Moonshot AI

Kimi K3

Moonshot AI's native-vision, 2.8T-parameter MoE for long-horizon coding, knowledge work, and reasoning, available through Kimi apps and API with a one-million-token context window.

reasoningcodingagentsvisionlong-context

Model record

Kimi K3 model overview

Kimi K3 is a api + app model from Moonshot AI. It was released on July 16, 2026. Its strongest case is one-million-token context, while buyers should account for full weights, the technical report, and announced vllm work remained future as of the checked date.

Kimi K3 benchmark snapshot

EvaluationReported scoreWhat it probes
MMLU-ProNot reportedBroad knowledge and multi-step reasoning
GPQA DiamondNot reportedGraduate-level science reasoning
SWE-bench VerifiedNot reportedVerified real-repository issue resolution
LiveCodeBenchNot reportedContamination-aware competitive programming
SWE-Bench ProNot reportedLonger, harder professional software tasks
Artificial Analysis Intelligence Index57Composite third-party capability index; version matters

Scores are percentages reported by model creators or benchmark maintainers under varying settings. A blank is preferable to an inferred result. See our methodology.

Kimi K3 strengths

  • One-million-token context
  • Native vision and long-horizon coding
  • First-party app, coding-agent, and API access

Kimi K3 limitations

  • Full weights, the technical report, and announced vLLM work remained future as of the checked date
  • Requires preserved thinking history and may act too proactively without explicit constraints
  • Provider reports a remaining UX gap versus its cited proprietary frontier peers
Editorial take: Benchmark rank should narrow a shortlist, not close a purchase. Run a private evaluation with representative prompts, failure cases, latency targets, and total token costs.

Compare Kimi K3

Source record

Specifications and scores are linked to the best source located during review. Provider-reported results are not presented as third-party lab reproductions.

Source limitation: First-party Kimi source. Kimi.com, Kimi Work, Kimi Code, and API model kimi-k3 were available when checked. Official API prices are $0.30 per MTok for cache-hit input, $3.00 for cache-miss input, and $15.00 for output; inputPrice records cache-miss input because the schema has no cached-input field. Full weights, a technical report, and a KDA/vLLM contribution were announced for release by 2026-07-27 and were not treated as available on 2026-07-21. Active parameters and a weight license remain unavailable. Intelligence Index 57 is the Artificial Analysis v4.1 result: https://artificialanalysis.ai/articles/kimi-k3-achieves-3-in-the-artificial-analysis-intelligence-index-comparable-to-opus-4-8-and-gpt-5-5.

Read Kimi K3 technical blog