Study: How generative AI adoption actually reshapes company headcount

Ramp analyzed employment data across firms adopting generative AI, revealing concrete patterns in hiring, roles, and team composition shifts. The findings matter to bootstrapped founders considering AI tooling—understanding real labor dynamics beats speculation about wholesale job elimination or creation.