OpenAI: GPT-6 Luna (batch)
GPT-6 Luna (batch) is an OpenAI model that accepts text, image, and file inputs. It offers a context window of 1,050,000 tokens and can generate up to 128,000 tokens in a single completion, which suits long documents and large multi-file inputs. It supports tool calling and reasoning. Structured output support is not listed, so confirm it before building schema-dependent pipelines. At $0.05 per million input tokens and $0.25 per million output tokens, its per-token cost is low enough to make it a candidate for high-volume workloads where price drives the decision. The trade-off is evidence: there is no independent benchmark coverage yet, so its quality relative to alternatives is unproven. Shortlist it for cost-sensitive, long-context, or tool-using tasks, and run your own evaluations on representative data before committing production traffic to it.
- Model ID
- openai/gpt-6-luna:batch
- Vendor
- openai
- Released
- September 2026
- Tokenizer
- GPT
- Input Modalities
- file, image, text
- Output Modalities
- text
- Max Output
- 128,000 tokens
- Tool Calling
- ✓ supported
- Structured Output
- ✓ supported
- Reasoning Mode
- ✓ supported
- Vision
- ✓ accepts images
- Audio
- no
- Moderated
- yes
What it costs in practice
Computed from the current $0.05/M input and $0.25/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 | $0.75 |
Category rankings
Where OpenAI: GPT-6 Luna (batch) places across the 3 categories it ranks in. How we rank →
| # | Category | Score |
|---|---|---|
| #7 | Real-Time ChatLatency · of 25 ranked | 118 |
| #15 | Self-Hosted / LocalCost · of 25 ranked | 117 |
| #21 | Cheap Bulk InferenceCost · of 25 ranked | 137 |
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Quick answers
- How much does OpenAI: GPT-6 Luna (batch) cost?
- $0.05 per million input tokens and $0.25 per million output tokens.
- What is OpenAI: GPT-6 Luna (batch)'s context window?
- 1,050,000 tokens, roughly 1,575 pages of text in a single request.
- Does OpenAI: GPT-6 Luna (batch) support tool calling?
- It supports tool calling, structured output, a reasoning mode.
- Can OpenAI: GPT-6 Luna (batch) process images?
- Yes, it accepts image input.