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.
Benchmark results
Independent, published benchmarks. Blended score 70.6 across 1 benchmark, last refreshed 2026-10-13. How scoring works →
| Benchmark | Measures | Score |
|---|---|---|
| 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 →
| Job | Tokens | Cost |
|---|---|---|
| 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.
| Date | Input /M | Output /M | Context |
|---|---|---|---|
| 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 →
| # | Category | Score |
|---|---|---|
| #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 |
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Z.ai: GLM 5.3 (batch)
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.