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Kimi K3.1 Pro vs Hy4

Detailed technical comparison between Kimi K3.1 Pro (Moonshot AI) and Hy4 (Tencent). Review live API token pricing, context window capabilities, time-to-first-token latency, and verified benchmark scores side-by-side.

⚡ Executive Summary & Verdict

Comparison Snapshot

Kimi K3.1 Pro: 6 WinsvsHy4: 0 Wins
Context Leader

Tie

Equal Capacity
Agentic Tool-Calling

Tie

Equal Capability
Lowest Latency (TTFT)

Tie

Equal Speed
Input Price Leader

Hy4

$0.42 / MTok
Moonshot AIactive

Kimi K3.1 Pro

Kimi K3.1 Pro is Moonshot AI's flagship open-weight multimodal reasoning model and a post-trained successor to Kimi K3, with a 1M-token context window. It is built for long-horizon coding, 3D...

View Kimi K3.1 Pro Full Specs →
Tencentactive

Hy4

The official release of Hy4 delivers comprehensive and substantial improvements over Hy4 Preview, with particularly strong gains in agentic capabilities and performance across a wide range of long-horizon, real-world productivity...

View Hy4 Full Specs →

Technical Specifications

🏆 = Superior Spec
SpecificationKimi K3.1 ProHy4
ProviderMoonshot AITencent
Context Window1,048,576 tokens1,048,576 tokens
Agent SuitabilityNot yet benchmarkedNot yet benchmarked
Time to First Token (TTFT)No public TTFT dataNo public TTFT data
Deployment Modelmanaged apimanaged api
Production StabilityNot verifiedNot verified
API AvailableYesYes
Released Date2026-10-232026-11-04

API Pricing Comparison

Input Price per Million Tokens

Kimi K3.1 Pro

$2.00

Hy4

$0.42

Output Price per Million Tokens

Kimi K3.1 Pro

$10.00

Hy4

$1.25

💡 Cost Ratio: Hy4 is 4.8x cheaper per input token than Kimi K3.1 Pro.

Want to test both models live?

Run side-by-side prompt benchmarks in our dynamic multi-model Sandbox. Compare execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Standardized Scores (0–100%)

Scores show verified raw accuracy percentages across standardized AI evaluation suites. Higher bars indicate superior performance in that domain.

MMLUGeneral knowledge & multi-task understanding
85.6%vs79.6%+6.0% Kimi K3.1 Pro
Kimi K3.1 Pro 🏆
Hy4
HumanEvalPython coding & logic synthesis
84.8%vs77.8%+7.0% Kimi K3.1 Pro
Kimi K3.1 Pro 🏆
Hy4
MATHComplex mathematical problem solving
66.0%vs55.0%+11.0% Kimi K3.1 Pro
Kimi K3.1 Pro 🏆
Hy4
GPQAGraduate-level expert reasoning
47.4%vs40.4%+7.0% Kimi K3.1 Pro
Kimi K3.1 Pro 🏆
Hy4
HellaSwagCommonsense reasoning and inference
86.6%vs82.6%+4.0% Kimi K3.1 Pro
Kimi K3.1 Pro 🏆
Hy4
MT-BenchMulti-turn conversation flow quality
8.9%vs8.5%+0.4% Kimi K3.1 Pro
Kimi K3.1 Pro 🏆
Hy4

Kimi K3.1 Pro Quirks & Gotchas

No developer gotchas reported.

Hy4 Quirks & Gotchas

No developer gotchas reported.

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