OpenAI MCP
Call OpenAI compatible interfaces in AI Agent through MCP, covering conversations, responses, images, embeddings, and asynchronous tasks.
OpenAI · GPT / o-series / DALL·E
OpenAI Full API Suite
Access the full range of OpenAI models through a unified interface—GPT-5, GPT-4o, o3, and o1 conversational reasoning; DALL·E 3 / GPT Image generation; and Embeddings vectorization.
🧠 GPT-5 / GPT-4o
💡 o3 / o4-mini Reasoning
🎨 DALL·E 3 / GPT Image
📐 Embeddings
25+
Available Models
5
API Endpoints
Token
Usage-Based Billing
∞
No Rate Limits
Complete OpenAI Capabilities
Conversational reasoning, image generation, image editing, and text vectorization—all with one API Key
Chat Completions
Full support for GPT-5, GPT-4o, GPT-4.1 series, and o-series reasoning models, including streaming output, tool calling, and JSON Mode.
Responses API
OpenAI's latest Responses API format, supporting the same models as Chat Completions and providing more flexible interaction methods.
Image Generation / Editing
DALL·E 3, DALL·E 2, and GPT Image 1 / 1.5 support text-to-image generation and image editing, with multiple size and quality options.
Embeddings
Two embedding models, text-embedding-3-small and text-embedding-3-large, for semantic search, clustering, and RAG applications.
Native OpenAI SDK Direct Connection
Simply modify base_url to access the full range of OpenAI models through Ace Data Cloud, with full compatibility with the official SDK.
Python
from openai import OpenAI
client = OpenAI(
base_url="https://api.acedata.cloud",
api_key="YOUR_API_KEY"
)
# Chat Completions
response = client.chat.completions.create(
model="gpt-5",
messages=[
{"role": "user", "content": "解释机器学习的核心概念"}
]
)
print(response.choices[0].message.content)
# Image Generation
image = client.images.generate(
model="gpt-image-1",
prompt="A futuristic city at sunset",
n=1
)
print(image.data[0].url)
Get Started in 3 Steps
From registration to your first API call, it only takes a few minutes.
1
Get an API Key
Register for Ace Data Cloud and generate an API key from the console.
2
Select an API and Model
Choose the Chat, Images, or Embeddings API based on your needs, along with the required model.
3
Send a Request
Use the OpenAI SDK or an HTTP request; simply modify base_url to make calls.
What is the OpenAI API suitable for?
Covers a variety of AI application scenarios, including text, images, embeddings, and more.
Code Assistant
GPT-5 and o3 excel at programming tasks and can be used for code generation, review, and debugging.
AI Customer Service / Chatbots
Build intelligent customer service systems with GPT-4o-mini, which provides cost-effective and efficient conversational capabilities.
AI Image Generation
DALL·E 3 and GPT Image generate high-quality images, ideal for design and marketing material creation.
Semantic Search / RAG
The Embeddings API vectorizes text to build semantic search engines and knowledge base Q&A systems.
Data Analysis
Provide data for GPT to analyze trends and generate reports and visualization recommendations.
Complex Reasoning
Reasoning models such as o3 and o3-pro excel at mathematical proofs, logical analysis, and multi-step problem solving.
API Endpoints
5 API endpoints cover all OpenAI capabilities
💬 Chat Completions
Conversational text generation with support for streaming output, tool calling, and more.
/openai/chat/completions🧠 Responses
OpenAI's next-generation response interface, supporting the same model set.
/openai/responses🎨 Images Generations
Generate images from text with DALL·E 3 / GPT Image.
/openai/images/generations✏️ Images Edits
Edit images based on images and text prompts.
/openai/images/edits📐 Embeddings
Vectorize text for search, clustering, and RAG.
/openai/embeddingsModel Matrix
Choose the most suitable model by task
🚀 GPT-5 Series
Latest flagship conversational models, with significantly improved reasoning and creative capabilities.
✨ GPT-5.x / GPT-6 Series
Enhanced GPT-5 versions; 5.1, 5.2, 5.4, and 5.5 continuously improve capabilities, while GPT-6 Astra, Sol, Luna, and GPT-6.1 Sol cover different reasoning and long-context needs.
