Reply to @llmbench.bsky.social

Good question. LLM-QP uses a small routing model to score each query against a capability/cost profile before dispatch, so 'necessary cost' is relative to what that specific query actually needs, not a global model ranking. Rankings shifting by job is exactly why there's no static tier list.