Kamya Shah

Kamya Shah

Enterprise AI Observability Tools in 2026: Top 5 Platforms Compared

Enterprise AI Observability Tools in 2026: Top 5 Platforms Compared

Enterprise AI observability works best as a two-layer stack: a gateway that captures every model request and a backend your SREs already run. This guide compares Bifrost, Datadog, Dynatrace, Grafana Cloud, and Elastic on coverage, cost attribution, data control, and deployment.

MCP Governance Framework: Controls for Enterprise AI

MCP Governance Framework: Controls for Enterprise AI

TL;DR * An MCP governance framework is the set of identity, authorization, tool-scope, cost, and audit controls an organization applies to every MCP server its AI agents can reach. * A December 2025 survey of 300 IT and security professionals by the Cloud Security Alliance and Google Cloud, The State

AI Governance Tools Compared: Top Platforms for 2026

AI Governance Tools Compared: Top Platforms for 2026

TL;DR * AI governance tools fall into six categories: policy registries, model monitoring tools, data security controls, cloud provider consoles, AI gateways, and endpoint agents. Most enterprises need more than one of them. * Policy registries document AI risk and produce audit evidence, but they cannot stop a request in flight.

Top Enterprise MCP Gateways for MCP Authentication in 2026

Top Enterprise MCP Gateways for MCP Authentication in 2026

TL;DR * MCP authentication proves who a caller is to an MCP server; for HTTP servers that implement authorization, the 2026-07-28 spec requires OAuth 2.1, RFC 9728 metadata, and RFC 8707 resource indicators, and deprecates Dynamic Client Registration. * The spec covers authentication, not authorization, so deciding which

Best MCP Gateways in 2026

Best MCP Gateways in 2026

TL;DR * An MCP gateway is a control plane between AI agents and MCP servers that centralizes authentication, tool-level access policy, audit trails, and routing for every tool call. * Bifrost ranks first among the best MCP gateways in 2026 because MCP governance and LLM routing run on one self-

5 Best MCP Gateways for Developers in 2026

5 Best MCP Gateways for Developers in 2026

TL;DR * The best MCP gateways for developers put one control layer between AI agents and MCP servers, centralizing authentication, tool routing, observability, and governance. * Bifrost is an open-source AI gateway that works as an LLM gateway and an MCP gateway in one deployment, with 11 microseconds of overhead

Claude Code Internal MCP Servers: Connect Without Exposing Credentials

Claude Code Internal MCP Servers: Connect Without Exposing Credentials

TL;DR * Putting MCP server credentials in Claude Code's settings.json, .mcp.json, or environment files spreads secrets to every developer machine with no rotation path and no audit trail. * Bifrost stores upstream MCP credentials on the gateway and gives each developer a scoped virtual key, so Claude