OpenAI o1 in the API
OpenAI o1 is a new series of 'reasoning' models accessible through the API that excels at complex problem-solving tasks with enhanced reasoning capabilities, available in two variants: o1-preview and o1-mini.
https://platform.openai.com/docs/models#o1?ref=aipure
Product Information
Updated:Jan 9, 2025
OpenAI o1 in the API Monthly Traffic Trends
OpenAI o1 in the API experienced a 15.0% decline in traffic, with 27.8M visits in the reported period. Despite the recent launch of Sora and other significant updates, the decline suggests that these features may not have been enough to sustain user engagement. The controversy surrounding Sora and the development of alternative models by competitors like Google could have contributed to this decline.
What is OpenAI o1 in the API
OpenAI o1 represents the company's first series of reasoning-focused language models that can be accessed through their API platform. Currently in beta, it requires Tier 5 API access level and includes two model variants: o1-preview for tackling hard problems using broad general knowledge, and o1-mini as a faster, more affordable version optimized for coding, math, and science tasks. The models are trained using a new optimization algorithm and reinforcement learning approach, moving beyond simple pattern matching to enable more sophisticated reasoning capabilities.
Key Features of OpenAI o1 in the API
OpenAI o1 is a new series of reasoning-focused AI models available through the API, featuring o1-preview and o1-mini variants. These models excel in complex reasoning tasks, particularly in math, science, and coding, using a chain-of-thought approach that enables deeper thinking before generating responses. Currently in beta, API access requires Tier 5 usage level with a rate limit of 20 requests per minute.
Advanced Reasoning Capabilities: Utilizes chain-of-thought reasoning to tackle complex problems, outperforming GPT-4o in areas like math and coding
Two Model Variants: Offers o1-preview for broad knowledge tasks and o1-mini for specialized coding, math, and science tasks requiring less general knowledge
Specialized Training: Trained with a new optimization algorithm and reinforcement learning approach, moving away from traditional pattern-mimicking methods
Beta API Access: Limited access through API requiring Tier 5 usage level with 20 RPM rate limit and specific implementation requirements
Use Cases of OpenAI o1 in the API
Complex Problem Solving: Solving intricate mathematical problems and scientific calculations requiring multi-step reasoning
Code Development: Generating and debugging complex code solutions with improved accuracy and reasoning capabilities
Scientific Research: Analyzing and solving PhD-level science questions with performance exceeding human experts
Technical Documentation: Creating detailed technical documentation and explanations with logical reasoning and step-by-step approaches
Pros
Superior reasoning capabilities compared to previous models
Excellent performance in specialized tasks like coding and math
More accurate results in complex problem-solving scenarios
Cons
Limited API access (Tier 5 only)
Slower response times compared to GPT-4o
Currently lacks features like function calling, streaming, and system messages
Higher operational costs
How to Use OpenAI o1 in the API
Check API Access Requirements: Verify that your OpenAI account is in Tier 5 usage level (requires $1,000 paid and 30+ days since first successful payment). Currently o1 models are only available to Tier 5 API users.
Generate API Key: Log in to the OpenAI platform and generate an API key from your account dashboard if you haven't already.
Install OpenAI SDK: Install the OpenAI Python package using pip: 'pip install openai'. Make sure you have version 0.0.59 or greater to use o1 models.
Initialize OpenAI Client: Import and initialize the OpenAI client with your API key: 'from openai import OpenAI; client = OpenAI(api_key='YOUR_API_KEY')
Choose o1 Model: Select either o1-preview (for complex reasoning with broad knowledge) or o1-mini (faster/cheaper version for coding/math/science) based on your needs.
Make API Request: Create a completion request specifying the o1 model and your prompt: 'completion = client.chat.completions.create(model='o1-preview', messages=[{'role': 'user', 'content': 'Your prompt here'}])'
Handle Response: Access the model's response from completion.choices[0].message.content. Note that o1 models currently have a rate limit of 20 requests per minute.
Consider Limitations: Be aware that o1 API currently lacks features like function calling, streaming, and system messages. OpenAI is working to add these features in future updates.
OpenAI o1 in the API FAQs
Accessing the o1 models through the API requires a Tier 5 usage level, which can be checked in the Limits section under Organization on your OpenAI developer platform account page.
Official Posts
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Analytics of OpenAI o1 in the API Website
OpenAI o1 in the API Traffic & Rankings
27.8M
Monthly Visits
-
Global Rank
-
Category Rank
Traffic Trends: Jun 2024-Dec 2024
OpenAI o1 in the API User Insights
00:03:40
Avg. Visit Duration
4.7
Pages Per Visit
39.05%
User Bounce Rate
Top Regions of OpenAI o1 in the API
US: 19.22%
IN: 7.28%
BR: 5.83%
KR: 3.8%
IT: 3.57%
Others: 60.31%
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