openai

OpenAI: GPT-5.6 Luna (batch)

GPT-5.6 Luna (batch) is an OpenAI model that accepts text, image, and file inputs and produces text output. Its context window of 1,050,000 tokens is large enough to hold long documents or sizable codebases in a single request, and responses can run up to 128,000 tokens. It supports tool calling and reasoning. The listing does not confirm support for structured output, so teams that depend on strict schema adherence should test it before committing. At $0.10 per million input tokens and $0.60 per million output tokens, this model belongs on the shortlist for cost-sensitive, high-volume work, especially jobs that feed in large amounts of context. Its blended benchmark score of 62.3 comes from a single independent benchmark, so its standing is only partly established. Buyers should run their own evaluations on representative tasks rather than rely on that one figure.

Quality Score
100/100
price + capability + benchmarks
Input Price
$0.10
per 1M tokens · checked 2026-10-13
Output Price
$0.60
per 1M tokens · checked 2026-10-13
Context Window
1,050,000
tokens

Benchmark results

Independent, published benchmarks. Blended score 62.3 across 1 benchmark, last refreshed 2026-10-13. How scoring works →

BenchmarkMeasuresScore
AI Index broad capability composite 61.6
Model ID
openai/gpt-5.6-luna: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

Category rankings

Where OpenAI: GPT-5.6 Luna (batch) places across the 7 categories it ranks in. How we rank →

#CategoryScore
#16 Short-Form SummarizationWriting · of 25 ranked 126
#16 Email DraftingWriting · of 25 ranked 122
#16 Language LearningEducation · of 25 ranked 122
#16 Chat CompanionPersonal · of 25 ranked 126
#17 Image CaptioningVision · of 25 ranked 120
#19 Code CompletionCode · of 25 ranked 133
#20 Trivia & General KnowledgePersonal · of 25 ranked 117

Similar models

Quick answers

How much does OpenAI: GPT-5.6 Luna (batch) cost?
$0.10 per million input tokens and $0.60 per million output tokens.
What is OpenAI: GPT-5.6 Luna (batch)'s context window?
1,050,000 tokens, roughly 1,575 pages of text in a single request.
Does OpenAI: GPT-5.6 Luna (batch) support tool calling?
It supports tool calling, structured output, a reasoning mode.
Can OpenAI: GPT-5.6 Luna (batch) process images?
Yes, it accepts image input.

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