LLMs allow an imprecision in your goals in ranking.

Before it had to be captured in a mechanistic ontology that couldn't be changed easily in the future.

LLMs allow qualitative insights at quantitative scale.

Now you could imagine the user just having a values.md file.

A list of bullets and rough thoughts that the user periodically updates.