We Query ChatGPT, Claude, and Perplexity About Your Brand. Here's the Architecture

A few months ago I had a question that didn't let me sleep. When people ask ChatGPT "what's the best tool for X", which brands actually get mentioned? And more importantly: does my brand get mentioned? Turns out this is a surprisingly hard thing to measure. So we built a product for it. It's called Be Recommended, and under the hood it's a system that parallel-queries ChatGPT, Claude, Perplexity, and Gemini, then scores how visible a brand is inside their answers. This post is about the archit...