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TrueFoundry Blog

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January 6, 2025

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

Compare Kong vs Portkey for LLM workloads and enterprise AI. Learn where API and LLM gateways fall short, and how enterprises scale AI with TrueFoundry.

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February 13, 2026

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

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Top 5 LiteLLM Alternatives for Enterprises in 2026

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

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February 15, 2024

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

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

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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 Aviva Centralized Control, Cost, and Velocity Across Multi-Cloud LLMs with Truefoundry AI Gateway

Aviva Credito is a Mexico-based lender focused on expanding access to credit. To reach customers that traditional banks and fully online fintechs struggle to serve, Aviva operates small physical kiosks supported by an automated, tablet-first onboarding experience - building trust while reducing fraud risk.

Agent to handle 500 Million IVR Calls, One AI Platform

How a Fortune 50 Healthcare Leader Scaled Agentic AI by partnering with TrueFoundry to build a unified Internal AI Platform.

How Adopt Scales Multi-Model Agents with TrueFoundry

Adopt AI builds enterprise-grade agentic AI across modern and legacy systems. Using TrueFoundry’s AI Gateway, the platform unifies multi-provider LLM access, handling 15M+ requests and 40B+ input tokens centrally.

How NVIDIA Improves GPU Cluster Utilization with LLM Agents

Learn how NVIDIA improves GPU cluster utilization using LLM agents on TrueFoundry to scale AI workloads efficiently.

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 TrueFoundry Integrates with GCP: The Control Plane Architecture

Technical deep dive on TrueFoundry's GCP integration. Covers split-plane security, GKE networking, Workload Identity Federation, and Spot VM orchestration.

From GenAI to Agentic AI: Episode 3 of Tesseract Talks

how do you move from isolated AI features to intelligent systems that can operate safely, reliably, and at scale? That question was at the heart of a recent episode of Tesseract Talks, with Anuraag Gutgutia.

Understanding LiteLLM Pricing For 2026

A complete breakdown of LiteLLM AI Gateway pricing, including open‑source usage, enterprise add‑ons, and hidden operational costs. Learn when teams choose TrueFoundry.

Architecting TrueFoundry on Azure: Control Plane and Compute Integration

Technical guide to integrating TrueFoundry with Microsoft Azure. Learn how we utilize AKS, Entra Workload ID, and Azure OpenAI within a split-plane architecture.

Understanding Portkey AI Gateway Pricing For 2026: Complete Guide & Comparison

A complete breakdown of Portkey AI Gateway pricing, including usage costs, guardrails, MCP features, and hidden limitations. Learn when teams choose TrueFoundry.

How TrueFoundry Integrates with AWS: The Architecture of a Control Plane

Deep dive into the TrueFoundry AWS integration architecture. Learn how a control plane approach enhances security, optimizes EKS compute costs, and streamlines GenAI deployment on your existing infrastructure.

Amazon Bedrock Agents vs. The Control Plane: An Architectural Review

Compare Amazon Bedrock Agents vs. TrueFoundry. Analyze trade-offs in observability, universal tool integration, and semantic routing for multi-cloud agents.

TrueFoundry Accelerator Series: Building Resilient Web Automation When APIs Don’t Exist

Discover the next generation of web automation. Learn how the TrueFoundry Accelerator uses the Accessibility Object Model (AOM) and a Controller-Worker pattern to build resilient agents that succeed where brittle web scraping fails.

Amazon SageMaker Review: Features, Pricing, Pros and Cons (+ Better Alternative)

Comprehensive SageMaker review covering real user feedback, pricing breakdown, key features, and pros/cons. Discover why teams are switching to alternatives in 2026.

In 2026, AI Gateways Will Need to Become a Board-Level Priority

AWS Bedrock vs Azure AI: Which AI Platform To Choose?

A clear comparison of AWS Bedrock vs Azure AI, covering pricing, lock‑in risks, and why multi‑cloud teams choose TrueFoundry.

