1M tokens$10Blended (3 in : 1 out)$4Context window1MSpeedComing soon

List price from the OpenRouter models API (moonshotai/kimi-k3.1-pro), Nov 4, 2026. Providers can charge differently.