openai

OpenAI: GPT-6 Luna (batch)

Quality Score
100/100
price + capability + benchmarks
Input Price
$0.05
per 1M tokens · checked 2026-11-07
Output Price
$0.25
per 1M tokens · checked 2026-11-07
Context Window
1,050,000
tokens

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 →

JobTokensCost
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 →

#CategoryScore
#7 Real-Time ChatLatency · of 25 ranked 118
#15 Self-Hosted / LocalCost · of 25 ranked 117
#21 Cheap Bulk InferenceCost · of 25 ranked 137

Similar models

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.

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