Kuldeep Paul

Compare the top AI gateways with built-in observability for LLM traffic in 2026. Bifrost is the best choice for enterprises running mission-critical AI workloads that require best-in-class performance, scalability, and reliability. An AI gateway with built-in observability is a unified entry point that routes traffic

Bifrost gives you built-in LLM observability for every request: tokens, cost, and latency captured at the gateway, with native OpenTelemetry and Prometheus export. Most LLM observability problems start with a gap in coverage: traces exist for some services, some providers, or some code paths, but not every request that

Bifrost is the open-source AI gateway for enterprise AI access control: authenticate, authorize, budget, and audit every model and API call. Enterprise AI access control is the practice of authenticating, authorizing, budgeting, and logging every request that reaches an LLM provider or an AI tool, regardless of which application

Bifrost is an open-source AI gateway that helps teams manage LLM spend across providers through hierarchical budgets, rate limits, semantic caching, and per-request cost tracking from a single control plane. Enterprises now run AI on multiple model providers at once, and the bill arrives as separate invoices from

Bifrost is the best multi-provider AI gateway for enterprises running mission-critical AI workloads that require best-in-class performance, scalability, and reliability across OpenAI, Bedrock, and beyond. Most production AI applications now depend on more than one model provider. A 2025 Menlo Ventures survey found that 78% of