OpenAI: GPT-5.6 Luna Pro

Image input File input Text input Text output
Author's Description

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. Learn more in OpenAI's docs: https://developers.openai.com/api/docs/guides/reasoning#reasoning-mode

Key Specifications
Cost
$$$$$
Context
1M
Released
Jul 09, 2026
Speed
Ability
Reliability
Supported Parameters

This model supports the following parameters:

Include Reasoning Max Tokens Structured Outputs Tools Tool Choice Response Format Seed Reasoning
Features

This model supports the following features:

Response Format Tools Structured Outputs Reasoning
Performance Summary

GPT-5.6 Luna Pro demonstrates competitive response times, performing among the faster models with a 56th percentile ranking across various benchmarks. However, its pricing strategy positions it at premium levels, ranking in the 9th percentile for cost-effectiveness. A standout feature is its exceptional reliability, achieving a perfect 100% success rate across all benchmarks, indicating robust and consistent operational stability. The model exhibits strong performance across several benchmark categories. It excels in Instruction Following and Coding, achieving 86.9% and 95.0% accuracy respectively, placing it in the top tier for these complex tasks. Its Reasoning capabilities are also robust at 94.0% accuracy. While its Hallucinations (Baseline) accuracy is high at 98.0%, suggesting a good ability to acknowledge uncertainty, its Email Classification and Ethics scores, at 98.0% and 99.0% respectively, are solid but fall closer to the average percentile. The "pro" reasoning mode appears to contribute to its high accuracy in complex tasks, making it a strong contender for applications requiring precise execution and logical inference. Its primary weakness lies in its premium pricing, which may be a consideration for cost-sensitive deployments.

Model Pricing

Current Pricing

Feature Price (per 1M tokens)
Prompt $1
Completion $6
Input Cache Read $0.1
Input Cache Write $1.25
Web Search $10000

Price History

Available Endpoints
Provider Endpoint Name Context Length Pricing (Input) Pricing (Output)
OpenAI
OpenAI | openai/gpt-5.6-luna-pro-20260709 1M $1 / 1M tokens $6 / 1M tokens
OpenAI
OpenAI | openai/gpt-5.6-luna-pro-20260709 1M $0.5 / 1M tokens $3 / 1M tokens
OpenAI
OpenAI | openai/gpt-5.6-luna-pro-20260709 1M $2 / 1M tokens $12 / 1M tokens
Azure
Azure | openai/gpt-5.6-luna-pro-20260709 1M $1 / 1M tokens $6 / 1M tokens
Azure
Azure | openai/gpt-5.6-luna-pro-20260709 1M $1.1 / 1M tokens $6.6 / 1M tokens
Benchmark Results
Benchmark Category Reasoning Strategy Free Executions Accuracy Cost Duration
Other Models by openai