Blog

AI Gateway vs API Gateway: Know The Difference

Learn how an API Gateway differs from an AI Gateway. Compare features, use cases, and benefits to understand which solution fits your architecture.

What is AI Agent Registry

In-depth breakdown of ai agent registry, focusing on architecture, benefits, challenges, and enterprise relevance.

The Messy Middle: Surviving the Transition from Rule-based IVR to Agentic systems

Discover how enterprises can survive the messy middle of customer experience transformation—navigating the limitations of legacy rule-based IVR and the challenges of adopting LLM-driven agentic systems. This blog by Pavel Fomitchov explores why businesses can’t wait on AI adoption, the hybrid approach powering real-world use cases, and the tradeoffs leaders must consider to balance efficiency, compliance, and customer satisfaction at scale.

Best Agentic AI Platforms in 2026

In-depth breakdown of agentic ai platforms, focusing on architecture, benefits, challenges, and enterprise relevance.

What Is Generative AI Gateway?

Leverage the Generative AI Gateway to unify model access, accelerate innovation, and streamline AI-driven workflows across your business.

What Is LLM Proxy?

Discover how an LLM proxy simplifies model access, improves security, and enables scalability. Learn its benefits for enterprises managing multiple large language models.

Mcp Server Security Best Practices

Discover essential MCP server security best practices—authentication, RBAC, runtime AI security, and observability—with TrueFoundry’s MCP Gateway.

Mapping the On-Prem AI Market: From Chips to Control Planes

A practical map of the on-prem AI stack—from GPUs and InfiniBand to Kubernetes, Triton/vLLM and AI gateways—plus vendor picks, cost control and governance.

AI Gateways: From Outage Panic to Enterprise Backbone

As AI becomes mission-critical, enterprises need a trusted control layer. This post explores how AI Gateways—a technology recognized by Gartner —solve challenges with reliability and spiraling costs

LangGraph vs n8n: Choosing the Right Workflow Framework

Compare n8n and LangGraph for automation and AI workflows. Learn the key differences, strengths, and best use cases to choose the right framework.

Langflow vs LangGraph: Which LLM Framework Fits Best?

Compare Langflow and LangGraph for LLM apps. Learn how Langflow enables visual prototyping while LangGraph powers stateful, production-ready AI workflows.

LLamaIndex vs LangGraph: Comparing LLM Frameworks

Discover the key differences between LLamaIndex and LangGraph. Learn which framework fits best for RAG, workflows, and building production-ready AI apps.

AutoGen vs LangGraph: Comparing Multi-Agent AI Frameworks

Side-by-side comparison of autogen vs langgraph, covering features, architecture differences, trade-offs, and best use cases.

Crewai vs LangGraph: Know The Differences

Side-by-side comparison of crewai vs langgraph, covering features, architecture differences, trade-offs, and best use cases.

Cost tracking Claude Code with TrueFoundry's AI Gateway

Learn how to effectively track and manage the costs of using Claude with TrueFoundry's AI Gateway. This guide provides step-by-step instructions to optimize your spending.

Langchain vs Langgraph: Which is Best For You?

Side-by-side comparison of langchain vs langgraph, covering features, architecture differences, trade-offs, and best use cases.

5 Best AI Gateways in 2025

Explore the best AI gateways that streamline LLM access, boost performance, ensure security, and enable monitoring for enterprise-scale AI applications.

MCP Registry and AI Gateway

In-depth breakdown of mcp registry and ai gateway, focusing on architecture, benefits, challenges, and enterprise relevance.

MCP Server Authentication

Palo Alto Prisma integration with TrueFoundry's AI Gateway

Secure every AI request with Prisma AIRS via TrueFoundry AI Gateway. Block prompt injection, prevent data leaks, add guardrails, and scale safely across models.

LLM Load Balancing

In-depth breakdown of llm load balancing, focusing on architecture, benefits, challenges, and enterprise relevance.

LangChain integration with Truefoundry

Supercharge your LangChain apps. Learn how to deploy, monitor, and trace LLM applications in production using Truefoundry's unified AI Gateway.

Cursor integration with Truefoundry

Learn how to integrate the Cursor AI editor with the TrueFoundry AI Gateway. Centralize API keys, gain full observability, and control LLM costs and security.

