BigQuery offers a multitude of pricing options, each with their own pros and cons. Alvin offers peace of mind by routing every single query to the most optimal pricing, ensuring that businesses can focus on what they do best, without leaving money on the table or locking in budget liabilities in long-terms commits. As saving rates are greater or comparable to commits, while avoiding lock-in, companies enjoy freedom and flexibility, knowing that Alvin only charges on demonstrated savings, and not a fixed platform fee. Fully automated: Alvin AI executes real-time optimization decisions, far beyond what manual intervention can achieve, significantly minimizing your per-query costs. Managing the complexity, so you don’t have to: Alvin AI ensures every query runs with the optimal pricing model, eliminates overprovisioned auto-scaler slot waste, and boosts cache hits by up to 5x, among other powerful optimizations. ROI positive, guaranteed: You only pay a percentage of the demonstrable savings we achieve, ensuring Alvin AI always adds dollars back into your cloud budget.