Laravel Filament Admin Dashboard for AI Applications: Token Costs, Prompt Management, and Agent Audit Trails
Most Laravel AI projects instrument the backend thoroughly and then leave operators flying blind — no visibility into token spend, prompt drift, or agent decisions. This guide builds a production-grade Filament admin dashboard that surfaces everything your AI application needs to be operated, audited, and governed at scale.