⚡ GPT-4o Series
Efficient multimodal models supporting combined image and text input.
📐 GPT-4.1 Series
Optimized for programming and long contexts, with strong instruction-following capabilities.
🧠 o Series Reasoning
Designed for complex reasoning, delivering high-quality answers after deep thinking.
🎨 Image Models
Text-to-image and image editing.
OpenAI API Pricing
Billed based on actual usage: official chat and image channels by Token, standard images per image, and embeddings by Token—GPT / o series chat Token prices as low as 20% of OpenAI's official pricing.
Bulk packages offer even greater discounts
Pay as you go
Token / Per-image billing
Low prices
Based on actual usage
Official text and image channels are billed by Token, standard images per image, with no minimum spend
- ✓ Full GPT-5 / 4o / 4.1 series
- ✓ o3 / o4-mini reasoning models
- ✓ Chat Tokens as low as 20% of official pricing
- ✓ Image generation from $0.0105 / image
- ✓ Embeddings from $0.0027 / million Tokens
- ✓ Streaming—free
Enterprise
Custom
Dedicated solutions for high-volume teams
- ✓ Usage-based tiered discounts
- ✓ Priority support and account manager
- ✓ Custom rate limits
- ✓ SLA guarantee
- ✓ Private deployment solutions
🎨 Image Generation Reference Prices
| Model | Specification | Price per Image |
|---|---|---|
| GPT Image 1 | All sizes | $0.019 |
| GPT Image 1.5 | All sizes | $0.052 |
| GPT Image 2.5 Flare | All sizes | $0.0105 |
| GPT Image 2.5 Flare Official | Actual Token usage | Page estimate |
| GPT Image 2.5 Sunburst | All sizes | $0.0105 |
| GPT Image 2.5 Sunburst Official | Actual Token usage | Page estimate |
| DALL·E 3 | Standard 1024×1024 | $0.019 |
| DALL·E 3 | Standard 1024×1792 | $0.038 |
| DALL·E 3 | HD 1024×1024 | $0.038 |
| DALL·E 3 | HD 1024×1792 | $0.057 |
| DALL·E 2 | 1024×1024 | $0.0095 |
Frequently Asked Questions
Common questions about using the OpenAI API
What is the difference from using the official OpenAI API directly?›
Ace Data Cloud provides proxy APIs fully compatible with the official OpenAI format, with no need to register an OpenAI account or link an overseas credit card. A single API Key lets you access models from OpenAI, Claude, Gemini, Grok, and more.
What is the difference between GPT-5 and GPT-4o?›
GPT-5 is OpenAI's latest flagship model, surpassing GPT-4o across reasoning, creation, and knowledge capabilities. GPT-4o is a thoroughly validated, cost-effective choice suitable for cost-sensitive scenarios.
What scenarios are o-series reasoning models suitable for?›
Reasoning models such as o3, o3-pro, and o4-mini conduct deep thinking before providing answers, making them especially suitable for tasks requiring in-depth reasoning, such as mathematical calculations, logical reasoning, and code analysis. o3-mini and o4-mini provide reasoning capabilities at a lower cost.
What is the difference between GPT Image and DALL·E 3?›
The GPT Image series supports image generation and editing; GPT Image 2.5 Flare focuses on speed, while Sunburst focuses on high fidelity and fine-grained control. Both 2.5 models offer :official variants billed based on actual Token usage. DALL·E 3 is a dedicated image generation model supporting multiple quality and size options, including Standard/HD.
Which model is best for Embeddings?›
We recommend text-embedding-3-small, which offers the best value ($0.0027 / million Tokens). For higher accuracy, use text-embedding-3-large ($0.017 / million Tokens). The legacy ada-002 is no longer available; existing indexes need to have their vectors regenerated when upgrading.
Explore More AI Models
Ace Data Cloud provides a variety of large language models and AI service APIs
Start Using the OpenAI API Now
Use one API Key to access the full range of OpenAI models, from chat to images to vectorization.
Introduction
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