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AI Model Atlas / Z.ai

GLM 5.3 Flash (batch)

One million input tokens cost $0.047 and one million output tokens $0.061. Context window: 1M tokens, about 1,748 A4 pages.

Data from 11 November 2026 API identifier: z-ai/glm-5.3-flash:batch

What it costs in practice

Pricing per million tokens doesn't mean anything to anyone, so I convert it to three tasks that people actually give to models. The usage assumptions are listed for each row so you can verify them.

TaskInputOutputCost
1500-word articlebrief plus finished text in English 1,500 tokens 2,200 tokens $0.0002
100 chat queries700 tokens per question and 400 per answer 70,000 tokens 40,000 tokens $0.0057
Hour of work with an agentagent reads repository and writes fixes 250,000 tokens 30,000 tokens $0.01
The calculation does not include tax, intermediary markup, or context caching, which with repeated prompts can cut input costs by several dozen percent.

Technical details

ProviderZ.ai
Modalitiestext + image + video → text
Context window1M tokens (~1,748 A4 pages)
Maximum response944k tokens
Step-by-step reasoningyes
Tool callingyes
Forced JSON formatyes
Knowledge cutoffnot specified
Cache read$0.020 per million
Content moderationno extra filter

How it compares to the rest

The database contains 469 models. In terms of input pricing GLM 5.3 Flash (batch) is more expensive than 6 percent of paid models. A longer context window is available in 54 models.

Input price history

2026-09-08 · $0.152026-11-11 · $0.047

The chart shows the price of a million input tokens on consecutive measurement days. History starts on the day I launched the atlas and grows with each day. I don't backfill data.

Alternatives at a similar price

Models from other providers whose cost for the same article comes out closest.

ModelInput / MOutput / M1500-word articleContext
Ling 3.0 FlashInclusionai $0.021 $0.063 $0.0002 262k
Llama 3 8B LunarisSao10K $0.040 $0.050 $0.0002 8k
Mistral Small 3Mistral AI $0.050 $0.080 $0.0003 33k
Nex-N2.5-MiniNex agi $0.025 $0.10 $0.0003 262k

Compare GLM 5.3 Flash (batch) with another model or go back to the full database 469 models.

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