Kimi K3.1 Pro
Kimi K3.1 Pro (Moonshot) was released on Oct 23, 2026. It has no ECI yet: the Epoch AI composite index comes out in a later round after launch, and until then the model holds no position in the ranking. Against models of the same generation, its best result is on SciCode: 60.8%, #8 of 78.
Where Kimi K3.1 Pro stands out and where it falls behind, by the numbers
Kimi K3.1 Pro has published results on 4 tests compiled by Epoch AI. The yardstick here is its generation: its position among the models released between Jan 26, 2026 and Jan 21, 2027 that took the same test. Against the whole archive, which includes 2023 models, a recent release lands near the top of almost everything, and that says nothing.
Where it stands out
Tests where it sits in the top third of its own generation.
Where it falls behind
Tests where it sits in the bottom half of its own generation.
It is not in the bottom half of its generation on any test with 6 or more models compared.
See all 4 tests, one by one
| Test | Score | In its generation | Overall | Test record |
|---|---|---|---|---|
| CritPt | 24.6% | #20 / 81 | #20 / 117 | 36.0% Gemini 4 Carbon |
| SciCode | 60.8% | #8 / 78 | #8 / 106 | 66.9% Claude Opus 5.5 |
| ALE-Bench | 1,933 | #12 / 62 | #12 / 87 | 2,951 GPT-6 Astra |
| ProofBench | 91.0% | #9 / 65 | #9 / 75 | 100.0% Claude Fable 5.1 |
For each test, the model's best effort level counts, as in the ranking. Source of the scores: Epoch AI, under CC BY 4.0.
Other models from Moonshot
The models from the same lab closest in time, newest first.
| Model | Release | ECI | ELO | LiveBench | Access |
|---|---|---|---|---|---|
| Kimi K3.1 Pro | Oct 23, 2026 | no ECI | n/a | n/a | API access |
| Kimi K3 | Jul 16, 2026 | 157.86 | 1,529 | 79.2 | Open weights (non-commercial) |
| Kimi K2.7 Code | Jun 12, 2026 | 150.11 | n/a | 68.4 | Open weights (unrestricted) |
| Kimi K2.6 | Apr 20, 2026 | 150.94 | 1,520 | 70.5 | Open weights (unrestricted) |
| Kimi K2.5 | Jan 27, 2026 | 148.07 | 1,494 | n/a | Open weights (unrestricted) |
| Kimi K2 Thinking | Nov 6, 2025 | 145.82 | 1,415 | n/a | Open weights (restricted use) |
| Kimi K2 Thinking Turbo | Nov 6, 2025 | 145.79 | 1,456 | n/a | Open weights (restricted use) |
| Kimi K2 Instruct | Jul 12, 2025 | 140.13 | n/a | n/a | Open weights (restricted use) |
Have you used Kimi K3.1 Pro? Rate it
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What people ask about Kimi K3.1 Pro
What is Kimi K3.1 Pro best at?
Against models of the same generation (released up to 9 months before and up to 3 months after it), the best relative results of Kimi K3.1 Pro are: SciCode (#8 of 78); ProofBench (#9 of 65); ALE-Bench (#12 of 62). The yardstick is its position among the models of that period that took the same test.
Where do the numbers on this page come from?
From the same three sources as the ranking, all openly licensed: Epoch AI (ECI and individual tests, CC BY 4.0), Arena (human-preference ELO, CC BY 4.0) and LiveBench (overall average, CC BY-SA 4.0). ROO3 does not measure any model. When the page shows a figure published by the maker itself, it appears in the written analysis, labeled as the maker's, and never enters the ranking.
Where each number comes from
Epoch AI, "AI Benchmarking Hub". Published at epoch.ai. Data under the CC BY 4.0 licence, reordered by roo3.co.
The Arena (LMArena) leaderboard, from the public lmarena-ai/leaderboard-dataset on Hugging Face, under the CC BY 4.0 licence. We are not affiliated with the Arena.
LiveBench, by the LiveBench team, published at livebench.ai under the CC BY-SA 4.0 license. The overall average is recomputed by roo3.co with the same formula as the website (average of the categories), and those numbers stay under CC BY-SA 4.0. We are not affiliated with LiveBench.
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