LLM Token Optimization with Top Enterprise AI Gateways
AI token optimization compared across five enterprise AI gateways: semantic and prompt caching, compression, model routing, and MCP Code Mode savings.
Kamya Shah
Running Non-Anthropic Models in Claude Code via an Enterprise AI Gateway
TL;DR: Claude Code is a powerful agentic coding tool, but it's locked to Anthropic's models by default. Bifrost, an open-source AI gateway by Maxim AI, lets you route Claude Code requests through any LLM provider, including OpenAI, Google Gemini, Mistral, and more.
The Claude
Using an MCP Gateway with Claude Code: How Bifrost Centralizes Tool Access for Agentic Coding
TL;DR: Claude Code is a powerful terminal-based coding agent, but managing multiple MCP servers alongside it creates tool sprawl and security gaps. Bifrost, the open-source LLM gateway by Maxim AI, acts as an MCP gateway that centralizes tool connections, governance, and observability for Claude Code. Route all
Tracking Costs of Claude Code with Enterprise AI Gateway Solutions
TL;DR: Claude Code adoption is accelerating across engineering teams, but its token-based pricing can spiral without proper controls. Anthropic's built-in /cost command offers basic visibility, but enterprise teams need more: per-developer budgets, team-level attribution, multi-provider cost tracking, and automated spend enforcement. Bifrost,
Top 5 Tools for Monitoring AI Applications in 2025
TL;DR
Monitoring AI applications in production requires specialized tools that go beyond traditional APM. This article covers the top 5 platforms for AI monitoring: Maxim AI (best for end-to-end AI evaluation and observability), Datadog LLM Observability (best for teams already on Datadog), LangSmith (best for LangChain-native
Best Voice Agent Evaluation Tools in 2026
Voice AI agents are quickly becoming the backbone of customer support, sales outreach, and automated workflows. But unlike text-based applications, voice introduces a unique layer of complexity. Latency above 800ms breaks conversational flow. Background noise and regional accents degrade transcription accuracy. Users interrupt, change their minds mid-sentence, and
Top 5 AI Observability Platforms for Production AI Systems in 2026
TL;DR AI observability is now foundational infrastructure for teams running LLMs and agents in production. This guide covers the five leading platforms in 2026: Maxim AI, Arize AI, LangSmith, Langfuse, and Galileo, with an overview, key features, and ideal use cases for each.
Why AI Observability Matters in 2026