Set Up OpenAI and Google Analytics Accounts
- Create an OpenAI account on the OpenAI website. You will need an API key for integration.
- Ensure you have access to a Google Analytics account. If not, create one and set up a property for your website or app.
Obtain API Credentials
- In your OpenAI account, navigate to the API section and generate an API key.
- In Google Analytics, set up project credentials. This involves creating OAuth 2.0 credentials for server-to-server applications.
Prepare Your Server Environment
- Ensure your server can make HTTPS requests. OpenAI's API requests and Google Analytics data sending both require HTTPS.
- Install any necessary libraries for making HTTP requests. In Node.js, you might use Axios or fetch.
Write Server-Side Script for OpenAI API Access
- Initialize a script to communicate with the OpenAI API. Use your server language of choice and make sure it supports HTTPS requests.
const axios = require('axios');
const openaiRequest = async (input) => {
const response = await axios.post('https://api.openai.com/v1/models/text-davinci-003/completions', {
prompt: input,
max_tokens: 100,
}, {
headers: {
'Authorization': `Bearer YOUR_OPENAI_API_KEY`
}
});
return response.data;
};
Replace `YOUR_OPENAI_API_KEY` with the API key you obtained from OpenAI.
Send Events to Google Analytics
- Create a function in your server-side script to send events to Google Analytics.
const sendEventToGA = (category, action, label) => {
const url = `https://www.google-analytics.com/collect?v=1&tid=YOUR_TRACKING_ID&cid=555&t=event&ec=${category}&ea=${action}&el=${label}`;
axios.get(url)
.then(response => console.log('Event sent to GA:', response.status))
.catch(err => console.error('GA Event Error:', err));
};
Replace `YOUR_TRACKING_ID` with your Google Analytics tracking ID.
Integrate OpenAI Responses with Google Analytics
- Create a function that ties OpenAI responses with Google Analytics event tracking.
const processAndTrack = async (input) => {
const aiResponse = await openaiRequest(input);
console.log('AI Response:', aiResponse.choices[0].text);
sendEventToGA('AI Interaction', 'OpenAI Response', aiResponse.choices[0].text);
};
Call `processAndTrack` with user inputs in the appropriate part of your application.
Test Integration
- Run your application and initiate interactions that should trigger the tracking process.
- Check Google Analytics real-time reports to confirm that events are being tracked as expected.
Monitor and Optimize
- Review performance data in Google Analytics to understand how users interact with your application using OpenAI responses.
- Iterate on your application logic and event tracking as needed to improve insights and performance.