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GLM 5.3 Prime pricing

$2.80 per 1M input tokens and $8.80 per 1M output tokens. In real work that is 1.6¢ per chat answer and 5.2¢ to summarize a 20-page PDF.

Input / 1M$2.80
Output / 1M$8.80
Cached input / 1M$0.56
Chat answer1.6¢
Context1M
Quality-

What GLM 5.3 Prime costs per task

Token counts estimated from a measured model of the same lab (GLM 5.3 Flash), rescaled by tokenizer. Reasoning tokens are billed as output.

TaskCostTokens usedPrice rankBasis
Answer a chat question
1.6¢$15.82 / 1,000
48 in · 391 out · 1,391 reasoning293 of 336estimated
Reply to a customer email
0.30¢$3.01 / 1,000
265 in · 234 out · 24 reasoning257 of 336estimated
Write a 1,500-word blog post
6.1¢$61.10 / 1,000
62 in · 2,174 out · 4,749 reasoning304 of 336estimated
Write 10 product descriptions
6.3¢$62.77 / 1,000
289 in · 1,101 out · 5,940 reasoning310 of 336estimated
Translate 1,000 words
9.3¢$93.09 / 1,000
1,330 in · 1,394 out · 8,761 reasoning317 of 336estimated
Proofread one page (500 words)
0.91¢$9.06 / 1,000
730 in · 642 out · 155 reasoning260 of 336estimated
Summarize a 20-page PDF
5.2¢$52.35 / 1,000
12,995 in · 544 out · 1,270 reasoning302 of 336estimated
Extract data from an invoice
1.0¢$10.17 / 1,000
391 in · 455 out · 576 reasoning278 of 336estimated
Analyze a 200-row spreadsheet
≥15¢$155 / 1,000
4,900 in · 0 out · 16,000 reasoning296 of 336estimated
Answer from 5 retrieved documents (RAG)
2.8¢$27.74 / 1,000
3,714 in · 274 out · 1,697 reasoning299 of 336estimated
Classify 100 support tickets
7.3¢$72.68 / 1,000
1,281 in · 441 out · 7,411 reasoning319 of 336estimated
Review 500 lines of code
≥15¢$153 / 1,000
4,532 in · 2 out · 15,998 reasoning304 of 336estimated
Write a SQL query
1.4¢$14.40 / 1,000
128 in · 473 out · 1,123 reasoning291 of 336estimated
Run a 50-step coding agent
$1.82$1,823 / 1,000
2,239,737 in · 15,014 out · 28,800 reasoning278 of 336modeled

Price at every provider

List prices per 1M tokens (input / output) at each host serving GLM 5.3 Prime through OpenRouter today. Hosts can differ in quantization, context and speed.

ProviderInput / outputCached inputContextUptime
Alibaba logo
Alibabaunknown
$2.80 / $8.80$0.561M100%

Price history

First seen in our price history on Sep 29, 2026 at $2.80 input / $8.80 output. The list price has not changed since.

$0$2.53$5.06$7.59$10.12Sep 2026Oct 2026Oct 2026Oct 2026Oct 2026
Output per 1MInput per 1M

FAQ

How much does GLM 5.3 Prime cost?

GLM 5.3 Prime costs $2.80 per 1 million input tokens and $8.80 per 1 million output tokens, with cached input at $0.56 (list price on Oct 18, 2026). In practice one chat answer costs about 1.6¢ and summarizing a 20-page PDF about 5.2¢.

Where is GLM 5.3 Prime cheapest?

Among 1 providers we track, the lowest list price today is at Alibaba: $2.80 input and $8.80 output per 1M tokens.

Does GLM 5.3 Prime charge for reasoning tokens?

Yes. Reasoning (thinking) tokens are billed as output tokens. That is why the cost per task can be much higher than the visible answer suggests - our task costs include them.

Is the GLM 5.3 Prime cost per task measured or estimated?

Estimated: GLM 5.3 Prime was not run directly. Tokens come from GLM 5.3 Flash and are rescaled by the tokenizer of Z.ai. Real usage can differ.