Self Host n8n with TrueFoundry

A step by step guide to easily deploy and self host the open-source workflow automation tool, n8n, on your own Kubernetes cluster using the TrueFoundry platform.

Observability in AI Gateway

In-depth breakdown of observability in ai gateway, focusing on architecture, benefits, challenges, and enterprise relevance.

Top 5 MCP Gateways of 2025

Discover the best MCP gateways for secure, scalable AI tool access. Compare top platforms for model routing, observability, authentication, and cost control.

Multi-Agent System with MCP: An Illustrative Sales Success Story

A Partnership for Responsible AI: Truefoundry and Enkrypt AI

TrueFoundry and Enkrypt AI partner to offer a full-stack solution for AI governance, security, and compliance. Learn how the combined power of an AI Gateway and advanced guardrails enables responsible AI deployment for enterprises.

Dify Integration with TrueFoundry's AI Gateway

Learn to integrate Dify, the open-source low-code AI platform, with the TrueFoundry AI Gateway. Gain enterprise AI governance, cost management, and robust security for your applications.

n8n integration with TrueFoundry's AI Gateway

Scale your n8n workflows with enterprise-grade security, cost management, and observability. Learn to integrate n8n with the TrueFoundry AI Gateway in 3 simple steps.

Integrating AnythingLLM with TrueFoundry's AI Gateway

Connect AnythingLLM to TrueFoundry’s AI Gateway in minutes. Step-by-step setup, cost controls, security, and low-code automation best practices for enterprise AI teams.

On Premise AI Platform

Discover everything you need to know about on premise AI platforms. Learn why enterprises prefer on premise AI, explore real-world benefits, implementation steps, best practices, and how TrueFoundry delivers an all-in-one enterprise-grade solution.

LLM Cost Tracking Solution: Observability, Governance & Optimization

Implement a comprehensive LLM cost tracking solution and achieve granular observability, proactive governance, and ongoing optimization—including self-hosting, fine-tuning, routing, and more.

What Is MCP Server? A Brief Explanation

In-depth breakdown of mcp server, focusing on architecture, benefits, challenges, and enterprise relevance.

LLM in Enterprise : A Complete Guide

Explore how enterprise LLMs are transforming business operations in 2025. Learn key use cases, challenges, platforms, and how to deploy LLMs securely at scale.

Building Low-Code AI Agent with Flowise on TrueFoundry AI Gateway

In-depth breakdown of building low code ai agent flows with flowise on the truefoundry ai gateway, focusing on architecture, benefits,…

Best LLM Observability Tools

Discover the 7 best LLM observability tools to monitor, evaluate, and optimize large language model performance. Compare features, pricing, and use cases.

MCP vs RAG : Know The Key Differences

Side-by-side comparison of mcp vs rag, covering features, architecture differences, trade-offs, and best use cases.

What Are Multi-Agent Systems?

In-depth breakdown of multi agent systems, focusing on architecture, benefits, challenges, and enterprise relevance.

LiteLLM vs OpenRouter: Which is Best For You ?

Side-by-side comparison of litellm vs openrouter, covering features, architecture differences, trade-offs, and best use cases.

What is LLM Observability ? Complete Guide

LLM observability is the end-to-end practice of instrumenting, collecting, and analyzing every inference event in a language model pipeline. It combines two core layers

Victorialogs vs Loki - Benchmarking Results

Side-by-side comparison of victorialogs vs loki, covering features, architecture differences, trade-offs, and best use cases.

How TrueFoundry’s AI Gateway Makes MCP Enterprise‑Ready

Unlock agentic AI across your organization with an MCP Gateway for enterprises. TrueFoundry's AI Gateway solves MCP scaling challenges like access control, security, and observability by providing a unified control plane. Securely register, deploy, and manage all your MCP servers with OAuth-backed authentication, fine-grained permissions, and complete audit trails to turn siloed APIs into powerful, enterprise-ready AI agents

Accelerate Data Processing 30–40× with NVIDIA RAPIDS on TrueFoundry

See how TrueFoundry + NVIDIA RAPIDS turbo-charges pandas & Spark jobs, cutting ETL runtimes by 30-40× with GPUs—benchmarks + quick-start guide inside.

