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Kimi K3.1 Pro vs GLM 5.3 FlashX Legal

Detailed technical comparison between Kimi K3.1 Pro (Moonshot AI) and GLM 5.3 FlashX Legal (Zhipu AI). 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 WinsvsGLM 5.3 FlashX Legal: 0 Wins
Context Leader

Tie

Equal Capacity
Agentic Tool-Calling

Tie

Equal Capability
Lowest Latency (TTFT)

Tie

Equal Speed
Input Price Leader

GLM 5.3 FlashX Legal

$0.37 / 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 →
Zhipu AIactive

GLM 5.3 FlashX Legal

GLM-5.3-FlashX-Legal (GLM-Legal) is Z.ai's legal-domain variant of GLM-5.3-FlashX, a native multimodal model that accepts text, image, and video input and produces text. It adds legal-domain mid-training and post-training with reinforcement...

View GLM 5.3 FlashX Legal Full Specs →

Technical Specifications

🏆 = Superior Spec
SpecificationKimi K3.1 ProGLM 5.3 FlashX Legal
ProviderMoonshot AIZhipu AI
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 Date2026-10-232026-11-02

API Pricing Comparison

Input Price per Million Tokens

Kimi K3.1 Pro

$2.00

GLM 5.3 FlashX Legal

$0.37

Output Price per Million Tokens

Kimi K3.1 Pro

$10.00

GLM 5.3 FlashX Legal

$1.25

💡 Cost Ratio: GLM 5.3 FlashX Legal is 5.4x 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%vs72.4%+13.2% Kimi K3.1 Pro
Kimi K3.1 Pro 🏆
GLM 5.3 FlashX Legal
HumanEvalPython coding & logic synthesis
84.8%vs68.6%+16.2% Kimi K3.1 Pro
Kimi K3.1 Pro 🏆
GLM 5.3 FlashX Legal
MATHComplex mathematical problem solving
66.0%vs41.8%+24.2% Kimi K3.1 Pro
Kimi K3.1 Pro 🏆
GLM 5.3 FlashX Legal
GPQAGraduate-level expert reasoning
47.4%vs29.2%+18.2% Kimi K3.1 Pro
Kimi K3.1 Pro 🏆
GLM 5.3 FlashX Legal
HellaSwagCommonsense reasoning and inference
86.6%vs76.4%+10.2% Kimi K3.1 Pro
Kimi K3.1 Pro 🏆
GLM 5.3 FlashX Legal
MT-BenchMulti-turn conversation flow quality
8.9%vs7.9%+1.0% Kimi K3.1 Pro
Kimi K3.1 Pro 🏆
GLM 5.3 FlashX Legal

Kimi K3.1 Pro Quirks & Gotchas

No developer gotchas reported.

GLM 5.3 FlashX Legal Quirks & Gotchas

No developer gotchas reported.

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