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TrueFoundry Blog

Curated insights, expert tutorials, and innovative techniques for ML and LLM use cases

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

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November 24, 2025

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5 min read

Top 5 Portkey alternatives in 2025

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November 24, 2025

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5 min read

Portkey vs LiteLLM : Which is Best ?

LLM Tools

November 24, 2025

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6 Best LLM Gateways in 2025

comparison

November 24, 2025

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5 min read

Gemini 3 vs Kimi-K2 Thinking vs Grok-4.1 vs GPT-5.1: Who Actually Wins Humanity’s Last Exam?

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July 11, 2025

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What is AI Gateway ? Core Concepts and Guide

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September 8, 2024

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Build Vs Buy

Engineering and Product

August 6, 2024

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TrueFoundry Announces SOC2 Type 2 and HIPPA Compliance

Engineering and Product

August 13, 2024

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

Thought Leadership

August 6, 2024

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Enhancing Customer Support with Real-Time AI Assistance Using Cognita

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August 6, 2024

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What is Similarity Search & How Does it work?

LLM Terminology

August 6, 2024

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Volumes on Kubernetes

Kubernetes

August 6, 2024

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Exploring Alternatives to VertexAI

LLM Tools

January 20, 2025

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Top Tools for Fine-tuning

Engineering and Product

August 6, 2024

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5 min read

<Webinar> RAG in Production - A Technical Deep Dive

Engineering and Product

August 6, 2024

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5 min read

Cognita: Building an Open Source, Modular, RAG applications for Production

LLMs & GenAI

January 2, 2025

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Cognita: Our Open Source Framework For RAG In Production

LLMs & GenAI

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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

February 15, 2024

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

February 1, 2024

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

January 18, 2024

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

January 4, 2024

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

December 21, 2023

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

December 13, 2023

True ML Talks #16 - Machine Learning Pipeline @ Digits

Featured Case Studies

How NVIDIA Improves GPU Cluster Utilization with LLM Agents

Demand for NVIDIA GPUs is skyrocketing. To increase the utilization of their GPU fleet and serve more clients, the team built a multi-agent LLM system to automate cluster optimization. The team used TrueFoundry to solve hybrid/multi-cloud management challenges, model switching, and develop and deploy LLM agents.

Helping Whatfix modernize deployments and shorten its software release lifecycle

Whatfix, a leading digital adoption platform, has seen rapid growth in revenue and clients. To streamline its ML and backend application releases, it adopted a modern deployment infrastructure, with TrueFoundry playing a key role in this upgrade.

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

Aviso AI is a leading Revenue Operation System that helps teams manage and increase their revenues using conversational intelligence and forecasting models. TrueFoundry helped the team add the capability to deploy its proprietary LLM Models, which power its AI Chief of Staff MIKI.

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

Read how TrueFoundry worked with a Healthcare Major to help them build their Generative AI capabilities and ship 30+ use cases with Large Language Models in the first year

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

Games 24x7, a leading gaming company from India, used TrueFoundry to serve ML models to their clients at massive scales of more than 200 requests per second. In being able to do this, we helped them reduce time to deployment, follow SRE best practices and also help the internal engineering team monitor and control the data and infrastructure.

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

Neurobit is a cutting-edge Digital Health company based in Singapore that generates biomarkers using propriety AI algorithms on physiological sleep data.

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

The company under study is an online drug marketplace that aims to supply medications at an affordable price to millions of customers. They have 8 Mn+ active users and are a part of the $ 200 Billion + conglomerate.

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How to Choose an AI Gateway

Choosing the right AI Gateway is critical to scaling LLM applications securely and efficiently. Learn how to evaluate AI Gateways, what features matter, and how TrueFoundry simplifies enterprise-grade orchestration, governance, and cost control

Gemini 3 vs Kimi-K2 Thinking vs Grok-4.1 vs GPT-5.1: Who Actually Wins Humanity’s Last Exam?

