# truefoundry.com > AI-optimized mirror of truefoundry.com containing 50 pages totalling 70,805 words of clean markdown content, structured data, and semantic HTML. Original source: https://truefoundry.com. Last updated: 2026-09-12T04:53:20.839Z. Each page is available as HTML (with JSON-LD structured data) and Markdown (text-only, ideal for LLMs and RAG). ## Homepage - [Enterprise AI Gateway & MCP Gateway | Truefoundry](/content/site-root.html): Deploy, secure, and scale LLMs and AI agents with TrueFoundry's enterprise AI Gateway and MCP Gateway. Rate limiting, observability, and compliance built in., (622 words) ## Articles & Blog Posts - [OpenRouter vs AWS Bedrock: Pricing and Enterprise Fit](/content/blog/openrouter-vs-aws-bedrock/index.html): Compare OpenRouter vs AWS Bedrock on pricing, governance, deployment, and enterprise fit, with a clear 2026 breakdown of where each one actually costs you., (2,768 words) - [Confident AI - TrueFoundry Docs](/content/docs/ai-gateway/confident-ai/index.html): Learn how to export LLM Gateway traces to Confident AI using OpenTelemetry integration. (510 words) - [TrueForge Agent Events: The Runtime Contract | TrueFoundry](/content/blog/trueforge-agent-events-runtime-contract/index.html): A technical deep dive into TrueForge events: lifecycle, deltas, approvals, subagent threads, replay, reconnects, and evaluation evidence., (1,117 words) - [10 Best LLMOps Tools in 2026](/content/blog/llmops-tools/index.html): Discover the LLMOps tools ecosystem: how TrueFoundry empowers you with observability dashboards, cost analytics, gateway controls, and integrations across deployment and monitoring stacks., (594 words) - [Understanding What Is Prompt Versioning?](/content/blog/what-is-prompt-versioning/index.html): Learn what prompt versioning is, how it works, the benefits for production AI teams, and the best practices that prevent quality regressions in LLM applications., (3,334 words) - [Observabilidade de Agentes de IA: Monitoramento e Depuração de Fluxos de Trabalho de Agentes](/content/pt/blog/ai-agent-observability-tools/index.html): Saiba como a observabilidade de agentes de IA ajuda as equipes a rastrear etapas de raciocínio, chamadas de ferramentas e custos para depurar e operar agentes autônomos em produção., (2,734 words) - [From Browser to Prompt: Building Infra for the Agentic Internet](/content/blog/building-infra-for-the-agentic-internet/index.html): Explore the shift from browser-driven workflows to prompt-driven execution—and the gateway, MCP, and control plane infrastructure powering production agentic AI., (1,368 words) - [IA Agêntica Pronta para Empresas | TrueFoundry](/content/pt/index.html): TrueFoundry oferece um Gateway de IA de nível empresarial que integra Gateways de LLM, MCP e Agentes, permitindo que as empresas conectem, monitorem e governem aplicações de IA baseadas em agentes de diferentes provedores a partir de um painel de controle unificado., (1,072 words) - [IA agentic prête à l'emploi pour les entreprises | TrueFoundry](/content/fr/index.html): TrueFoundry propose une passerelle d'intelligence artificielle de niveau entreprise combinant LLM, MCP et des passerelles d'agent, permettant aux entreprises de connecter, de surveiller et de gérer les applications d'IA agentiques entre les fournisseurs à partir d'un plan de contrôle unifié., (1,210 words) - [IA agencial preparada para la empresa | TrueFoundry](/content/es/index.html): TrueFoundry ofrece una puerta de enlace de inteligencia artificial de nivel empresarial que combina pasarelas de LLM, MCP y agente, lo que permite a las empresas conectar, monitorear y administrar aplicaciones de IA agenciales en todos los proveedores desde un plano de control unificado., (1,191 words) - [LLMops vs MLOps: Eine vollständige Vergleichsanleitung](/content/de/blog/llmops-vs-mlops/index.html): Verstehen