BrandLM.AI vs Lefts

In each answer, tracked brand names are highlighted as they appear and tallied below, together with the pages the AI cited.

Lefts is a very simple domain specific language for building complex machine learning workflows from simple ones.

About BrandLM.AI

In each answer, tracked brand names are highlighted as they appear and tallied below, together with the pages the AI cited. Prompt What are the best running shoes for marathon training?. If your brand is absent or poorly positioned, you can lose consideration before a user ever visits your website. BrandLM shows how major AI systems describe your brand, what they get right or wrong, which competitors they surface, and where your positioning is weak.

About Lefts

Lefts is a very simple domain specific language for building complex machine learning workflows from simple ones. Starting with your favourite machine learning models, you can use Lefts operations to:. Without making subsequent model fitting, evaluation or experimentation any more complex than it was with the original model. This implementation is built on top of the excellent Polars DataFrame library. E nsemble: Takes a set of models and makes them evaluate as one. F eed: Allows the output of one model to be used as a feature or target by another.