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gpt-5.6-luna vs glm-5.3

Side-by-side comparison of gpt-5.6-luna and glm-5.3: benchmarks, pricing, context window and capabilities. Both are accessible through Requesty's unified API. glm-5.3 outperforms gpt-5.6-luna on 5 of 5 shared benchmarks.

Benchmark comparison

Intelligence Indexreasoning
gpt-5.6-luna43.4%
glm-5.348.6%
Coding Indexcoding
gpt-5.6-luna71.4%
glm-5.374.8%
GPQA Diamondreasoning
gpt-5.6-luna91.1%
glm-5.391.7%
SciCodecoding
gpt-5.6-luna53.6%
glm-5.359.0%
Humanity's Last Examreasoning
gpt-5.6-luna39.5%
glm-5.342.3%

Scores sourced from official model cards, Artificial Analysis, and public leaderboards. Benchmarks measure specific skills and don't capture every aspect of model quality.

Pricing & specifications

gpt-5.6-lunaglm-5.3
Input price / 1M$0.20$1.40
Output price / 1M$1.20$4.40
Context window1.1M tokens1M tokens
Max output128K tokens128K tokens
Vision inputYesYes
Tool callingYesYes
ReasoningYesYes
Prompt cachingYesYes
Computer useN/AN/A
ProviderOpenAI Inc.Z.ai

Questions people ask

Is gpt-5.6-luna better than glm-5.3?
glm-5.3 outperforms gpt-5.6-luna on 5 of 5 shared benchmarks. See the benchmark comparison above for specifics: gpt-5.6-luna and glm-5.3 have different strengths across reasoning, coding, math and multimodal tasks.
Which is cheaper, gpt-5.6-luna or glm-5.3?
gpt-5.6-luna is cheaper. gpt-5.6-luna costs $0.20/$1.20 per 1M input/output tokens, while glm-5.3 costs $1.40/$4.40.
Can I use gpt-5.6-luna and glm-5.3 through the same API?
Yes. Requesty provides a single OpenAI-compatible API that routes to both. Change just the "model" parameter to switch between "openai/gpt-5.6-luna" and "zai/glm-5.3", no other code changes needed.
What are the context windows?
gpt-5.6-luna supports up to 1.1M tokens of context. glm-5.3 supports up to 1M tokens. Longer context means you can feed larger documents or codebases in a single prompt, though quality often degrades past 128K for most models.

Switch between gpt-5.6-luna and glm-5.3 with one line of code

Requesty provides a single OpenAI-compatible API for 600+ models. Change the model parameter, not your code.