Sie den Unterschied zwischen LLMOPs und MLOps: TrueFoundry zeigt, dass LLMops zusätzlich zu den Standard-MLOP-Praktiken Gateway-Routing, Observability auf Token-Ebene, Fallback und Kostenverfolgung hinzufügt., (2,420 words) - [What is LLMOps? The Ultimate Guide](/content/blog/what-is-llmops/index.html): LLMOps is the operational layer around LLMs—TrueFoundry defines it as gateway‑driven orchestration, observability, fallback, and cost control wrapped around model deployments for enterprise readiness., (3,569 words) - [Agentische KI für Unternehmen | TrueFoundry](/content/de/index.html): TrueFoundry bietet ein KI-Gateway für Unternehmen, das LLM-, MCP- und Agent-Gateways kombiniert und es Unternehmen ermöglicht, agentische KI-Anwendungen anbieterübergreifend von einer einheitlichen Steuerungsebene aus zu verbinden, zu überwachen und zu steuern., (558 words) - [AI Security Platforms: Features, Tools & Best Practices](/content/blog/ai-security-platforms-and-gateways/index.html): Explore AI security platforms, key features, and top tools to protect models, data, and applications. Learn how to secure and scale AI systems safely., (2,753 words) - [بوابة الذكاء الاصطناعي للمؤسسات وبوابة MCP | تروفاوندري](/content/ar/index.html): انشر، أمّن، ووسّع نطاق نماذج اللغة الكبيرة ووكلاء الذكاء الاصطناعي باستخدام بوابة الذكاء الاصطناعي للمؤسسات وبوابة MCP من TrueFoundry. مع تحديد المعدل والرصد والامتثال المدمجة., (612 words) - [On-Premise LLM Deployment: Secure & Scalable AI Solutions](/content/blog/on-prem-llms/index.html): Explore on-premise LLM deployment for secure, scalable AI. Learn benefits, tools, architecture, and best practices to maintain data control and high performance., (2,596 words) - [Claude Code MCP Integrations: Wie Tools eine Verbindung zu KI-Codierungsagenten herstellen](/content/de/blog/claude-code-mcp-integrations-guide/index.html): Erfahren Sie, wie Claude Code das Model Context Protocol verwendet, um sich mit externen Tools zu verbinden. Dabei geht es um MCP-Architektur, Integrationstypen, Einschränkungen und bewährte Produktionspraktiken., (1,888 words) - [The Hidden Costs of GenerativeAI and How to Control Them](/content/blog/cost-of-generative-ai/index.html): The cost of generative AI goes well beyond API fees. Here is what enterprises consistently underestimate and how to build GenAI that scales without runaway spend., (3,022 words) - [MCP Tool Poisoning: How AI Gateways Defend Against It](/content/blog/blog-mcp-tool-poisoning-gateway-defense/index.html): Why MCP tool poisoning is not just another prompt-injection variant — it's a supply-chain attack on the agent's context window. How gateway-layer schema validation closes the channel before the model can be tricked., (2,838 words) - [Which are the 10 Best Shadow AI Detection Tools for 2026](/content/blog/shadow-ai-detection-tools/index.html): Compare the 10 best shadow AI detection tools in 2026 by detection depth, governance coverage, and enterprise readiness to find the right fit for your stack., (1,750 words) - [Las 7 mejores herramientas de observación de LLM](/content/es/blog/llm-observability-tools/index.html): Descubra las 7 mejores herramientas de observabilidad de LLM para monitorear, evaluar y optimizar el rendimiento de los modelos lingüísticos de gran tamaño. Compare las funciones, los precios y los casos de uso., (1,859 words) - [LLM Agents: The Complete Guide for 2026](/content/blog/llm-agents/index.html): Learn what LLM agents are and how they leverage large language models to perform tasks, enhance planning, and manage memory for accurate AI assistance., , (1,875 words) - [The Agentic Token Explosion in CI/CD Pipelines, Explained](/content/blog/rate-limiting-ai-agents-preventing-llm-api-exhaustion.html): Learn how to prevent runaway AI agent loops from destroying your budget in minutes. Implement