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DeepSeek V4 Pro → GLM-5.3: cost per request on six tasks

GLM-5.3 costs 6–10% more than DeepSeek V4 Pro per request on six common tasks. It costs no more per result that works if its results work first time at least 7% more often than DeepSeek V4 Pro's on search re-ranking, and 10% more often on translation.

List prices per million tokens

ModelInputCached inputOutput
DeepSeek V4 Pro$1.32$0.044$3.96
GLM-5.3$1.40$0.26$4.40

Prices checked 2026-11-12.

Cost per 1,000 requests

TaskDeepSeek V4 ProGLM-5.3ChangeCheaper per result that works if it works first time at least
Support bot answerInstructions, three help-centre passages and the customer's question in; a short answer out.$5.15$5.527% more8% more often than DeepSeek V4 Pro
Invoice field extractionInstructions and one invoice's text in; about 15 fields as JSON out.$4.29$4.607% more8% more often than DeepSeek V4 Pro
Lead scoringScoring rules and one lead's form answers in; a score and a one-line reason out.$1.98$2.127% more8% more often than DeepSeek V4 Pro
Email reply draftInstructions and the email thread so far in; a reply of about 300 words out.$3.56$3.868% more9% more often than DeepSeek V4 Pro
TranslationInstructions and about 500 words of text in; the same text in another language out.$4.36$4.7810% more10% more often than DeepSeek V4 Pro
Search re-rankingA search query and 20 result snippets in; the ids of the best five, in order, out.$5.48$5.826% more7% more often than DeepSeek V4 Pro

Token counts are typical sizes, not measurements.

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