Choose DeepSeek: DeepSeek V4 Flash Vision Exp (batch) if…
- you generate long outputs in one go — up to 944K tokens (about 707,800 words) per response
DeepSeek: DeepSeek V4 Flash Vision Exp (batch) vs Z.ai: GLM 5.3 Flash (batch)
Neither wins outright: DeepSeek: DeepSeek V4 Flash Vision Exp (batch) is the pick when you generate long outputs in one go, Z.ai: GLM 5.3 Flash (batch) when cost matters at scale.
Key numbers
| Spec | DeepSeek: DeepSeek V4 Flash Vision Exp (batch) | Z.ai: GLM 5.3 Flash (batch) |
|---|---|---|
| Provider | DeepSeek | Z Ai |
| Input price (per 1M tokens) | $0.11 | $0.05 |
| Output price (per 1M tokens) | $0.33 | $0.18 |
| Blended price (3:1 input/output) | $0.17 | $0.08 |
| Cheaper than … of all models we track | 73% | 83% |
| Context window | 1.0M tokens (~1,573 pages) | 1.0M tokens (~1,573 pages) |
| Larger context than … of all models | 81% | 81% |
| Max output per response | 944K tokens (~707,800 words) | 131K tokens (~98,300 words) |
| Input types | text, image | text, image, video |
| Output types | text | text |
| Free variant | No | No |
| Listed since | 2026-08-21 | 2026-08-26 |
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What it costs for real workloads
Monthly cost at list price for five common workloads. Token counts per unit are stated so you can scale them to your own traffic. A workload that does not fit a model's context window is marked rather than priced.
| Workload (per month) | DeepSeek: DeepSeek V4 Flash Vision Exp (batch) | Z.ai: GLM 5.3 Flash (batch) | Difference |
|---|---|---|---|
| Customer-support chatbot 50,000 conversations — each a 6-turn conversation (1,500 in / 400 out tokens) | $14.85 | $7.35 | Z.ai: GLM 5.3 Flash (batch) saves $7.50 |
| RAG search over documents 20,000 questions — each a question answered from ~8 retrieved passages (6,000 in / 500 out tokens) | $16.50 | $7.80 | Z.ai: GLM 5.3 Flash (batch) saves $8.70 |
| Coding / tool-using agent 2,000 tasks — each a multi-step task with tool calls and file context (60,000 in / 6,000 out tokens) | $17.16 | $8.16 | Z.ai: GLM 5.3 Flash (batch) saves $9.00 |
| Batch summarisation 10,000 documents — each a 6,000-word report summarised to a page (8,000 in / 600 out tokens) | $10.78 | $5.08 | Z.ai: GLM 5.3 Flash (batch) saves $5.70 |
| Long-document analysis 500 documents — each a 150-page contract or codebase read in one pass (100,000 in / 2,000 out tokens) | $5.83 | $2.68 | Z.ai: GLM 5.3 Flash (batch) saves $3.15 |
Capabilities side by side
| Capability | DeepSeek: DeepSeek V4 Flash Vision Exp (batch) | Z.ai: GLM 5.3 Flash (batch) | What it lets you do |
|---|---|---|---|
| Tool / function calling | ✓ Yes | ✓ Yes | call your APIs and run agent loops |
| Structured output (JSON schema) | ✓ Yes | ✓ Yes | return JSON that validates against your schema |
| Reasoning / thinking mode | ✓ Yes | ✓ Yes | spend extra tokens thinking before answering hard problems |
| Image input | ✓ Yes | ✓ Yes | read screenshots, charts and scanned pages |
| Audio input | — | — | take speech or audio directly |
| File / PDF input | — | — | accept documents without your own parsing step |
| Image output | — | — | generate images, not just text |
| Built-in web search | — | — | answer from live web results |
| Seed (reproducible sampling) | — | ✓ Yes | repeat a generation for tests and evals |
| Log-probabilities | ✓ Yes | ✓ Yes | read token confidence for classification and scoring |
From each model's published parameters and input/output types. “—” means not advertised, not proven absent.
Price history
- DeepSeek: DeepSeek V4 Flash Vision Exp (batch): price unchanged since we started tracking it on 2026-09-09.
- Z.ai: GLM 5.3 Flash (batch): input price cut 17% ($0.06 → $0.05/1M), output price cut 10% ($0.20 → $0.18/1M) on 2026-10-16 (3 price changes since 2026-08-29).
| Date | Model | Input / 1M | Output / 1M |
|---|---|---|---|
| 2026-10-16 | Z.ai: GLM 5.3 Flash (batch) | $0.05 | $0.18 |
| 2026-09-23 | Z.ai: GLM 5.3 Flash (batch) | $0.06 | $0.20 |
| 2026-09-09 | Z.ai: GLM 5.3 Flash (batch) | $0.07 | $0.25 |
Which should you choose?
