From Blind Bills to Cost Control: Why AI Gateways Matter for LLM Teams

AWS Bedrock's native cost tracking falls short for teams running multiple models—offering only aggregate spend without per-model breakdowns or budget enforcement. AI gateways like Bifrost solve this by sitting between your application and Bedrock, enabling real-time cost tracking, granular budgets by team and project, and intelligent rate limiting. For enterprises needing true LLM cost governance, a dedicated gateway has become essential rather than optional.