Beyond the Sticker Price: Why Cheaper APIs Often Cost More

When selecting APIs or AI models, per-call pricing can be deceptive—your actual bill depends on successful task completion, not raw call volume. A cheaper API with a low success rate can cost far more than a premium alternative after accounting for retry overhead, fundamentally changing how engineers should evaluate and budget for API services. Understanding this real cost formula is critical for cost-effective infrastructure decisions.