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LANGUAGE & CODING / Moonshot AI

Kimi K3.1 Pro

Long-horizon software engineering, reasoning, and visual knowledge work.

Checked 2026-10-05CodingAgents & toolsReasoningDocuments & writingVisual understanding

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
Kimi API · launch-post CNY rates

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.

Prices are USD per million native tokens, with input and output billed separately. Extra reasoning tokens, retries, tool calls, cache writes, storage, and taxes can change the bill. Use-case tags reflect our reading of official capabilities, not measured rankings.

Sources & methodology

Moonshot AI · Kimi K3.1 Pro launch post ↗ Checked 2026-10-23

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