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$ diff kimi-k3-1-pro hy4-preview

Kimi K3.1 Pro vs Hy4 preview

Values come from Kimi K3.1 Pro and Hy4 preview, where each is cited to its source. This page states no benchmark result and ranks neither model — it puts two published specifications next to each other. Where a lab has not published a figure, the row says so rather than guessing.

What actually differs

Context window
Kimi K3.1 Pro takes 1.0M against 1M — modestly more room in a single request.
Input price
Hy4 preview at $0.834/M against $2/M — 2.4× cheaper to feed. Standard rates: one of these labs also quotes a lower cached-input tier, which applies only when a prefix is reused — see the full spec below.
Output price
Hy4 preview at $2.501/M against $10/M — 4.0× cheaper to generate. Output dominates the bill on most agentic workloads, where the model writes far more than it reads.
Recency
Kimi K3.1 Pro shipped 56 days after Hy4 preview (2026-10-23 vs 2026-08-28).

Full spec

AttributeKimi K3.1 ProHy4 preview
DeveloperMoonshot AITencent
Released2026-10-232026-08-28
Context window1,048,576 tokens ([source](../../sources/blogs/moonshot-2026-10-24-k3-pricing.md))over 1,000,000
Pricing$2.00/MTok input · $10.00/MTok output · $0.20/MTok cached input; cache writes $2.00/MTok (5m), $4.00/MTok (1h); excludes taxes ([source](../../sources/blogs/moonshot-2026-10-24-k3-pricing.md))$0.834/M input · $2.501/M output
Licensenot recordedApache-2.0
AvailabilityKimi.ai, mobile apps, Kimi Work, Kimi Code, Kimi API; enterprise access off by default at launch ([source](../../sources/blogs/moonshot-2026-10-23-kimi-k3-1-pro.md))Hugging Face (BF16 + FP8), ModelScope, GitCode, CNB, Tencent Cloud TokenHub, OpenRouter, WorkBuddy, CodeBuddy, Yuanbao, ima

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