Model Context Protocol (MCP) Server in Enterprises

Learn how TrueFoundry’s MCP (Model Control Plane) server delivers centralized policy, observability, and security control across enterprise LLM pipelines—integrating seamlessly with LLM Gateway for scale and governance.

What is MCP ? How Does it Work ?

In-depth breakdown of mcp, focusing on architecture, benefits, challenges, and enterprise relevance.

What is AI Gateway ? Core Concepts and Guide

TrueFoundry’s AI Gateway centralizes LLM routing, security, rate‑limiting, load balancing, observability, RBAC, and cost management—empowering enterprises with scalable, secure AI infrastructure.

AI Gateway On Premise : All You Need To Know

Agentic AI in Enterprises: A Blueprint for Scaling Intelligence and Automation

In-depth breakdown of agentic ai in enterprise, focusing on architecture, benefits, challenges, and enterprise relevance.

Load Balancing in AI Gateway: Optimizing Performance

Discover how TrueFoundry’s AI Gateway offers weight‑based and latency‑based load balancing across multiple LLM endpoints—ensuring high availability, consistent latency, error resilience, and seamless canary rollouts via simple YAML configuration.

AI Guardrails in Enterprise: Ensuring Safe Innovation

In-depth breakdown of ai guardrails in enterprise, focusing on architecture, benefits, challenges, and enterprise relevance.

How to Think About AI Gateway Architecture in the Generative AI Stack

How to Think About Gateway Architecture in the Generative AI Stack

AI Gateway: The Central Control Pane of Today’s Generative AI Infrastructure

In-depth breakdown of ai gateway a core part of the control plane in the modern generative ai stack, focusing on architecture, benefits,…

Inside the Model Context Protocol (MCP): Architecture, Motivation & Internal Usage

In-depth breakdown of inside the model context protocol mcp architecture motivation internal usage, focusing on architecture, benefits,…

How should Enterprises evaluate LLM Gateway for Scale?

Learn how enterprises can effectively evaluate LLM Gateways to ensure scalability, performance, and security in large language model deployments. Discover key factors for making informed decisions.

Rate Limiting in AI Gateway : The Ultimate Guide

Learn how TrueFoundry’s LLM Gateway enforces per-user, team, and model-level rate limits—requests or token-based—via declarative YAML rules, with fallback routing to maintain availability and control costs during surges.

API Auth & RBAC in AI Gateway – Secure Access Controls

Secure your AI Gateway with TrueFoundry’s API authentication and RBAC: enforce API-key validation, SSO (OIDC/SAML), YAML-based role policies, scoped service accounts, provider‑level access, and full audit trails—designed for enterprise-grade control, multi‑tenancy, and compliance.

Observability in LLM Workflows: Turning Black Boxes into Glass Boxes

Explore how TrueFoundry brings full observability to LLM workflows with real-time metrics, end-to-end tracing, token-level cost tracking, and flexible integrations—turning black‑box AI pipelines into transparent, scalable, and auditable systems ready for enterprise use.

Multi-Model Routing – Why One LLM Isn’t Enough

In-depth breakdown of multi model routing, focusing on architecture, benefits, challenges, and enterprise relevance.

Breaking Down AI Gateway Usage: Customer and User-Level Analytics

Discover how TrueFoundry monitors large language model (LLM) usage and manages costs effectively. Learn about tracking tools, cost optimization strategies, and insights for enterprise-scale AI deployments.

Why an AI Gateway Is Essential Beyond a Standard API Gateway

In-depth breakdown of why an ai gateway is essential beyond a standard api gateway, focusing on architecture, benefits, challenges, and…

On-Prem LLMs Deployment : Secure & Scalable AI Solutions

Learn how TrueFoundry supports on‑prem LLM deployments with secure, scalable gateway capabilities—handling load balancing, observability, RBAC, and hybrid-cloud integration for enterprise control.

On-Premises Generative AI Solutions | Secure & Scalable AI Deployment

Explore building on‑prem generative AI with TrueFoundry: deploy models securely behind corporate firewalls, with full gateway support—load balancing, lineage, authentication, and hybrid-cloud scaling.

