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Claude Sonnet 4.6 vs GLM 4.5 Air

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 4.6 and GLM 4.5 Air.

Anthropic

Claude Sonnet 4.6

Sonnet 4.6 is Anthropic's most capable Sonnet-class model yet, with frontier performance across coding, agents, and professional work. It excels at iterative development, complex codebase navigation, end-to-end project management with...

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Zhipu AI

GLM 4.5 Air

GLM-4.5-Air is the lightweight variant of our latest flagship model family, also purpose-built for agent-centric applications. Like GLM-4.5, it adopts the Mixture-of-Experts (MoE) architecture but with a more compact parameter...

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Technical Specifications

SpecificationClaude Sonnet 4.6GLM 4.5 Air
ProviderAnthropicZhipu AI
Context Window1,000,000 tokens131,072 tokens
Agent Suitability94/100N/A
Time to First Token (TTFT)350 msN/A
Deployment Modelmanaged apimanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2026-02-172025-07-25

API Pricing Comparison

Input Price per Million Tokens

Claude Sonnet 4.6

$3.00

GLM 4.5 Air

$0.13

Output Price per Million Tokens

Claude Sonnet 4.6

$15.00

GLM 4.5 Air

$0.85

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
9040.0%vsN/A
Claude Sonnet 4.6
GLM 4.5 Air
HumanEvalPython coding & logic synthesis
9370.0%vsN/A
Claude Sonnet 4.6
GLM 4.5 Air
MATHComplex mathematical problem solving
8230.0%vsN/A
Claude Sonnet 4.6
GLM 4.5 Air
GPQAGraduate-level expert reasoning
6500.0%vsN/A
Claude Sonnet 4.6
GLM 4.5 Air
HellaSwagCommonsense reasoning and inference
9600.0%vsN/A
Claude Sonnet 4.6
GLM 4.5 Air
MT-BenchMulti-turn conversation flow quality
940.0%vsN/A
Claude Sonnet 4.6
GLM 4.5 Air

Claude Sonnet 4.6 Quirks & Gotchas

  • โ–ธBest balance of speed and capability โ€” default for most Claude integrations
  • โ–ธComputer-use (beta) feature enables autonomous UI interaction

GLM 4.5 Air Quirks & Gotchas

No developer gotchas reported.