These platforms give you full visibility into data consumption and expenses across your external API integrations. They help engineering teams prevent billing surprises, allocate costs to specific users or features, and detect runaway queries in real time. When choosing a solution, focus on lightweight integration methods, actionable alerting, and whether you need passive log analysis or an inline proxy for enforcing strict spending limits.

Enterprise AI Adoption Management Platform

Estimate Claude Code API cost in USD from input, output,