gpt-5-2-chat
GPT-5.2 Chat (also called Instant) is the fast, lightweight member of the GPT-5.2 family, optimized for low-latency chat. It uses adaptive reasoning and only thinks when a question calls for it.
Pricing: Input 420 credits / 1M tokens (≈ $2.10), Output 3360 credits / 1M tokens (≈ $16.80).
Prices updated
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GPT-5.2 Chat API on ModelFold
GPT-5.2 Chat (also called Instant) is the fast, lightweight member of the GPT-5.2 family, optimized for low-latency chat. It uses adaptive reasoning and only thinks when a question calls for it. Try GPT-5.2 Chat in the ModelFold Playground, then call it from your own code through an OpenAI-compatible chat completions API.
What Is the GPT-5.2 Chat API
GPT-5.2 Chat at a glance
GPT-5.2 Chat 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 128K tokens.
Use it without hosting anything
On ModelFold you call GPT-5.2 Chat 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-5.2 Chat
Up to 128K 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-5.2 Chat accepts images and files (such as PDF) as input, so a single request can combine instructions with visual or other media.
Function calling
GPT-5.2 Chat 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.
Structured outputs
Ask for JSON that follows a schema (response_format), which makes extraction, classification and system integrations more reliable.
How to Use GPT-5.2 Chat 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-5.2 Chat responds before writing any code.
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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-5-2-chat" 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-5.2 Chat
Low-latency experiences
Power chat interfaces, autocomplete and interactive tools where users expect fast responses.
Writing and content
Draft, edit and translate articles, emails, product copy and documentation in a consistent tone.
Screenshot and image understanding
Read screenshots, charts, diagrams and photos alongside text — for UI review, visual QA or turning images into structured data.
Multilingual products
Serve users in many languages with translation, localized support replies and cross-language search.
Frequently Asked Questions
What is GPT-5.2 Chat?⌄
GPT-5.2 Chat (also called Instant) is the fast, lightweight member of the GPT-5.2 family, optimized for low-latency chat. It uses adaptive reasoning and only thinks when a question calls for it.
Which inputs does GPT-5.2 Chat support?⌄
GPT-5.2 Chat 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-5.2 Chat?⌄
Up to 128K tokens, shared between your input and the model’s output.
Does GPT-5.2 Chat support function calling?⌄
Yes. GPT-5.2 Chat supports tools / function calling through the standard tools parameter of the chat completions API.
How is GPT-5.2 Chat 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-5.2 Chat through the API?⌄
Send a POST request to https://modelfold.ai/v1/chat/completions with "model": "gpt-5-2-chat", using your ModelFold API key as the Bearer token.
| Input | 420 credits 1M tokens≈ $2.10 |
| Output | 3360 credits 1M tokens≈ $16.80 |
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-5-2-chat","messages":[{"role":"user","content":"Hello"}]}'





