Fair point, I probably should have provided more context in the post.

MatterRank uses LLMs to rank pages based on criteria you provide it with, not SEO tricks. It’s not meant to replace Google, but helps when you're looking for something specific and don't want to wade through tons of results that you don't care about. Still early, but useful for deeper searches.

Transformer models like BERT have been lurking in Google search for a few years now (and non-transformer language models before that). The distinction between LLM and chatbot is pretty thin. Dismissing "chatbots with web access" when you are actually using LLMs is not a very clear or useful differentiation, even if the way you use a LLM really is different. More end-user control over results is a good thing, but there is an opportunity to engage much more clearly.

But often the problem "is" google, garbage in, garbage out