Kamya Shah

Kamya Shah

What Is Semantic Caching? A Technical Deep Dive

What Is Semantic Caching? A Technical Deep Dive

Semantic caching serves stored LLM responses to similar prompts using embedding similarity. Bifrost runs it with direct and semantic lookup paths. Semantic caching is a request-side cache that embeds an incoming prompt into a vector, searches previously stored prompt vectors, and returns a stored response when the cosine similarity

Comparison of five LLM failover routing gateways in 2026, with Bifrost by Maxim AI ranked first

Top 5 LLM Failover Routing Gateways in 2026

TL;DR: LLM failover routing has become critical infrastructure for production AI applications. When providers experience outages or rate limits, applications without failover fail completely. This guide examines five leading solutions: Bifrost by Maxim AI (Fastest Enterprise LLM Gateway), LiteLLM, Cloudflare AI Gateway, Vercel AI Gateway, and Kong AI Gateway.

MCP Governance Explained: What It Is and How It Works

MCP Governance Explained: What It Is and How It Works

MCP governance is the policy layer deciding which identity may see, run, and pay for which MCP tool. Bifrost enforces all of it at one control point. MCP governance is the set of controls that determine which identity may discover, invoke, and pay for which Model Context Protocol tool, and

What Is Model Context Protocol (MCP)? A 2026 Guide

What Is Model Context Protocol (MCP)? A 2026 Guide

Model Context Protocol (MCP) is the open standard connecting AI applications to external tools and data. Bifrost routes, governs, and secures MCP traffic. Model Context Protocol (MCP) is an open standard that defines how AI applications connect to external tools, data sources, and workflows through one consistent interface. When Anthropic

Comparison of five AI gateways with semantic caching to cut LLM API calls, with Bifrost ranked first

Top 5 AI Gateways with Semantic Caching to Cut LLM API Calls

TL;DR: Semantic caching lets AI gateways recognize when incoming prompts mean the same thing as previous ones, even when worded differently, and return cached responses instead of making a new LLM API call. This cuts token spend and latency significantly. This article covers five AI gateways that support semantic

Cutting MCP Token Costs by Up to 92% with Code Mode

LLM Gateway Routing, Fallback, and Governance in Bifrost

LLM routing decides which provider, model, and API key serve each request in an LLM gateway. This guide walks through the order in which Bifrost applies routing rules, retries, fallbacks, and virtual key budgets, and how to configure all three together.

Enterprise AI Guardrails for Company Policy and Compliance

Enterprise AI Guardrails for Company Policy and Compliance

Bifrost enforces enterprise AI guardrails at the gateway: policy rules, PII and secrets redaction, and audit evidence across every model and agent tool call. Enterprise AI guardrails are runtime controls that validate LLM inputs and outputs against company policy before a request reaches a model provider and before a response