Best Practices
Model Selection Guide
Learn how to choose the right AI model for your camelAI iframe implementation
Selecting the appropriate model is crucial for optimizing your users’ experience with camelAI. Different models offer unique strengths in terms of intelligence, speed, cost, and interaction style. This guide will help you choose the model that best fits your use case.
How Model Selection Works
When you create an iframe through the camelAI API, you specify which model to use. This model choice is locked for that specific chat conversation - ensuring consistency throughout the user’s interaction. If users access previous conversations, camelAI automatically uses the model that was originally selected for that chat.Available Models
We currently support four models across two providers:Model Comparison
| Model | Provider | Best For | Speed | Cost | Intelligence |
|---|---|---|---|---|---|
| O3 (Default) | OpenAI | Complex queries, tool-heavy workflows | Medium | Higher | Very High |
| Sonnet 4.0 | Anthropic | In-depth research, comprehensive analysis | Medium | Medium | Very High |
| O4 Mini | OpenAI | Simple data, cost-conscious deployments | Fast | Low | High |
| 4.1 | OpenAI | Speed-critical applications, straightforward data | Very Fast | Lowest | Medium |
Model Characteristics
Our recommended default model strikes the best balance for most use cases.Strengths:
- Excellent at complex reasoning and tool calling
- Provides concise, focused responses
- Higher cost compared to other OpenAI models
- Slower response times
- Your data requires complex joins or calculations
- Accuracy is more important than speed
Best Practices
Test Before Production
We strongly recommend experimenting with different models using your actual data before deploying to production. Model performance can vary significantly based on:- Your data structure complexity
- Typical query patterns
- User expectations
- Performance requirements
Updates and Support
We continuously evaluate and update our model offerings to provide the best possible experience. This guide will be updated as new models become available or existing models are improved.Need a specific model?
If you don’t see a model that meets your requirements, we’d love to hear from you. Contact us to request additional model support.