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GLM 5.3 Spot vs ERNIE 5.1

ERNIE 5.1 is cheaper on output tokens, while GLM 5.3 Spot offers a larger context window. Choose GLM 5.3 Spot or ERNIE 5.1 based on the trade-off between cost, context, and the benchmarks that matter for your use case.

SpecGLM 5.3 SpotERNIE 5.1
ProviderFireworks AINanoGPT
Input / 1M tokens$0.98$0.75
Output / 1M tokens$3.08$3.00
Context window1M119K
Parameters——
Open weightsYesNo
ReleasedAug 2026May 2026
LMArena (Chatbot Arena) Elo score—1468

FAQ

Is GLM 5.3 Spot or ERNIE 5.1 cheaper?

ERNIE 5.1 is cheaper on output tokens ($3.00 vs $3.08 per 1M).

Which has the larger context window, GLM 5.3 Spot or ERNIE 5.1?

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.