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OpenAI: GPT-5.6 Luna Pro (batch) API Pricing

OpenAI: GPT-5.6 Luna Pro (batch) costs $0.100 per 1M input tokens and $0.600 per 1M output tokens (cache reads: $0.010). Context window: 1.1M. Prices verified 2026-10-21 · source

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Alternatives to consider

🏠 Same provider
OpenAI: gpt-oss-20b
$0.018 in / $0.090 out
Quality score: 10

Cheapest openai model — 84% less per month

Price history
2026-08-23 → 2026-10-21 · 59 daily snapshots
inputoutput

Rebuilt daily from our snapshot archive — the chart appears once a model has 5+ snapshots of history.

Pricing behavior
Stable — no price moves across our 59 daily snapshots (2026-08-23 → 2026-10-21).

From our own daily snapshot archive — independent of provider announcements.

Input / 1M tokens
$0.100
Output / 1M tokens
$0.600
Context window
1.1M
Max output
128K

Token economics

Token typePricevs base input
Standard input$0.100—
Cache read$0.010−90%
Output$0.600—
Web search tool$10/1k searches—

Prompt caching stores repeated context server-side: reads cost far less, but writes carry a one-time premium.

Reasoning behavior
Mode: On by default (toggleable)
Effort levels:maxxhighhighmediumlownone

Higher effort = deeper thinking = more reasoning tokens billed as output.

Knowledge cutoff
2026-02-16

Training data ends here — newer events require retrieval or web search.

What would OpenAI: GPT-5.6 Luna Pro (batch) cost you per month?

WorkloadRequests/moAvg tokens (in/out)Est. monthly cost
Light chatbot10,000800 / 400$3.20
Coding agent5,0008,000 / 2,000$10.00
RAG pipeline30,0004,000 / 500$21.00
Doc summarizer2,00020,000 / 1,000$5.20

Estimates use list prices without prompt caching. Caching can cut input cost by up to 90% on repeated context.

About OpenAI: GPT-5.6 Luna Pro (batch)

GPT-5.6 Luna Pro is the same underlying model as [GPT-5.6 Luna](https://openrouter.ai/openai/gpt-5.6-luna), served with `reasoning.mode` set to `pro` for higher-quality responses on complex tasks. **Cost note:** pro mode spends far more...

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Frequently asked questions

How much does OpenAI: GPT-5.6 Luna Pro (batch) cost?

OpenAI: GPT-5.6 Luna Pro (batch) costs $0.100 per 1M input tokens and $0.600 per 1M output tokens; cached input tokens cost $0.010 per 1M. Verified 2026-10-21 — provider source.

What is the context window?

1.1M tokens, with up to 128K output tokens per response. That's roughly 1313 pages of text in a single request.

Does it support prompt caching?

Yes — cached input is $0.010/1M, about 90% cheaper than standard input. Agents and RAG workloads with repeated context benefit most.

What's a cheaper alternative?

ScaleDown: Summarize saves about 88% on a typical workload with comparable quality.

Official resources