You have the AI pipeline. You have the service classes, the middleware, the queued jobs. The backend is instrumented. What you do not have is any way to look at it without writing a SQL query at 2am because costs just spiked.

That is the gap this article closes.

A Laravel Filament admin dashboard is not the glamorous part of AI development. But...