Highly encourage you to read the blog post (https://usetokenless.com/blog/building-tokenless). Essentially, we estimate the confidence of a specific model failing or succeeding on a specific task using our own foundation models.

A turn here is a tool call/user input, anything that causes the model to get some new input. We're working on adding Minimax M3 and other models. We think that people have some intuitions about which models are good when--we seek to quantify them scientifically.