gpt-5-6-luna-pro
GPT-5.6 Luna Pro is the same underlying model as GPT-5.6 Luna, served in pro reasoning mode for better answers on complex tasks while keeping Luna’s lower per-token price.
Pricing: Input 40 credits / 1M tokens (≈ $0.20), Output 240 credits / 1M tokens (≈ $1.20).
Prices updated
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GPT-5.6 Luna Pro API on ModelFold
GPT-5.6 Luna Pro is the same underlying model as GPT-5.6 Luna, served in pro reasoning mode for better answers on complex tasks while keeping Luna’s lower per-token price. Try GPT-5.6 Luna Pro in the ModelFold Playground, then call it from your own code through an OpenAI-compatible chat completions API.
What Is the GPT-5.6 Luna Pro API
GPT-5.6 Luna Pro at a glance
GPT-5.6 Luna Pro is a chat model from OpenAI. It accepts text, images and files (such as PDF) as input and returns text, with a context window of up to 1M tokens.
Use it without hosting anything
On ModelFold you call GPT-5.6 Luna Pro with a single API key — no model weights to download and no inference servers to run. The same key also works for the other chat, image, video and audio models on ModelFold.
Core Capabilities of GPT-5.6 Luna Pro
Up to 1M tokens of context
Keep long conversations, large documents and sizeable code in a single request, so the model can reason over the full material instead of fragments.
Understands images and files (such as PDF)
Besides text, GPT-5.6 Luna Pro accepts images and files (such as PDF) as input, so a single request can combine instructions with visual or other media.
Function calling
GPT-5.6 Luna Pro supports tool (function) calling: describe your functions in the request and the model returns structured calls your code can run — the basis for agents and integrations.
Adjustable reasoning effort
Choose a reasoning effort level (low, medium or high) per request to balance depth of thinking against speed and token usage.
Structured outputs
Ask for JSON that follows a schema (response_format), which makes extraction, classification and system integrations more reliable.
How to Use GPT-5.6 Luna Pro on ModelFold
- 1
Step 1: Try it in the Playground
Open the Playground at the top of this page, type a prompt and see how GPT-5.6 Luna Pro responds before writing any code.
- 2
Step 2: Create an API key
Sign in to ModelFold and create an API key in the console. Keep it secret and send it as a Bearer token.
- 3
Step 3: Send a request
Call POST https://modelfold.ai/v1/chat/completions with "model": "gpt-5-6-luna-pro" and your messages. Existing OpenAI-compatible SDKs work by changing the base URL and key.
- ✓
Step 4: Ship and monitor
Integrate the response into your product and check token usage and spend for every call in the console logs.
What You Can Build with GPT-5.6 Luna Pro
Analysis and complex reasoning
Work through research questions, data interpretation, planning and other problems that need careful step-by-step reasoning.
High-volume pipelines
Run classification, extraction, rewriting and batch jobs at scale where cost per request matters.
AI coding assistants
Generate, explain, debug and refactor code, review pull requests and work through multi-file changes in developer tools and IDE plugins.
Autonomous agents
Build agents that plan multi-step tasks, call your tools and APIs, and keep working toward a goal across long sessions.
Frequently Asked Questions
What is GPT-5.6 Luna Pro?⌄
GPT-5.6 Luna Pro is the same underlying model as GPT-5.6 Luna, served in pro reasoning mode for better answers on complex tasks while keeping Luna’s lower per-token price.
Which inputs does GPT-5.6 Luna Pro support?⌄
GPT-5.6 Luna Pro accepts text, images and files (such as PDF) and returns text. Through ModelFold you can send text and images (OpenAI-style image_url content); in the Playground you can also attach documents, which are converted to text.
How long is the context window of GPT-5.6 Luna Pro?⌄
Up to 1M tokens, shared between your input and the model’s output.
Does GPT-5.6 Luna Pro support function calling?⌄
Yes. GPT-5.6 Luna Pro supports tools / function calling through the standard tools parameter of the chat completions API.
How is GPT-5.6 Luna Pro billed on ModelFold?⌄
Pay as you go by tokens: input and output tokens are charged at the per-million-token prices shown on this page. There is no monthly fee, and failed requests are not charged.
How do I call GPT-5.6 Luna Pro through the API?⌄
Send a POST request to https://modelfold.ai/v1/chat/completions with "model": "gpt-5-6-luna-pro", using your ModelFold API key as the Bearer token.
| Input | 40 credits 1M tokens≈ $0.20 |
| Output | 240 credits 1M tokens≈ $1.20 |
Billed per token: input and output are priced separately, and thinking tokens count as output. The Playground charges exactly the same way.
Read API docs →AI Agents · Claude Code / Cursor / Trae →curl https://modelfold.ai/v1/chat/completions \
-H "Authorization: Bearer $MODELFOLD_API_KEY" \
-H "Content-Type: application/json" \
-d '{"model":"gpt-5-6-luna-pro","messages":[{"role":"user","content":"Hello"}]}'