openai

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.

Quality Score
100/100
price + capability + benchmarks
Input Price
$0.10
per 1M tokens · checked 2026-09-23
Output Price
$0.60
per 1M tokens · checked 2026-09-23
Context Window
1,050,000
tokens
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 →

JobTokensCost
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

Similar models

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.

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