GLM-5.3 vs GPT-5.6 Luna

A side-by-side comparison of GLM-5.3 and GPT-5.6 Luna: input/output pricing, capabilities and available endpoints, served live from 188pay.ai. Both are reachable with the same API key.

Pricing comparison

ItemGLM-5.3GPT-5.6 Luna
Input (per 1M tokens)$0.77$0.65
Output (per 1M tokens)$2.42$3.9
Cache read (per 1M tokens)$0.143$0.065
Cache write 5m (per 1M tokens)$0.8125

Specifications

ItemGLM-5.3GPT-5.6 Luna
Context window1,048,576922,000
Max output131,072128,000

Capability comparison

ItemGLM-5.3GPT-5.6 Luna
function_callingYesYes
prompt_cachingYesYes
visionYes

Which should you pick

Which is cheaper, GLM-5.3 or GPT-5.6 Luna?

On input, GPT-5.6 Luna is cheaper ($0.77 vs $0.65 per 1M tokens). On output, GLM-5.3 is cheaper ($2.42 vs $3.9 per 1M tokens). All prices are per million tokens in USD.

Which has the larger context window, GLM-5.3 or GPT-5.6 Luna?

GLM-5.3 does — GLM-5.3 accepts 1,048,576 input tokens and GPT-5.6 Luna accepts 922,000.

What can GLM-5.3 do that GPT-5.6 Luna cannot?

both support function_calling, prompt_caching; only GPT-5.6 Luna supports vision.

Can I switch between GLM-5.3 and GPT-5.6 Luna without changing my code?

Yes. Both are available on 188pay.ai through one API key and the same OpenAI-compatible endpoint — switching means changing the model field from "glm-5.3" to "gpt-5.6-luna", nothing else.

Both are available on 188pay.ai under one API key — switching between them means changing the model field and nothing else, so you can use each where it fits rather than picking one.

GLM-5.3 · GPT-5.6 Luna · All models