LLM Inferencing : The Definitive Guide

Explore TrueFoundry’s approach to LLM inferencing: optimized routing, load balancing, token‑aware cost tracking, and fallback mechanisms for high‑performance, cost‑efficient deployments.

LLMOps Architecture : A Detailed Explanation

Dive into TrueFoundry’s LLMOps architecture: layered gateway, orchestration, monitoring, and cost-tracking modules enabling scalable, secure, and observable LLM deployments at enterprise scale.

LLMOps vs MLOps: A Complete Comparison Guide

Understand the difference between LLMOps and MLOps: TrueFoundry shows LLMOps adds gateway routing, token-level observability, fallback, and cost tracking on top of standard MLOps practices.

What is LLMOps?

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.

10 Best LLMOps Tools in 2025

Discover the LLMOps tools ecosystem: how TrueFoundry empowers you with observability dashboards, cost analytics, gateway controls, and integrations across deployment and monitoring stacks.

LLM Locust: A Tool for Benchmarking LLM Performance

In-depth breakdown of llm locust a tool for benchmarking llm performance, focusing on architecture, benefits, challenges, and enterprise…

Top 5 Portkey Alternatives for Enterprises in 2026

Explore Portkey alternatives for enterprise LLM gateways. Compare policy-based routing, RBAC, auditing, cost tracking, and multi-model orchestration features.

Top 5 LiteLLM Alternatives for Enterprises in 2026

Explore enterprise-grade LiteLLM alternatives, offering end-to-end observability, governance, security, and scalable LLM operations beyond basic orchestration.

Portkey vs LiteLLM : Which is Best ?

Compare Portkey vs LiteLLM: Portkey brings enterprise-grade gateway features—like full observability, RBAC, and multi-provider routing—while LiteLLM offers lightweight LLM orchestration.

Deploying Your First Langgraph Agent on TrueFoundry

Practical guide to deploying your first langgraph agent on truefoundry, with setup steps, architecture decisions, and production best practices.

How to Deploy MultiAgent workflow using CrewAI on TrueFoundry

Deploying Your Agno Agent on TrueFoundry

Practical guide to deploying your agno agent on truefoundry, with setup steps, architecture decisions, and production best practices.

AutoDeploy: LLM Agent for GenAI Deployments

Practical guide to autodeploy llm agent to for genai deployments, with setup steps, architecture decisions, and production best practices.

Autopilot: Automating Infrastructure Management for GenAI

In-depth breakdown of automating infrastructure management for generative ai with autopilot, focusing on architecture, benefits, challenges,…

Scaling to Zero in Kubernetes: A Deep Dive into Elasti

In-depth breakdown of scaling to zero in kubernetes a deep dive into elasti, focusing on architecture, benefits, challenges, and enterprise…

ML Deployment as a service

Practical guide to ml deployment as a service, with setup steps, architecture decisions, and production best practices.

GenAI as a Service For Enterprises

Discover TrueFoundry’s GenAI‑as‑a‑Service offering: fully managed LLM pipelines with compliance-aware governance, observability, cost controls, and seamless integration into enterprise environments.

Announcing $19M Series A, Scaling AI Deployment with Autonomous Agents on Autopilot

Practical guide to announcing our 19m series a scaling ai deployment with autonomous agents on autopilot, with setup steps, architecture…

Cost Comparison with Sagemaker

Setting up Gitops using Truefoundry

How to set up Gitops in Kubernetes

TrueFoundry: 2024 year-end review

Building Compound AI Systems with TrueFoundry & Mongo DB

Building RAG using TrueFoundry and MongoDB Atlas

Building RAG using Cognita and MongoDB Atlas

Enabling 3-15X Faster Docker Image Builds with TrueFoundry on Kubernetes

In-depth breakdown of enabling 3 15x faster docker image builds with truefoundry on kubernetes, focusing on architecture, benefits, challenges,…

Benchmarking the TrueFoundry LLM Gateway: it's blazing fast ⚡

In-depth breakdown of truefoundry llm gateway is blazing fast, focusing on architecture, benefits, challenges, and enterprise relevance.

Understanding Total Cost of Ownership for GenAI Infrastructure

Total Cost Of Ownership

Build Vs Buy

What Are Compound AI Systems?

