GLM-5.2 vs GPT-5.6 Luna

GLM-5.2 and GPT-5.6 Luna are both current production-tier models. GLM-5.2 is meaningfully cheaper at $1.4 / $4.4 per 1M. GLM-5.2 leads on coding, reasoning, multilingual.

Specs side by side

Metric
Z.ai
GLM-5.2
OpenAI
GPT-5.6 Luna
Input price (per 1M)$1.4$1
Output price (per 1M)$4.4$6
Context window1M tokens1.1M tokens
Speed tierbalancedfast
Open weightsYesNo
EU regionNoYes
Free tierbigmodel.cnNo
Prompt cachingYesYes
Vision inputNoYes
Extended thinkingYesYes

When to choose each

Z.ai Free tier

Choose GLM-5.2 if…

  • You need open weights for self-hosting or fine-tuning
  • You want a free tier for prototyping
  • Coding is central to your workload
  • Reasoning is central to your workload
OpenAI

Choose GPT-5.6 Luna if…

  • EU data residency is required
  • HIPAA eligibility is required
  • You need image input / vision

Benchmark delta

GLM-5.2 leads on

  • Coding
  • Reasoning
  • Multilingual

GPT-5.6 Luna leads on

GPT-5.6 Luna has no meaningful benchmark lead in this pair.

FAQ — GLM-5.2 vs GPT-5.6 Luna

GLM-5.2 vs GPT-5.6 Luna — which is better?

GLM-5.2 and GPT-5.6 Luna are both current production-tier models. GLM-5.2 is meaningfully cheaper at $1.4 / $4.4 per 1M. GLM-5.2 leads on coding, reasoning, multilingual. The right pick depends on your use case — see "When to choose each" above for a data-driven decision.

How does GLM-5.2 pricing compare to GPT-5.6 Luna?

GLM-5.2 costs $1.4 / $4.4 per 1M vs GPT-5.6 Luna at $1 / $6 per 1M. GLM-5.2 is cheaper on output tokens by roughly 36%. Both support prompt caching, which reduces effective cost by 80-90% on repeat system prompts.

Does GLM-5.2 or GPT-5.6 Luna have the bigger context window?

GPT-5.6 Luna has a 1.1M-token context window — 1× the 1M context of GLM-5.2. Enough for entire codebases, books, or multi-document RAG.

Is there a free tier for GLM-5.2 or GPT-5.6 Luna?

GLM-5.2: yes — Free tier with monthly token allowance. GPT-5.6 Luna: no — Low-cost at $1/$6 per 1M; starter credits only.

Which is better for coding — GLM-5.2 or GPT-5.6 Luna?

GLM-5.2 leads on coding benchmarks (GLM-5.2: 93/100, GPT-5.6 Luna: 85/100). For production coding agents also weigh tool-use performance — GLM-5.2 scores 86, GPT-5.6 Luna scores 87.