Kimi K3
Language Available Full comparison ↗ moonshot/kimi-k3 · by Moonshot AI
· mixture-of-experts
Pricing — 1 offering(s)
Input tokens
- $3.00 / 1M tokens (input) Current 2026-07-16 → present
Cached input tokens
- $0.30 / 1M tokens (cached input) Current 2026-07-16 → present
Cache write tokens (5-minute TTL)
- $3.00 / 1M tokens (cache write)
Current
2026-07-16 → present
5-minute TTL (Moonshot's default). Writes with a 1-hour TTL cost $6.00/1M. A cache hit refreshes the entry's…
5-minute TTL (Moonshot's default). Writes with a 1-hour TTL cost $6.00/1M. A cache hit refreshes the entry's lifetime with no further write charge.
Output tokens
- $15.00 / 1M tokens (output) Current 2026-07-16 → present
Showing the active price and any recorded history. Full pricing history is available via the paid API — see API docs.
See how Kimi K3 fits into a cost-aware routing setup
See how →Capability profile
How Kimi K3 rates across core capability dimensions, with the task-level evidence behind each rating.
SWE-bench Verified (500 human-verified GitHub issues; patch must pass the repo's own tests; no file-location hints): resolves 93.4% — fails roughly 1 issue in 15. Independent (Vals AI leaderboard, #3 of 72; mini-SWE-agent harness).
1,000,000-token context window per Moonshot's own model docs.
AA-Briefcase Elo 1543 — the 2nd-highest score recorded on this independent agentic-knowledge-work benchmark, behind only Claude Fable 5 (1574), and well ahead of GPT-5.6 Sol max (1501), Claude Sonnet 5 max (1388), and Claude Opus 4.8 max (1347). A +727-point improvement over the previous-generation Kimi K2.6 (816) on the same benchmark. artificialanalysis.ai/articles/kimi-k3-agentic-knowledge-benchmark, published 2026-07-21, confirmed 2026-08-19.
37.7 output tokens/sec, rank #54/107 — Artificial Analysis describes it as "notably slow and somewhat verbose." Same source as reasoning, confirmed 2026-08-19.
$0.84 cost per Artificial Analysis Intelligence Index task, rank #35/107. Same source, confirmed 2026-08-19.
Ratings are estimated — limited independent data is available for this model.
Coding benchmarks
View the full coding benchmark leaderboard →| Benchmark | Score | Harness | Source |
|---|---|---|---|
| swe-bench-verified ↗ | 93.4% 2026-07 | mini-swe-agent | 📊 leaderboard ↗ |
| terminal-bench-2-1 | 88.3% 2026-07 | kimi-code | 🏢 vendor ↗ |
| terminal-bench-4-0 | 19.7% 2026-09 | mini-swe-agent | 📊 leaderboard ↗ |
Operator guidance
Moonshot's current flagship (superseded K2.6, 2026-07-16). Independently confirmed strong on coding (SWE-bench Verified) and now also on reasoning and tool-use (Artificial Analysis Intelligence Index and AA-Briefcase, both #1-2 in class) — the strongest-evidenced entry in the Kimi family. Notably slow output (37.7 tok/s) is the main tradeoff. Drop to Kimi K2.6 for the prior-generation, lower-cost option, or K2.7 Code specifically for coding-focused workloads at a much lower price.
Use cases
- Frontier-scale general and agentic tasks needing a very large context window
- Coding and long-horizon agentic workflows (independently confirmed strong via SWE-bench Verified)
Limitations
- Full model weights were only committed to a 2026-07-27 release at the time of writing (2026-07-23) — some claims may be preview-stage