OpenAI: GPT-5.6 Luna Pro (batch)
GPT-5.6 Luna Pro from OpenAI is designed for handling text, images, and files with a context length of 1 million tokens. It supports reasoning and tools, making it versatile for complex tasks. However, this model does not offer structured output or open weights access. Given its pricing at $0.1 per million input tokens and $0.6 per million output tokens, it may be more suitable for projects requiring extensive text generation or multimodal processing where the cost is a secondary consideration. Until further benchmark coverage is available, users should carefully assess their needs against this model's capabilities before shortlisting it.
- Model ID
- openai/gpt-5.6-luna-pro:batch
- Vendor
- openai
- Released
- July 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 $0.10/M input and $0.60/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 | $0.08 |
| A month of a busy support chatbot | 5M in / 2M out | $1.70 |
Category rankings
Where OpenAI: GPT-5.6 Luna Pro (batch) places across the 5 categories it ranks in. How we rank →
| # | Category | Score |
|---|---|---|
| #11 | Social Media PostsWriting · of 25 ranked | 119 |
| #11 | Voice Assistant BackendVoice · of 25 ranked | 123 |
| #17 | Self-Hosted / LocalCost · of 25 ranked | 117 |
| #20 | Real-Time ChatLatency · of 25 ranked | 117 |
| #22 | Cheap Bulk InferenceCost · of 25 ranked | 137 |
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Quick answers
- How much does OpenAI: GPT-5.6 Luna Pro (batch) cost?
- $0.10 per million input tokens and $0.60 per million output tokens.
- What is OpenAI: GPT-5.6 Luna Pro (batch)'s context window?
- 1,050,000 tokens, roughly 1,575 pages of text in a single request.
- Does OpenAI: GPT-5.6 Luna Pro (batch) support tool calling?
- It supports tool calling, structured output, a reasoning mode.
- Can OpenAI: GPT-5.6 Luna Pro (batch) process images?
- Yes, it accepts image input.