Moonshot AI · Benchmarks

Kimi K3 benchmarks

Kimi K3 has 7 published scores in this dataset, from a Moonshot AI release dated 2026-07-27. Its composite index is 90.6, which places it 7th of 22 ranked models and 3rd among 15 open-weight models. Its strongest area is coding (index 97.5) and its weakest is reasoning (index 82.4). Its best placing is on Terminal-Bench, where its 88.3 ranks 3rd of 13 models with a published score.

OpenLLM Buddy runs Kimi-K3-Uncensored-GGUF, an uncensored fine-tune of Kimi K3, on 8× H100 80GB (640 GB VRAM). The scores below are the official base model's; a fine-tune can score slightly differently.

Category profile

Index 0–100: each score relative to the best published score on that test.

Model facts

Lab
Moonshot AI
Type
OpenLLM Buddy catalog
Released
2026-07-27
Parameters
2.8T total, 104B active (MoE)
Context
1M
License
Kimi K3 License (custom)
Runs on
8× H100 80GB

Kimi K3 hardware requirements and cost

Even at 4-bit it needs about 1.9 TB (Multiple nodes (over 1.1 TB)), well beyond a home workstation, so most people run it on rented multi-GPU servers. Full BF16 precision needs about 6.4 TB (Multiple nodes (over 1.1 TB)).

Estimated GPU memory for Kimi K3
PrecisionWeightsWith headroomSmallest setup
BF16 (full precision)5.6 TB6.4 TBMultiple nodes (over 1.1 TB)
FP8 / 8-bit2.8 TB3.2 TBMultiple nodes (over 1.1 TB)
4-bit (GGUF Q4_K_M)1.7 TB1.9 TBMultiple nodes (over 1.1 TB)

Estimate: parameters × bytes per parameter, plus 15% for the KV cache and runtime at modest context lengths. Long contexts and large batches need more.

On OpenLLM Buddy: Kimi-K3-Uncensored-GGUF runs on 8× H100 80GB as a GGUF quantized build, with an OpenAI-compatible API and no per-token fees. Prices start at $422 USD for 11 hours.

  • 11 hours: $422 USD
  • 24 hours: $920 USD
  • 1 week: $6440 USD
  • 1 month: $25759 USD
Deploy Kimi K3

Lighter or stronger open models

Open models ranked just above and below on the composite index, with their 4-bit memory needs.

Kimi K3 speed and pricing

Measured figures link to their source; estimates are labelled.

API output speed
66 tok/sArtificial Analysis median · Artificial Analysis
Time to first token
1.20 sOpenRouter model page provider stats
API price per 1M tokens
$3.00 in · $15.00 outlab's own endpoint on OpenRouter · OpenRouter endpoints API
OpenLLM Buddy GPU rental
from $38.33 per hourflat rate, no per-token fees
Compare speed and price across all models

Score by test

Rank is among every model with a published score on that test.

Sources

ModelTestScoreSettingSource
Kimi K3GPQA Diamond93.5max reasoning effortKimi K3 model card (Hugging Face)
Kimi K3Humanity's Last Exam43.5HLE-Full, no tools, max effortKimi K3 model card (Hugging Face)
Kimi K3Humanity's Last Exam (with tools)56.0HLE-Full, with tools, max effortKimi K3 model card (Hugging Face)
Kimi K3Terminal-Bench88.3Terminal-Bench 2.1, max effortKimi K3 model card (Hugging Face)
Kimi K3BrowseComp91.2max effortKimi K3 model card (Hugging Face)
Kimi K3MMMU-Pro81.6MMMU-Pro, no toolsKimi K3 model card (Hugging Face)
Kimi K3LMArena Text Elo1488LMArena text overall, 'Kimi K3 (Max)', ±4, as of 2026-10-27Arena (LMArena) text leaderboard

Scores are published results from model cards, lab reports, and public leaderboards, each linked to its source. Settings such as thinking mode or test version differ between sources and are shown next to each score. OpenLLM Buddy catalog models are uncensored fine-tunes; their scores are those of the official base model. Data collected 2026-10-30. How the index works