The tokenmaxxing era has left companies grappling with an uncomfortable reality. Now that AI vendors have switched to usage-based billing models, businesses are facing sky-high bills, and IT and finance teams are under pressure to rein in spending without slowing down innovation. The logical first step is to locate areas where that spend is going to waste, but even getting visibility into usage can be overwhelming when it’s spread across departments, users, models, vendors, and agents.