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GLM 5.3 Spot vs GLM 5

GLM 5.3 Spot is cheaper on output tokens, while GLM 5.3 Spot offers a larger context window. Choose GLM 5.3 Spot or GLM 5 based on the trade-off between cost, context, and the benchmarks that matter for your use case.

SpecGLM 5.3 SpotGLM 5
ProviderFireworks AIZ.ai
Input / 1M tokens$0.98$1.00
Output / 1M tokens$3.08$3.20
Context window1M205K
Parameters—744B
Open weightsYesYes
ReleasedAug 2026Feb 2026
LiveBench score—68.7
LMArena (Chatbot Arena) Elo score—1446
LMArena WebDev Elo score—1435
GPQA Diamond score—87.8
FrontierMath score—16.4
Epoch Capabilities Index score—146
SWE-bench Multilingual score—69.7
SWE-bench Verified score—72.8

FAQ

Is GLM 5.3 Spot or GLM 5 cheaper?

GLM 5.3 Spot is cheaper on output tokens ($3.08 vs $3.20 per 1M).

Which has the larger context window, GLM 5.3 Spot or GLM 5?

GLM 5.3 Spot has the larger context window (1M tokens).

Pricing is indicative — confirm with the provider before production use. Highlighted values indicate the better figure for that row.