LANGUAGE & CODING / Moonshot AI
Kimi K3.1 Pro
Long-horizon software engineering, reasoning, and visual knowledge work.
PRICE / USD
Not verified
Per 1 million uncached input tokens · output billed separately
- Input / 1M tokens
- Not verified
- Output / 1M tokens
- Not verified
- Cached input / 1M tokens
- Not verified
- Cache write / 1M tokens
- Not verified
The launch post lists kimi-k3.1-pro at ¥1.3 per million cache-hit input tokens, ¥13 cache-miss input and ¥68 output. No verified USD listing was available at the October 23, 2026 check, so no USD figure is shown.
Moonshot AI · Kimi K3.1 Pro launch post ↗SPEED & CAPABILITIES
Not benchmarked
No speed classification verified for this version and serving tier. This does not mean it is slow.
- Our own output-speed measurement
- Not measured
- Context window
- 1,048,576
- API model ID
kimi-k3.1-pro
No reviewed Intelligence Index score for this exact model version and setting.
K3.1 Pro is a post-training of the K3 base model and a separate version from the K2.6 historical evaluation.
No third-party Artificial Analysis index score exists for this version yet; launch-post benchmark figures are vendor-reported.
Suggested starting role: complex planning. The documented focus on long-horizon software engineering and reasoning carries over from the K3 base model, and the launch post highlights coding, 3D creation, financial research, and long-horizon agent work. Its large context is not itself evidence of higher accuracy. This is editorial guidance, not a benchmark score.
Sources & methodology
Moonshot AI · Kimi K3.1 Pro launch post ↗ Checked 2026-10-23