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GLM-5.3-Flash vs Muse Spark 1.3

Price, context window and capabilities side by side, read from the same catalog that meters your calls, not from a press release.

GLM-5.3-Flash is 8.3x cheaper on input. GLM-5.3-Flash is 8.5x cheaper on output. Muse Spark 1.3 holds 1M tokens against 1M.

At a glance

Side by side

GLM-5.3-Flash

Z.ai

Native multimodal coding model at the lowest rate in the catalog.

Input$0.15/M
Output$0.5/M

Meta

Meta Superintelligence Labs' frontier model, fourth on the Artificial Analysis index, served by Meta directly.

Input$1.25/M
Output$4.25/M

Specifications

Every difference we can measure

 GLM-5.3-FlashMuse Spark 1.3
Input price$0.15/M$1.25/M
Output price$0.5/M$4.25/M
Context window1M tokens1M tokens
VisionYesYes
Tool callingYesYes
Prompt cachingYesYes
Long contextYesYes

A row appears only when we hold the fact for both models. Anything the provider has not published is left out rather than guessed, so an empty row is missing data and never a zero.

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FAQ

Frequently asked questions

What is the difference between GLM-5.3-Flash and Muse Spark 1.3?

GLM-5.3-Flash is 8.3x cheaper on input. GLM-5.3-Flash is 8.5x cheaper on output. Muse Spark 1.3 holds 1M tokens against 1M. Both run on the same endpoint and the same key here, so trying each is a one-line change to the model id.

Which is cheaper, GLM-5.3-Flash or Muse Spark 1.3?

GLM-5.3-Flash is, on input tokens. Output usually dominates the bill on generative work, so check the output row above against your own ratio of prompt to completion before deciding.

Can I switch between GLM-5.3-Flash and Muse Spark 1.3 without changing my code?

Yes. Both are OpenAI-compatible through one CompanyFabric key, so switching is the model string and nothing else, no second SDK, no second contract, one prepaid balance across both.

Do I have to choose?

No. Send companyfabric/auto and we route each request to the cheapest model that can serve it, which is how most people use both without deciding in advance.

One key. Every model. Exact prices.

Run GLM-5.3-Flash and Muse Spark 1.3 on the same key and compare them on your own prompts. Free starter credits included, no subscription required.