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Gemini 3.1 Pro Preview vs GLM 5.1

How do these models stack up? Below is an expert side-by-side comparison of specifications, context window capacity, live pricing per million tokens, and standardized benchmark scores for Gemini 3.1 Pro Preview and GLM 5.1.

Google

Gemini 3.1 Pro Preview

Gemini 3.1 Pro Preview is Google’s frontier reasoning model, delivering enhanced software engineering performance, improved agentic reliability, and more efficient token usage across complex workflows. Building on the multimodal foundation...

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Zhipu AI

GLM 5.1

GLM-5.1 delivers a major leap in coding capability, with particularly significant gains in handling long-horizon tasks. Unlike previous models built around minute-level interactions, GLM-5.1 can work independently and continuously on...

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Technical Specifications

SpecificationGemini 3.1 Pro PreviewGLM 5.1
ProviderGoogleZhipu AI
Context Window1,048,576 tokens202,752 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelmanaged apimanaged api
Production Stabilitybetastable
API AvailableYesYes
Released Date2026-02-192026-04-07

API Pricing Comparison

Input Price per Million Tokens

Gemini 3.1 Pro Preview

$2.00

GLM 5.1

$0.97

Output Price per Million Tokens

Gemini 3.1 Pro Preview

$12.00

GLM 5.1

$3.04

Want to test both models live?

Run side-by-side prompt prompts in our dynamic Sandbox. Check execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Scores show the raw performance percentages verified across key evaluation suites. Higher bars indicate superior accuracy and capability in that domain.

MMLUGeneral knowledge & multi-task understanding
N/Avs8800.0%
Gemini 3.1 Pro Preview
GLM 5.1
HumanEvalPython coding & logic synthesis
N/Avs8950.0%
Gemini 3.1 Pro Preview
GLM 5.1
MATHComplex mathematical problem solving
N/Avs7700.0%
Gemini 3.1 Pro Preview
GLM 5.1
GPQAGraduate-level expert reasoning
N/Avs5100.0%
Gemini 3.1 Pro Preview
GLM 5.1
HellaSwagCommonsense reasoning and inference
N/Avs8850.0%
Gemini 3.1 Pro Preview
GLM 5.1
MT-BenchMulti-turn conversation flow quality
N/Avs920.0%
Gemini 3.1 Pro Preview
GLM 5.1

Gemini 3.1 Pro Preview Quirks & Gotchas

No developer gotchas reported.

GLM 5.1 Quirks & Gotchas

No developer gotchas reported.