Geek Out Time: AI Model Routing — Dynamically Choose Models Based on Question Complexity

Dynamic routing of questions to AI models based on their complexity is an interesting and cost-effective approach. Whether it’s answering simple trivia or explaining complex topics, this solution leverages GPT-4 for question complexity scoring and routes the query to the most suitable model for generating answers. Let’s dive into this exciting topic and geek out!

The Idea

AI models excel in different tasks based on their size and training. Why use a heavyweight model for a simple question like “What is AI?” when a lightweight model like DistilBERT can do the job? Conversely, you wouldn’t want DistilBERT to tackle a complex topic like “Explain the significance of transfer learning in deep learning models.”

Now let’s walk through:

This is an excerpt — the full article continues on Medium.