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LLMs

Fugu Ultra v2 vs GLM 5.3 Prime

GLM 5.3 Prime is 2.6× cheaper than Fugu Ultra v2 on a blended basis.

$5.00

per 1M input tokens

$2.80

per 1M input tokens

Side by side

Green marks the better value in each row where a comparison is meaningful.

Sakana: Fugu Ultra v2 compared with Z.ai: GLM 5.3 Prime
AttributeFugu Ultra v2GLM 5.3 Prime
ProviderSakanaZ.ai
Input / 1M tokens$5.00$2.80
Output / 1M tokens$30.00$8.80
Blended / 1M tokens$11.25$4.30
Cached input / 1M$0.500$0.560
Context window1M1M
Max output128K131K
Input modalitiestext, image, filetext
ReasoningYesYes
Tool callingYesYes
Structured outputYesYes
Prompt cachingYesYes
Open weightsNoNo
Knowledge cutoff2026-08-28-
ReleasedSeptember 11, 2026September 23, 2026

Frequently asked

Is Fugu Ultra v2 or GLM 5.3 Prime cheaper?

GLM 5.3 Prime is 2.6× cheaper than Fugu Ultra v2 on a blended basis.

What is the price difference between Fugu Ultra v2 and GLM 5.3 Prime?

Fugu Ultra v2 costs $5.00 per million input tokens and $30.00 per million output tokens. GLM 5.3 Prime costs $2.80 and $8.80 respectively.

Which has the larger context window, Fugu Ultra v2 or GLM 5.3 Prime?

Both offer 1M tokens.