LLM Usage Monitoring Dashboard

Tracks LLM API costs, tokens, and latency using Tokuin CLI, and auto-generates a data-driven admin dashboard with PM insights.

When to use this skill

• LLM cost visibility: When you want to monitor API usage costs per team or individual in real time
• PM reporting dashboard: When you need weekly reports on who uses AI, how much, and how
• User adoption management: When you want to track inactive users and increase AI adoption rates
• Model optimization evidence: When you need data-driven decisions for model switching or cost reduction
• Add monitoring tab to admin dashboard: When adding an LLM monitoring section to an existing Admin page

Prerequisites