token buckets, circuit breakers, and a fallback chain at the gateway to cap LLM costs and ensure system stability., (1,731 words) - [Best Prompt Engineering Tools in 2026 for AI Workflows](/content/blog/prompt-engineering-tools/index.html): Discover the top prompt engineering tools for 2026 to optimize AI outputs, manage workflows, and enhance productivity for developers and teams., (702 words) - [OpenRouter Pricing 2026: Plans, Costs, and Hidden Fees](/content/blog/openrouter-pricing/index.html): A full breakdown of OpenRouter pricing in 2026. Lear about free tier limits, platform fee, BYOK structure, and when going direct to providers makes more sense., (896 words) - [Cursor AI MCP Server Configuration: A Complete Setup Guide](/content/blog/cursor-ai-mcp-server-configuration/index.html): A complete guide to Cursor AI MCP server configuration. Learn setup, authentication, and best practices for building agent-driven workflows., (2,120 words) - [Multi-Model Routing: Optimize AI Tasks Efficiently](/content/blog/multi-model-routing/index.html): Learn how multi-model routing directs queries to the best AI models, improving speed, accuracy, and cost-efficiency for complex and simple tasks alike., (741 words) - [Cloudflare AI Gateway Pricing Explained For 2026](/content/blog/cloudflare-ai-gateway-pricing/index.html): Learn how Cloudflare AI Gateway pricing works, what impacts cost, and when teams consider alternatives for predictable AI spend. Compare Cloudflare plans now., (1,911 words) - [What Is Ollama? Run Local LLMs in Production for Teams](/content/blog/ollama-for-teams/index.html): Ollama runs LLMs locally with an OpenAI-compatible API. Learn what Ollama is, how it compares to vLLM, and how to run it for teams with governance and cost control., (1,124 words) - [Lunary - TrueFoundry Docs](/content/docs/ai-gateway/lunary/index.html): Learn how to export LLM Gateway traces to Lunary using OpenTelemetry integration. (524 words) - [What is an AI Gateway? The Complete Guide (2026)](/content/blog/ai-gateway/index.html): Learn what an AI gateway is, how it works, and why it matters. Explore features, benefits, use cases, and how it powers modern LLM applications., (1,388 words) - [PromptLayer - TrueFoundry Docs](/content/docs/ai-gateway/promptlayer/index.html): Learn how to export LLM Gateway traces to PromptLayer using OpenTelemetry integration. (412 words) - [LiteLLM Review 2026: Features, Pricing, Pros and Cons](/content/blog/a-detailed-litellm-review-features-pricing-pros-and-cons-2026.html): Is LiteLLM the best open‑source AI gateway? We review its features, enterprise limitations, and when teams switch to managed platforms like TrueFoundry., (1,539 words) - [OpenLIT - TrueFoundry Docs](/content/docs/ai-gateway/openlit/index.html): Learn how to deploy OpenLIT on TrueFoundry and export LLM Gateway traces and metrics using OpenTelemetry integration. (797 words) - [Join Our Team: Careers at TrueFoundry](/content/careers/index.html): Explore career opportunities at TrueFoundry and join a team building scalable platforms for machine learning and AI teams., (570 words) - [Governing Multi-Agent Systems: A2A Traffic at the Gateway](/content/blog/multi-agent-a2a-governance-gateway/index.html): Agents calling agents create east-west traffic that needs identity, authorization, budgets, loop limits, tracing, and cost attribution at a common gateway., (1,843 words) - [What Is AI Governance? Definition, Meaning & Key Principles](/content/blog/what-is-ai-governance/index.html): AI governance helps organizations manage AI responsibly through policies, controls, and oversight that ensure compliance, trust, safety, and accountability., (1,018 words) - [LiteLLM Pricing 2026: Open-Source & Enterprise Cost Breakdown](/content/blog/litellm-pricing-guide/index.html): A complete breakdown of LiteLLM AI Gateway