GPT-5.6 Luna Pro

gpt-5.6-luna-pro

GPT-5.6 Luna Pro is the enhanced version of the Luna series, intended for higher-quality answers, more stable instruction following, and stronger task completion. It is suitable for complex conversations, content generation, knowledge Q&A, business analysis, coding assistance, and multi-step automation tasks. Luna Pro is well suited for product experiences where output quality and user experience matter, such as professional writing assistants, enterprise AI assistants, customer support, knowledge-base systems, and agent workflows. It is a good option when the task requires more reliability than the standard Luna model.

Context Window

1.1M tokens

Maximum Output

128K tokens

Release Date

Jul 9, 2026

Modalities

GPT-5.6 Luna Pro Pricing

Token TierInput PriceOutput PriceCache ReadCache Create 5m
<=272K$1/M$6/M$0.1/M$1.25/M
>272K$2/M$9/M$0.2/M$2.5/M

GPT-5.6 Luna Pro API Capabilities

Reasoning

Supported

Tool calling

Supported

Temperature parameter

Not supported

Attachments

Supported

Knowledge Base

2026-02-16

Endpoint Protocols

Completions API

GPT-5.6 Luna Pro Model Highlights

GPT-5.6 Luna Pro applies the efficient GPT-5.6 Luna family to high-volume workloads that benefit from additional reasoning, long context and image understanding.

Efficient Deep Reasoning

The Pro configuration emphasizes additional deliberation while retaining the Luna family’s focus on cost-sensitive processing.

Million-Token Context

A 1,050,000-token context window enables consolidated processing of lengthy documents, code collections and accumulated task history.

Visual Reasoning

Text and image inputs can be evaluated together, allowing the model to reason about screenshots, diagrams and scanned material.

GPT-5.6 Luna Pro Use Cases

GPT-5.6 Luna Pro is suited to economical document review, complex classification and visual data processing that require more careful reasoning.

Large-Batch Document Review

Review long files against detailed policies, identify exceptions and return concise findings for downstream handling.

Nuanced Content Classification

Apply multi-part criteria to large content streams, distinguish borderline cases and attach clear classification rationales.

Visual Record Processing

Interpret forms, screenshots and scanned records, extract relevant details and flag entries that require human review.

How to Use GPT-5.6 Luna Pro via the TokenHub API

Create API key
import OpenAI from "openai"

const client = new OpenAI({
  apiKey: process.env.TOKENHUB_API_KEY,
  baseURL: "https://us-api.tokenhub.com/v1",
})

const result = await client.chat.completions.create({})
console.log(result.choices[0]?.message?.content)

GPT-5.6 Luna Pro Benchmarks

Index score
Artificial Analysis Intelligence IndexArtificial Analysis broad capability aggregate33.3
Artificial Analysis Coding IndexArtificial Analysis software task aggregate44.2
Knowledge & Reasoning
GPQAAdvanced science problem solving83.5%
HLEBroad expert-level exam set18.8%
Coding & Engineering
SciCodeScientific coding challenges45.6%
Instruction Following & Agent Tasks
AA-LCRLong-context reasoning59.3%

Metrics sourced from Artificial Analysis

GPT-5.6 Luna Pro FAQs

Common questions about using GPT-5.6 Luna Pro on TokenHub.

What is GPT-5.6 Luna Pro?+

GPT-5.6 Luna Pro is a GPT-5.6 Luna-series model exposed through TokenHub. It is intended for users who need a general AI model for chat, reasoning, writing and API-based workflows.

What is GPT-5.6 Luna Pro best for?+

It is suitable for conversational assistants, content drafting, summarization, structured data extraction, code help and multi-step task automation.

What are the strengths of GPT-5.6 Luna Pro?+

Its strengths are general-purpose task coverage, clear instruction following and flexible integration through TokenHub. The Pro version is generally a better fit when you want higher-quality outputs and can accept potentially higher cost or latency.

What limitations or tradeoffs should I consider with GPT-5.6 Luna Pro?+

As with any AI model, review important outputs for accuracy, test prompts with your own data and compare latency, cost and quality against alternatives before production use.

How do I use GPT-5.6 Luna Pro through the TokenHub API?+

Select "GPT-5.6 Luna Pro" as the model in your TokenHub request, use your account endpoint and credentials, and set parameters such as temperature, max tokens and streaming according to your application needs.

How should I choose between GPT-5.6 Luna Pro and related GPT-5.6 models?+

Start with a small evaluation set that reflects your real tasks. Choose the model that gives the best balance of answer quality, reliability, latency and cost for your workload.

Ready to use GPT-5.6 Luna Pro?

Use one API key to access GPT-5.6 Luna Pro and more AI models through TokenHub.

Create API key