Grok 4.1: The First Frontier Model That Feels Different — And How to Test It Against GPT-5.1, Kimi K2 & Claude 4.5

What is MCP Authorization?

How to build an ITAR Compliant AI Gateway?

Learn how to design and deploy an ITAR-compliant AI Gateway that ensures secure, auditable, and policy-driven access to AI models and tools. Explore best practices, key requirements, and how TrueFoundry enables enterprise-grade compliance.

AI Security Platforms & Gateways: Safeguarding LLMs and Agentic AI

Learn how AI Gateways serve as the enforcement engine of AI Security Platforms. Discover why enterprises trust TrueFoundry’s AI Gateway to secure LLMs, agents, and prompts with real-time guardrails, data residency, and governance.

GPT-5.1 vs GPT-5: 9 Major Improvements You Need to Know

Discover everything new in GPT-5.1 — improved reasoning, personalization, multimodal intelligence, code upgrades, and real prompt examples. Compare GPT-5.1 vs GPT-5.

Multi-Agent Systems Explained: Why the Future of AI Is Collaborative

Explore how Multi-Agent Systems (MAS) enable intelligent, collaborative AI solutions. Learn their architecture, benefits, and how TrueFoundry powers scalable MAS deployments for real-world enterprise use cases.

Kimi-K2 Thinking: How you can try it right now using Truefoundry AI Gateway

Kimi-K2 leads agentic benchmarks with multi-step reasoning and tool orchestration. Spin it up fast using Truefoundry AI Gateway.

Cost Considerations of Using an AI Gateway: Optimizing Enterprise AI Spend

Learn how AI Gateways help enterprises monitor, control, and optimize LLM costs and how TrueFoundry enables predictable, governed AI spend.

AI Compliance for Enterprises: How AI Gateway Automates Responsible AI

Learn how AI compliance frameworks like the EU AI Act and NIST AI RMF guide responsible AI — and how TrueFoundry’s AI Gateway operationalizes compliance through unified logging, access control, and governance automation.

What Is an AI Governance Framework?

Learn how AI governance frameworks ensure responsible innovation and how TrueFoundry’s AI Gateway operationalizes governance through unified access, compliance, and observability across all models.

Geopatriation: Ensuring AI Data Sovereignty in the Era of Agentic AI

Discover how geopatriation is redefining cloud and AI strategy. Learn why data residency and sovereignty are critical in the era of Agentic AI, and how TrueFoundry’s AI Gateway enables secure, region-aware, and compliant AI infrastructure at global scale.

AI Interoperability: How AI Gateways Solve the Multi-Model Challenge

Learn how AI interoperability helps enterprises connect diverse models, agents, and tools seamlessly. Discover how TrueFoundry’s AI Gateway unifies APIs, enforces governance, and powers scalable, vendor-agnostic AI systems.

Data Residency in the Age of Agentic AI: How AI Gateways Enable Sovereign Scale and Compliance

Discover why data residency is becoming mission-critical in the era of Agentic AI. Learn how TrueFoundry’s AI Gateway enables enterprises to maintain sovereignty, compliance, and scale with region-aware routing, logging, and governance.

Agent Gateway: Unifying Multi-Agent AI Workflows for Enterprises

Explore the concept of Agent Gateway in AI systems and how it secures and scales agentic workflows.

Claude Code Limits Explained (2025 Edition)

Learn how Anthropic’s Claude Code rate limits work, from rolling windows to weekly caps and discover how TrueFoundry’s AI Gateway helps teams manage compute, optimize workflows, and ensure scalable, vendor-agnostic AI development.

Vendor Lock-In Prevention with TrueFoundry’s AI Gateway

Learn how AI model gateways prevent vendor lock-in by enabling interoperability, flexibility, and portability across model providers with TrueFoundry.

Building the Enterprise AI Control Plane: Gartner Insights and TrueFoundry’s Approach

Discover why Gartner’s 2025 Market Guide highlights AI Gateways as the new control layer for enterprise AI—powering governance, observability, and cost optimization with TrueFoundry.