Choose Z.ai: GLM 5.3 Flash (batch) if…
- cost matters at scale — it is 50% cheaper on a typical 3:1 input/output mix ($7.35 vs $14.85 a month for 50,000 support chats)
- you need seed (reproducible sampling) — to repeat a generation for tests and evals; DeepSeek: DeepSeek V4 Flash Vision Exp (batch) does not advertise it
Frequently asked questions
Is DeepSeek: DeepSeek V4 Flash Vision Exp (batch) better than Z.ai: GLM 5.3 Flash (batch)?
Neither wins outright: DeepSeek: DeepSeek V4 Flash Vision Exp (batch) is the pick when you generate long outputs in one go, Z.ai: GLM 5.3 Flash (batch) when cost matters at scale. In short: DeepSeek: DeepSeek V4 Flash Vision Exp (batch) when you generate long outputs in one go; Z.ai: GLM 5.3 Flash (batch) when cost matters at scale, you need seed (reproducible sampling).
Which is cheaper, DeepSeek: DeepSeek V4 Flash Vision Exp (batch) or Z.ai: GLM 5.3 Flash (batch)?
Z.ai: GLM 5.3 Flash (batch) is cheaper: $0.08 vs $0.17 per 1M tokens at a typical 3:1 input/output mix, 50% less. For 50,000 support conversations a month that is $7.35 against $14.85.
How much do DeepSeek: DeepSeek V4 Flash Vision Exp (batch) and Z.ai: GLM 5.3 Flash (batch) cost per million tokens?
DeepSeek: DeepSeek V4 Flash Vision Exp (batch) costs $0.11 per 1M input tokens and $0.33 per 1M output tokens; Z.ai: GLM 5.3 Flash (batch) costs $0.05 input and $0.18 output. Output tokens are billed separately, so long answers shift the gap.
Which has the bigger context window, DeepSeek: DeepSeek V4 Flash Vision Exp (batch) or Z.ai: GLM 5.3 Flash (batch)?
Both take 1.0M tokens per request — roughly 1,573 pages of text.
Do DeepSeek: DeepSeek V4 Flash Vision Exp (batch) and Z.ai: GLM 5.3 Flash (batch) support function calling and JSON output?
Tool calling — DeepSeek: DeepSeek V4 Flash Vision Exp (batch): yes, Z.ai: GLM 5.3 Flash (batch): yes. JSON-schema structured output — DeepSeek: DeepSeek V4 Flash Vision Exp (batch): yes, Z.ai: GLM 5.3 Flash (batch): yes.
Can DeepSeek: DeepSeek V4 Flash Vision Exp (batch) or Z.ai: GLM 5.3 Flash (batch) read images?
Yes, both accept image input.
Is DeepSeek: DeepSeek V4 Flash Vision Exp (batch) or Z.ai: GLM 5.3 Flash (batch) free to use?
No free variant is listed for either; both are pay-per-token.
What is the maximum output length of DeepSeek: DeepSeek V4 Flash Vision Exp (batch) and Z.ai: GLM 5.3 Flash (batch)?
DeepSeek: DeepSeek V4 Flash Vision Exp (batch) can write up to 944K tokens (about 707,800 words) per response; Z.ai: GLM 5.3 Flash (batch) up to 131K (about 98,300 words).
When were DeepSeek: DeepSeek V4 Flash Vision Exp (batch) and Z.ai: GLM 5.3 Flash (batch) released?
DeepSeek: DeepSeek V4 Flash Vision Exp (batch) was listed on 2026-08-21; Z.ai: GLM 5.3 Flash (batch) on 2026-08-26.
Has the price of DeepSeek: DeepSeek V4 Flash Vision Exp (batch) or Z.ai: GLM 5.3 Flash (batch) changed?
DeepSeek: DeepSeek V4 Flash Vision Exp (batch): price unchanged since we started tracking it on 2026-09-09. Z.ai: GLM 5.3 Flash (batch): input price cut 17% ($0.06 → $0.05/1M), output price cut 10% ($0.20 → $0.18/1M) on 2026-10-16 (3 price changes since 2026-08-29).
About the two models
DeepSeek: DeepSeek V4 Flash Vision Exp (batch)
DeepSeek V4 Flash Vision Exp is an experimental vision-enabled version of [DeepSeek V4 Flash 0731](https://openrouter.ai/deepseek/deepseek-v4-flash-0731) from DeepSeek, adding image understanding while matching the base model on text capabilities including agents,...
Full DeepSeek: DeepSeek V4 Flash Vision Exp (batch) specs →Z.ai: GLM 5.3 Flash (batch)
GLM-5.3-Flash is a native multimodal model from Z.ai. It is suited for efficient coding and long-horizon agent tasks. Its hybrid sparse and linear attention architecture maintains accurate long-context behavior while...
Full Z.ai: GLM 5.3 Flash (batch) specs →