We've implemented a comprehensive AI spending and usage analytics system. By tracking AI usage at the student, feature, and daily level, we can now calculate precise margins, voice minutes, and cost-per-credit metrics, providing transparency into what each credit actually buys. This includes a new admin dashboard for profit analysis and backfilling tools for historical data accuracy.