Unpack compound AI systems with TrueFoundry: orchestrating multiple LLMs and tools in pipelines, with gateway-managed routing, observability, and fallback for reliable, multimodal workflows.

Big Data and ML Practices at Palo Alto Networks

What is LLM Gateway?

TrueFoundry’s LLM Gateway offers unified routing, observability, security, rate‑limiting, load balancing, and cost tracking—delivering enterprise-grade control over LLM deployments across providers.

<Webinar> GenAI Showcase For Enterprises

GenAI Showcase For Enterprises

<Webinar> RAG in Production - A Technical Deep Dive

RAG in Production - A Technical Deep Dive

TrueFoundry Announces SOC2 Type 2 and HIPPA Compliance

TrueFoundry Recognized by HFS as a Hot Tech Vendor for GenAI in Enterprises

TrueFoundry Recognized as a Hot Tech Vendor by HFS in GenAI for Enterprises

Future of LLMs and Real Time Communication

Future of LLMs and WebRTC: A Deep Dive

Leveraging AI/ML for Revolutionary Logistics at Sennder

Enhancing Customer Support with Real-Time AI Assistance Using Cognita

SEO Meta Description Explore how TrueFoundry's Cognita framework enhances customer support with advanced AI capabilities. Discover its modular architecture, real-time query handling, multilingual support, and continuous improvement features, providing efficient, scalable, and accurate customer service solutions. Learn about seamless CRM integration, security measures, and proactive support analytics that boost customer satisfaction and operational efficiency.

TrueFoundry Blog

Kong vs Portkey: Which AI Gateway Works for Enterprise LLM Infrastructure?

Trending

Victorialogs vs Loki - Benchmarking Results

Benchmarking the TrueFoundry LLM Gateway: it's blazing fast ⚡

Introducing TrueFoundry MCP Gateway: Solving the N×M Integration Problem for AI Agents

Inside the Model Context Protocol (MCP): Architecture, Motivation & Internal Usage

Recent posts

Top 5 Helicone Alternatives

Top 5 Envoy Proxy Alternatives

Pangea Integration with TrueFoundry's AI Gateway

Patronus Integration with TrueFoundry's AI Gateway

TrueFoundry's Logging Architecture for AI Gateway

Enterprise AI Security with MCP Gateway & Runtime Guardrails

Cline Integration with TrueFoundry AI Gateway

What is a Virtual MCP Server?

What is MCP Proxy?

What is MCP Registry?

What is LLM Router?

LiteLLM vs TrueFoundry AI Gateway: The Definitive Enterprise AI Gateway Comparison

No results found.

TrueML Talks

Big Data and ML Practices at Palo Alto Networks

Future of LLMs and Real Time Communication

Leveraging AI/ML for Revolutionary Logistics at Sennder

Evolution of Machine Learning: A Deep Dive into Savin's Journey

Applications of GenAI at Google

Programmatic Data Labelling and Training LLMs at Snorkel.ai

TrueML Talks #29 - GenAI and LLMs for Location Intelligence @ Beans.AI

TrueML Talks #28 - GenAI and LLMs for Sales Outreach @ OneShot

TrueML Talks #27 - GenAI and LLMOps for Customer Success @ Level AI

TrueML Talks #26 - Enterprise GenAI and LLMOps with Labhesh Patel

TrueML Talks #25 - GenAI and LLMOps for GTM (Go-To-Market) @ Twilio

True ML Talks #16 - Machine Learning Pipeline @ Digits

Featured Case Studies

Agent to handle 500 Million IVR Calls, One AI Platform

How Adopt Scales Multi-Model Agents with TrueFoundry

How NVIDIA Improves GPU Cluster Utilization with LLM Agents

Helping Whatfix modernize deployments and shorten its software release lifecycle

Adding a Generative AI Ready Core to Aviso AI's Tech Stack

Enabling a Fortune 100 Healthcare Company to ship 30+ LLM use cases in less than a year

Games 24x7 Personalizing Gaming with AI for its 100 Million Users

How Neurobit Saves 60% Of Their Cloud Costs and Serves Machine Learning at Scale

Online Drug Marketplace adds $1.5 million to its revenue by simplifying the customer journey

Subscribe to our newsletter

Product

Company

Resources