Kamya Shah

Kamya Shah

AWS Bedrock Guardrails in Bifrost: PII Detection and Content Filtering Setup

AWS Bedrock Guardrails in Bifrost: PII Detection and Content Filtering Setup

Bifrost integrates AWS Bedrock Guardrails as a gateway-layer guardrail profile, enforcing PII redaction and content filtering across every LLM provider without per-application configuration. This walkthrough covers IAM auth, profile setup, CEL rule targeting, and a working two-rule configuration for input and output scanning. AWS Bedrock Guardrails provides

Top 5 AI Gateways for Cost-Aware LLM Routing in 2026

Top 5 AI Gateways for Cost-Aware LLM Routing in 2026

Compare the top AI gateways for cost-aware LLM routing in 2026: semantic caching, budget controls, and multi-provider failover. Bifrost is the best choice for enterprises running mission-critical AI workloads that require best-in-class performance, scalability, and reliability. LLM API spend is no longer a rounding error.

Virtual Keys Explained: How Platform Teams Govern LLM Access Across 100+ Engineers

Virtual Keys Explained: How Platform Teams Govern LLM Access Across 100+ Engineers

Bifrost uses virtual keys as the primary governance entity to give platform teams per-consumer access control, hierarchical budgets, rate limits, model restrictions, and MCP tool filtering across every LLM request. Gartner forecasts that 40% of enterprise applications will embed task-specific AI agents by the end of 2026, up

MCP Tool Governance: Filtering, Allowlisting, and Access Control for the Enterprise

MCP Tool Governance: Filtering, Allowlisting, and Access Control for the Enterprise

Bifrost provides three-level MCP tool filtering, virtual key allowlisting, and enterprise tool groups to give teams granular control over which AI agents can execute which tools. The Model Context Protocol connects AI agents to external tools, databases, and APIs at runtime, but the same capability that makes MCP useful

Cost-Aware Routing: How to Push 80% of Traffic to the Cheapest Capable Model

Cost-Aware Routing: How to Push 80% of Traffic to the Cheapest Capable Model

Bifrost combines governance-based weighted routing with adaptive load balancing to direct the majority of LLM traffic to the cheapest capable model, cutting inference costs without sacrificing output quality. Enterprise LLM API spending doubled from $3.5 billion in late 2024 to $8.4 billion by mid-2025 according to

What Is an MCP Gateway? The Centralized Layer Between AI Agents and Tool Servers

What Is an MCP Gateway? The Centralized Layer Between AI Agents and Tool Servers

An MCP gateway is a centralized reverse proxy that sits between AI agents and external tool servers, managing connections, authentication, and governance for all Model Context Protocol traffic. Bifrost provides a production-grade MCP gateway that acts as both MCP client and server, enabling secure tool access at enterprise scale.

Top 3 Token Optimization Techniques in 2026

Top 3 Token Optimization Techniques in 2026

Token costs have emerged as one of the highest operational expenses in production AI systems in 2026. Bifrost reduces token consumption through adaptive load balancing, semantic caching, and MCP code mode, delivering 50%+ cost reductions in real-world deployments. The Token Cost Problem at Scale Token pricing may seem trivial