z-ai

Z.ai: GLM 5.3 Flash (batch)

Z.ai's GLM 5.3 Flash (batch) accepts text, image, and video inputs, so it can serve mixed-media pipelines without a separate vision model. Its context window is 1,048,576 tokens, with up to 131,072 tokens per completion, which leaves room for very long documents or extended outputs in a single call. It supports tool calling and a reasoning mode. Structured output support and open-weights status are not listed, so confirm both before depending on them. At $0.06 per million input tokens and $0.20 per million output tokens, this model belongs on shortlists for high-volume or long-context workloads where per-token cost drives the decision. Its blended benchmark score of 70.6 rests on a single independent benchmark (AI Index score 69.0), so its standing is only lightly evidenced. Teams should test it on their own tasks before committing.

Quality Score
100/100
price + capability + benchmarks
Input Price
$0.06
per 1M tokens · checked 2026-10-13
Output Price
$0.20
per 1M tokens · checked 2026-10-13
Context Window
1,048,576
tokens

Benchmark results

Independent, published benchmarks. Blended score 70.6 across 1 benchmark, last refreshed 2026-10-13. How scoring works →

BenchmarkMeasuresScore
AI Index broad capability composite 69.0
Model ID
z-ai/glm-5.3-flash:batch
Vendor
z-ai
Released
August 2026
Tokenizer
Other
Input Modalities
text, image, video
Output Modalities
text
Max Output
131,072 tokens
Tool Calling
✓ supported
Structured Output
✓ supported
Reasoning Mode
✓ supported
Vision
✓ accepts images
Audio
no
Moderated
no

What it costs in practice

Computed from the current $0.06/M input and $0.20/M output rates. Run your own numbers →

JobTokensCost
Summarize a 50-page report 30k in / 1.5k out under $0.01
Classify 1,000 customer emails 500k in / 50k out $0.04
A month of a busy support chatbot 5M in / 2M out $0.70

Price & spec history

Tracked daily by PicksByModel since 2026-08-29.

DateInput /MOutput /MContext
2026-09-23 $0.06 $0.20 1,048,576
2026-09-09 $0.07 $0.25 1,048,576
2026-08-29 $0.15 $0.50 1,048,575

Category rankings

Where Z.ai: GLM 5.3 Flash (batch) places across the 24 categories it ranks in. How we rank →

#CategoryScore
#6 Image CaptioningVision · of 25 ranked 121
#6 Cheap Bulk InferenceCost · of 25 ranked 137
#8 Short-Form SummarizationWriting · of 25 ranked 127
#8 Email DraftingWriting · of 25 ranked 123
#8 Language LearningEducation · of 25 ranked 123
#8 Chat CompanionPersonal · of 25 ranked 127
#9 Trivia & General KnowledgePersonal · of 25 ranked 117
#9 Real-Time ChatLatency · of 25 ranked 118
#12 Code CompletionCode · of 25 ranked 133
#12 Video Auto-TaggingVideo · of 25 ranked 123
#13 Video SummarizationVideo · of 25 ranked 148
#14 Sales / Cold EmailBusiness · of 25 ranked 119
#14 Job Application DraftingBusiness · of 25 ranked 119
#14 Journaling HelperPersonal · of 25 ranked 119
#14 Recipe GenerationPersonal · of 25 ranked 119
#14 Self-Hosted / LocalCost · of 25 ranked 117
#23 Regex WritingCode · of 25 ranked 126
#23 Bulk Data LabelingData · of 25 ranked 129
#23 Language TranslationWriting · of 25 ranked 126
#23 Resume WritingBusiness · of 25 ranked 113
#23 Tutoring for KidsPersonal · of 25 ranked 126
#24 Dataset AnnotationResearch · of 25 ranked 133
#25 Social Media PostsWriting · of 25 ranked 119
#25 Voice Assistant BackendVoice · of 25 ranked 123

Similar models

Quick answers

How much does Z.ai: GLM 5.3 Flash (batch) cost?
$0.06 per million input tokens and $0.20 per million output tokens.
What is Z.ai: GLM 5.3 Flash (batch)'s context window?
1,048,576 tokens, roughly 1,572 pages of text in a single request.
Does Z.ai: GLM 5.3 Flash (batch) support tool calling?
It supports tool calling, structured output, a reasoning mode.
Can Z.ai: GLM 5.3 Flash (batch) process images?
Yes, it accepts image input.

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