Vendor AI Dashboards Don't Prove Delivery Impact

AI dashboards are getting better. That does not mean they prove delivery impact. This distinction matters because a lot of engineering organizations are starting to confuse visibility with evidence. They finally have charts for AI usage, tokens, active users, review comments, agent activity, and compliance logs. The dashboards look serious. The numbers move. Someone puts the trend line in a…