Getting Started with AI
Welcome to AI development with Forge! This guide will walk you through the essential steps to get started with AI-powered applications. Whether you're new to AI or an experienced developer, this guide will help you set up your first AI integration and start building intelligent features.
Prerequisites
Before you begin, make sure you have:
- A Forge account with access to AI features
- Basic knowledge of web development (HTML, CSS, JavaScript)
- Familiarity with API integrations
- An understanding of your AI use case
Quick Start Guide
Step 1: Choose Your AI Service
Forge supports integration with multiple AI services:
- OpenAI: GPT models for text generation and conversation
- Google AI: Machine learning and natural language processing
- Azure Cognitive Services: Microsoft's AI platform
- Custom Models: Your own trained AI models
Step 2: Set Up API Keys
To use AI services, you'll need to obtain API keys:
- Sign up for your chosen AI service provider
- Generate API keys from your service dashboard
- Store your API keys securely in Forge environment variables
- Never commit API keys to version control
Step 3: Configure Environment Variables
Set up your AI service credentials in Forge:
- Navigate to your site's environment settings
- Add your AI service API keys as environment variables
- Use descriptive names like
OPENAI_API_KEYorGOOGLE_AI_KEY - Test your configuration in the development environment first
Step 4: Create Your First AI Integration
Start with a simple AI integration:
- Choose a simple use case (e.g., text generation, content summarization)
- Set up the basic API connection
- Implement error handling and rate limiting
- Test your integration thoroughly
AI Integration Examples
Basic Text Generation
Here's a simple example of integrating OpenAI's GPT model:
// Example: Basic text generation with OpenAI
const response = await fetch('https://api.openai.com/v1/chat/completions', {
method: 'POST',
headers: {
'Authorization': `Bearer ${process.env.OPENAI_API_KEY}`,
'Content-Type': 'application/json'
},
body: JSON.stringify({
model: 'gpt-3.5-turbo',
messages: [
{ role: 'user', content: 'Generate a brief summary of AI development.' }
]
})
});
const data = await response.json();
const generatedText = data.choices[0].message.content;
AI-Powered Search
Implement intelligent search functionality:
// Example: AI-powered search integration
async function aiSearch(query) {
const searchResults = await performSearch(query);
const aiEnhanced = await enhanceWithAI(searchResults, query);
return aiEnhanced;
}
Best Practices
AI Integration
Follow these best practices when integrating AI:
- Start with simple AI features and gradually increase complexity
- Implement proper error handling for AI service failures
- Use caching to improve AI response times
- Monitor AI usage and costs
- Ensure AI features are accessible and inclusive
Data Management
Handle data responsibly when working with AI:
- Follow data privacy regulations and best practices
- Implement proper data security measures
- Use anonymized data when possible
- Document your data handling procedures
User Experience
Design AI features with users in mind:
- Make AI features intuitive and easy to use
- Provide clear feedback when AI is processing
- Allow users to opt out of AI features
- Test AI features with diverse user groups
Testing Your AI Integration
Unit Testing
Test your AI components:
- Mock AI service responses for testing
- Test error scenarios and edge cases
- Validate input/output formats
- Test performance under load
Integration Testing
Test the complete AI workflow:
- Test end-to-end AI functionality
- Verify API key configuration
- Test error handling and recovery
- Validate user experience
Next Steps
Now that you've set up your first AI integration:
- Explore advanced AI features and capabilities
- Learn about AI service-specific integrations
- Discover AI development tools and resources
- Join the AI community for support and collaboration
- Experiment with different AI use cases
Join the Discussion
Have questions or want to share your experience? Join our community discussion to connect with other developers and get help from the Forge team.
Visit Forum Discussion