What are AI Guardrails?

Learn how AI Guardrails in TrueFoundry’s AI Gateway ensure LLM safety, compliance, and governance through centralized, configurable enterprise controls.

What is Shadow AI?

TrueFoundry Accelerator Series: Querying Structured and Unstructured Data Seamlessly with MCP Tools

TrueFoundry Accelerator Series: Calender Scheduling Agent

Top 5 Obot MCP Gateway Alternatives

Top 5 AWS MCP Gateway Alternatives

Top 5 Kong AI Alternatives

TrueFoundry Accelerator Series: Building Enterprise-Grade Intent Classification with SetFit

TrueFoundry Accelerator Series: Intelligent Document Processing Accelerator

TrueFoundry and the MCP Gateway Revolution: Insights from Gartner’s 2025 Report

Discover why MCP Gateways are critical for enterprise AI governance and how TrueFoundry enables secure, scalable, and compliant AI integration.

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

How decoupling storage and compute (S3 + Delta Lake) with DataFusion gave us fast, zero-maintenance LLM observability for our AI Gateway that stays inside your cloud.

Enterprise AI Security with MCP Gateway & Runtime Guardrails

Learn how an AI Gateway and an MCP Gateway stop prompt injection, prevent data leakage, add RBAC/observability, and enforce runtime guardrails—practical patterns and checklists for secure enterprise AI.

Cline Integration with TrueFoundry AI Gateway

Learn how to connect Cline to TrueFoundry AI Gateway in VS Code. Step by step setup with budgets rate limits and logs so teams can code faster with control.

What is MCP Proxy?

An MCP Proxy manages, routes, and secures requests across multi-agent systems, enabling seamless AI orchestration, monitoring, and efficient workflow automation.

What is a Virtual MCP Server?

Learn how a Virtual MCP Server powers multi-agent coordination, automates tasks, and connects diverse AI tools through a unified, virtualized control layer.

What is MCP Registry?

What is LLM Router?

Discover how an LLM Router optimizes AI workflows by automatically routing requests to the best large language model based on cost, performance, and context.

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

Compare LiteLLM and TrueFoundry AI Gateway for developers vs enterprises—routing, integrated playgrounds, observability, audit logs, guardrails, and 24×7 on‑prem support

6 Best LLM Gateways in 2025

Nexos AI vs TrueFoundry: Features & Performance Comparison

Compare Nexos AI and TrueFoundry across features, performance, deployment, and pricing to choose the right MLOps platform for your AI/ML workflows.

An Architect’s POV: What an Ideal Gen-AI Application Stack Must Deliver

From security and data residency to latency and cost control—an architect’s guide to the ideal Gen-AI stack for on-prem deployments with TrueFoundry.

What Is MCP Hub?

MCP vs API - Which Is Best ?

What Is AI Model Deployment ?

Discover what AI model deployment means, how it works, and why it’s critical for scaling machine learning. Learn the process, challenges, and best practices for deploying AI models in production.

MCP vs A2A: Key Differences, Use Cases, and Enterprise Integration

Compare MCP (Model Context Protocol) and A2A (Application-to-Application) integration. Learn their core differences, benefits, and when to use each for enterprise and AI-driven workflows.

Best MCP Automation Platforms for Enterprise

TrueFoundry and Cerebras Announce Strategic Partnership

Discover how TrueFoundry and Cerebras partner to deliver high-performance, governed, and scalable AI solutions for enterprises worldwide.

Helicone vs Portkey – Key Features, Pros & Cons

Unsure between Helicone and Portkey? Learn how they stack up on observability, cost optimization, and deployment to find the right LLM platform.

Langfuse vs Portkey – Key Differences & Features

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

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.

Top Agentic AI Platforms in 2025

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

Crewai vs LangGraph: Know The Differences

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?

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

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

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

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

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

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

What Are Multi-Agent Systems?

LiteLLM vs OpenRouter: Which is Best For You ?

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

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 ?

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.

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