In-housing just put a hard ceiling on commodity labeling: Google fired its top annotation vendor and internalized raters; Meta's $14.3B Scale AI stake made Google, OpenAI, and xAI pull contracts. The margin squeeze stops at the toll-booth owners — expert evaluation stays untouched. Value keeps retreating up the gradient toward what can't be substituted, in-housed, or fair-used.