pricing, including open‑source usage, enterprise add‑ons, and hidden operational costs. Learn when teams choose TrueFoundry., (1,518 words) - [10 Best LLMOps Tools in 2026](/content/pt/blog/llmops-tools/index.html): Discover the LLMOps tools ecosystem: how TrueFoundry empowers you with observability dashboards, cost analytics, gateway controls, and integrations across deployment and monitoring stacks., (802 words) - [TrueFoundry Raises $19M Series A for Agentic AI](/content/blog/announcing-our-19m-series-a-scaling-ai-deployment-with-autonomous-agents-on-autopilot.html): Practical guide to announcing our 19m series a scaling ai deployment with autonomous agents on autopilot, with setup steps, architecture…, (893 words) - [منصات أمان الذكاء الاصطناعي: الميزات والأدوات وأفضل الممارسات](/content/ar/blog/ai-security-platforms-and-gateways/index.html): استكشف منصات أمان الذكاء الاصطناعي، والميزات الرئيسية، وأهم الأدوات لحماية النماذج والبيانات والتطبيقات. تعلم كيفية تأمين وتوسيع أنظمة الذكاء الاصطناعي بأمان., (507 words) - [Laminar - TrueFoundry Docs](/content/docs/ai-gateway/laminar/index.html): Learn how to export LLM Gateway traces to Laminar using OpenTelemetry integration. (537 words) - [MCP 2026-07-28 Ships: Apps, Tasks & Governance, Revisited | TrueFoundry](/content/blog/mcp-2026-07-28-spec-apps-tasks-governance-revisited.html): MCP's stateless 2026-07-28 revision formalizes Tasks, hardens authorization and starts dated deprecations. Here is the enterprise governance delta., (556 words) - [Best Prompt Management Tools for AI Teams 2026](/content/blog/prompt-management-tools/index.html): Explore the best prompt management tools and prompt management software for 2026. Compare platforms, features, and choose the right prompt management platform., (845 words) - [Bifrost Pricing: OSS vs Enterprise Costs](/content/blog/bifrost-pricing/index.html): Compare Bifrost pricing, OSS and Enterprise costs, hidden infrastructure needs, and when TrueFoundry is a better AI Gateway option., (911 words) - [Introducing Auto Routing on the TrueFoundry AI Gateway](/content/blog/introducing-auto-routing-on-the-truefoundry-ai-gateway.html): We’ve just added a new capability to the TrueFoundry AI Gateway. The new Auto-Routing feature reads each incoming request, sorts it into one of three complexity tiers, and sends it to the most appropriate model assigned to that tier., (441 words) - [The Human Gate: Designing MCP Tool Approvals at the Gateway Boundary | TrueFoundry](/content/blog/mcp-tool-approval-human-gate-call-path/index.html): A precise engineering read of MCP tool approvals: what MCP standardizes, what TrueFoundry adds at the gateway, how pending states and time-boxed grants behave, and where human approval fits with authorization, guardrails, and audit., (589 words) - [Graph Engineering for Multi-Agent Systems: Architecture, Governance, and Observability | TrueFoundry](/content/blog/graph-engineering-enterprise-guide/index.html): An emerging framework for multi-agent systems: architecture, governance, cost control, and observability for gateway-mediated model and MCP operations., (516 words) ## About Pages - [À propos de nous | TrueFoundry](/content/fr/about/index.html): Découvrez TrueFoundry, notre mission, notre vision et l'équipe à l'origine de nos solutions innovantes d'apprentissage automatique. Découvrez comment nous transformons le paysage du machine learning., (3,114 words) ## Resources - [Full Page Index](/index.html): Browse all cached pages with rich metadata - [About This Cache](/about.html): Methodology, technical details, and usage guidelines - [XML Sitemap](/sitemap.xml): Machine-readable sitemap for crawler discovery - [Robots.txt](/robots.txt): Crawler directives - [AgentSite Network](https://agentsite.network/network.html): Public index of AgentSites and their machine-readable resources