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Claude Sonnet 4 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 Claude Sonnet 4 and GLM 5.1.

Anthropic

Claude Sonnet 4

Claude Sonnet 4 significantly enhances the capabilities of its predecessor, Sonnet 3.7, excelling in both coding and reasoning tasks with improved precision and controllability. Achieving state-of-the-art performance on SWE-bench (72.7%),...

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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

SpecificationClaude Sonnet 4GLM 5.1
ProviderAnthropicZhipu AI
Context Window1,000,000 tokens202,752 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelmanaged apimanaged api
Production Stabilitybetastable
API AvailableYesYes
Released Date2025-05-222026-04-07

API Pricing Comparison

Input Price per Million Tokens

Claude Sonnet 4

$3.00

GLM 5.1

$0.97

Output Price per Million Tokens

Claude Sonnet 4

$15.00

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
8800.0%vs8800.0%
Claude Sonnet 4
GLM 5.1
HumanEvalPython coding & logic synthesis
9150.0%vs8950.0%
Claude Sonnet 4
GLM 5.1
MATHComplex mathematical problem solving
7880.0%vs7700.0%
Claude Sonnet 4
GLM 5.1
GPQAGraduate-level expert reasoning
6050.0%vs5100.0%
Claude Sonnet 4
GLM 5.1
HellaSwagCommonsense reasoning and inference
9500.0%vs8850.0%
Claude Sonnet 4
GLM 5.1
MT-BenchMulti-turn conversation flow quality
920.0%vs920.0%
Claude Sonnet 4
GLM 5.1

Claude Sonnet 4 Quirks & Gotchas

No developer gotchas reported.

GLM 5.1 Quirks & Gotchas

No developer gotchas reported.