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GLM 5.3 vs Grok 4.6: price, context window and capabilities

GLM 5.3 (z-ai/glm-5.3) is a language model from Z.ai and Grok 4.6 (x-ai/grok-4.6) a multimodal language model from SpaceXAI; both are on the OceanToken API. GLM 5.3 costs less per token than Grok 4.6: $1.19 against $2.00 per 1M input tokens (41% less) and $3.74 against $6.00 per 1M output tokens (38% less). GLM 5.3 has the larger context window: 1.05M tokens (1,048,576) against 500K (500,000) for Grok 4.6. Both support tool calling, reasoning and structured outputs; only Grok 4.6 also lists image input and file input.

Side by side

SpecGLM 5.3 −25%Grok 4.6
ModelGLM 5.3z-ai/glm-5.3Grok 4.6x-ai/grok-4.6
PublisherZ.aiSpaceXAI
KindTextText & vision
Context window1.05M tokens1,048,576500K tokens500,000
Input price$1.19 / 1M tokens $1.40$2.00 / 1M tokens
Output price$3.74 / 1M tokens $4.40$6.00 / 1M tokens
Cached input price$0.26 / 1M tokens$0.50 / 1M tokens
Web search price–$0.005 / search
Discount (vs official, top tier)−25%—
Inputstexttext, images and files
Outputstexttext
Tool callingYesYes
ReasoningYesYes
Structured outputsYesYes

About these prices

Which should you choose?

  • Choose GLM 5.3 to spend less per token: 41% less for input and 38% less for output than Grok 4.6.
  • Choose GLM 5.3 for the longest inputs: its context window holds 1.05M tokens against 500K for Grok 4.6.
  • Choose Grok 4.6 if you need image input and file input: GLM 5.3 does not list them.
  • Not sure? Call both with the same OceanToken API key and compare them on your own prompts; each request is billed per use from one prepaid balance.

Get API Key  GLM 5.3  Grok 4.6 

Frequently asked questions

Which is cheaper, GLM 5.3 or Grok 4.6?

GLM 5.3. GLM 5.3 costs less per token than Grok 4.6: $1.19 against $2.00 per 1M input tokens (41% less) and $3.74 against $6.00 per 1M output tokens (38% less). These are OceanToken starting prices per use; the OceanToken console always shows the current price.

Which has the larger context window, GLM 5.3 or Grok 4.6?

GLM 5.3. GLM 5.3 has the larger context window: 1.05M tokens (1,048,576) against 500K (500,000) for Grok 4.6.

Can I call both GLM 5.3 and Grok 4.6 with one API key?

Yes. Both are on the OceanToken API at https://api.oceantoken.ai/v1: one API key and one prepaid balance call either model. Send the model id z-ai/glm-5.3 or x-ai/grok-4.6.

Models and publishers

GLM 5.3 · Grok 4.6 · All Z.ai models · All SpaceXAI models

Compare any two models

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