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Model details

GPT-5.6 Luna Pro

GPT-5.6 Luna Pro is the lightest of three Pro-tier configurations that OpenAI revealed alongside an upgraded GeneBench-Pro genomics benchmark, sitting below Terra Pro and Sol Pro in capability. The standard Luna tier already improved on that benchmark from 16.5% to 23.6% in the Pro configuration, while Terra Pro reached 28.5% and Sol Pro 31.5%, establishing Luna Pro as the entry point into the Pro lineup. It is framed as the same underlying model as GPT-5.6 Luna, served with reasoning mode set to a higher-quality setting, which lets it handle complex analytical tasks without jumping to the more expensive siblings.

The model is designed for agentic and document-heavy workflows rather than raw scale. It combines tool calling and structured output for orchestrating external systems, attachments and image input for mixed-media grounding, and PDF handling for documents that would otherwise need to be split apart. In practice, hosting telemetry shows Azure's US endpoint sustaining roughly 286 tokens per second with a 7.75s p50 latency and 99.44% uptime over thirty days, while OpenAI's direct endpoint runs faster on latency but trades off on availability, suggesting that deployment choice meaningfully shapes user experience. This makes Luna Pro a practical fit for teams that want Pro-tier reasoning over long inputs at a lower price point than Terra Pro or Sol Pro.

Venice AIopenai-gpt-56-luna-progpt-luna

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Provider
Venice AI
Model key
openai-gpt-56-luna-pro
Release date
Jul 9, 2026
Last updated
Jul 9, 2026
Knowledge cutoff
2026-02-16
Input modalities
Output modalities
Capabilities

Cost

Input token cost
$0.25
Output token cost
$1.50

Limits

Output tokens
128,000 tokens
Context window
1,000,000 tokens

Transparent token rates

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Rates are shown per one million tokens. Combined means one million input plus one million output tokens.

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Latest news about GPT-5.6 Luna Pro

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CoverageBenchmark

An OpenAI research paper dated June 30, 2026 first publicly listed GPT-5.6 Luna Pro as a distinct configuration, according to a TechTimes report analyzing the GeneBench-Pro benchmark results table. The paper revealed three Pro-tier variants—Luna Pro, Terra Pro, and Sol Pro—never previously announced by OpenAI, appearin On the 129-problem GeneBench-Pro benchmark spanning genomics, quantitative biology, and translational medicine, GPT-5.6 Luna Pro showed a concrete capability lift over the standard GPT-5.6 Luna tier. The standard Luna configuration achieved a 16.5% pass rate at its highest reasoning setting, while the Pro (Extended) co

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Coverage

OpenRouter independently lists openai/gpt-5.6-luna-pro as the same underlying model as GPT-5.6 Luna but served with reasoning.mode set to "pro" for higher-quality responses on complex tasks. It confirms a 1M context window, July 9, 2026 release, and a February 2026 knowledge cutoff, routing requests across multiple hos Listed pricing per 1M tokens is $0.20 input / $1.20 output on OpenAI and Azure, with cheaper OpenAI Flex at $0.10/$0.60 and premium OpenAI Fast at $0.40/$2.40; weighted-average effective prices across providers are ~$0.11 input and ~$1.20 output. Performance figures show OpenAI Fast leading at 183 tok/s throughput and

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