Data Engineering Consulting customer success image

AI Insights

Understanding Per-Token AI Pricing and Why It Breaks Down at Scale

Per-token and per-minute pricing works well for testing AI, but it becomes hard to predict once agents move into production. This article explains why metered pricing breaks down at scale and how Valkyrie's flat, per-seat pricing gives engineering teams a predictable alternative.