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Claude Sonnet 4.5 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 4.5 and GLM 4.5 Air.

Anthropic

Claude Sonnet 4.5

Claude Sonnet 4.5 is Anthropic’s most advanced Sonnet model to date, optimized for real-world agents and coding workflows. It delivers state-of-the-art performance on coding benchmarks such as SWE-bench Verified, 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 4.5GLM 4.5 Air
ProviderAnthropicZhipu AI
Context Window1,000,000 tokens131,072 tokens
Agent Suitability91/100N/A
Time to First Token (TTFT)380 msN/A
Deployment Modelmanaged apimanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2025-09-292025-07-25

API Pricing Comparison

Input Price per Million Tokens

Claude Sonnet 4.5

$3.00

GLM 4.5 Air

$0.13

Output Price per Million Tokens

Claude Sonnet 4.5

$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
8950.0%vsN/A
Claude Sonnet 4.5
GLM 4.5 Air
HumanEvalPython coding & logic synthesis
9280.0%vsN/A
Claude Sonnet 4.5
GLM 4.5 Air
MATHComplex mathematical problem solving
8000.0%vsN/A
Claude Sonnet 4.5
GLM 4.5 Air
GPQAGraduate-level expert reasoning
6250.0%vsN/A
Claude Sonnet 4.5
GLM 4.5 Air
HellaSwagCommonsense reasoning and inference
9580.0%vsN/A
Claude Sonnet 4.5
GLM 4.5 Air
MT-BenchMulti-turn conversation flow quality
930.0%vsN/A
Claude Sonnet 4.5
GLM 4.5 Air

Claude Sonnet 4.5 Quirks & Gotchas

  • Excellent for long-form writing and nuanced document analysis
  • Slightly slower than Sonnet 4.6 — upgrade for production agentic use

GLM 4.5 Air Quirks & Gotchas

No developer gotchas reported.