Vercel AI Review 2026: We Tested It So You Don’t Have To

Is Vercel AI Gateway production‑ready? We tested the Edge Runtime and pricing limits. See where it shines, where it breaks, and why teams move to TrueFoundry.

Kong Gateway Pricing & Architecture: An Analysis for AI Teams (2026 Edition)

A complete breakdown of Kong Gateway pricing, including Konnect vs Enterprise costs, AI plugin limitations, and why teams choose AI‑native alternatives.

Curious Case of Implementing a Geographically Distributed Agentic AI in Banking

Learn how leaders use distributed Agentic AI in banking in 2026 to automate AML while meeting data residency and latency requirements with TrueFoundry.

Databricks Mosaic AI Gateway Pricing Explained (2026)

A complete breakdown of Databricks Mosaic AI Gateway pricing, DBUs, and hidden costs. Learn when teams consider alternatives like TrueFoundry.

Understanding Cloudflare AI Gateway Pricing [A Complete Breakdown]

Learn how Cloudflare AI Gateway pricing works, what impacts cost, and when teams consider alternatives for predictable AI spend. Compare Cloudflare plans now.

8 Best Databricks Mosaic AI Alternatives for AI Development in 2026

Escape Databricks lock-in and cost complexity. Discover top Mosaic AI alternatives for 2026 with cloud-agnostic flexibility, GenAI-native tools, and transparent pricing.

Top 9 Cloudflare AI Alternatives and Competitors For 2026

Scale your AI without limits. Discover top Cloudflare AI alternatives for 2026 that deliver private cloud control and cheaper inference costs.

Vercel AI Alternatives: 8 Top Picks You Can Try in 2026

Move beyond Vercel's AI SDK limitations. Discover top alternatives for 2026 with multi-model flexibility, VPC control, and transparent pricing for production AI apps.

A Definitive Guide to AI Gateways in 2026: Competitive Landscape Comparison

A practical comparison of AI gateways and platforms, examining Kong, Portkey, LiteLLM, and TrueFoundry as AI moves into production.

Top 8 Amazon Bedrock Alternative and Competitors for 2026 [Detailed Review]

Break free from AWS lock-in. Discover top Bedrock alternatives for 2026 with multi-cloud flexibility, transparent pricing, and unlimited model support.

TrueFoundry AI Gateway integration with Elastic

TrueFoundry AI Gateway integration with New Relic

AWS Bedrock Pricing Explained: Everything You Need To Know

A clear breakdown of AWS Bedrock pricing, model costs, and usage patterns. Learn how pricing scales and what teams should plan for.

10 Best AI Observability Platforms for LLMs in 2026

Discover the top AI observability platforms for 2026 to track cost, latency, hallucinations, and compliance. Compare TrueFoundry, Arize, LangSmith, and more.

Solo AI Gateway Pricing: A Complete Breakdown for 2026

Is Gloo Gateway free? We analyze the cost of Solo.io's Enterprise license, the hidden operational costs of managing Envoy, and simpler alternatives like Truefoundry.

Top 9 Cloudflare AI Alternatives and Competitors For 2026 (Ranked)

Scale your AI without limits. Discover top Cloudflare AI alternatives for 2026 that deliver private cloud control and cheaper inference costs.

Cloudflare AI Gateway Pricing [A Complete Breakdown]

Learn how Cloudflare AI Gateway pricing works, what impacts cost, and when teams consider alternatives for predictable AI spend. Compare Cloudflare plans now.

Our Honest Review of Amazon Bedrock [2026 Edition]

We tested AWS Bedrock so you don’t have to. Read our honest review on latency, throttling, knowledge bases, and why enterprises add TrueFoundry for control.

A Detailed LiteLLM Review: Features, Pricing, Pros and Cons [2026]

Is LiteLLM the best open‑source AI gateway? We review its features, enterprise limitations, and when teams switch to managed platforms like TrueFoundry.

What is MCP Registry? And Why You Can’t Run Agents Without One

Learn how the MCP Registry and TrueFoundry's Virtual MCP Servers solve the agent connection problem ("N x M" matrix) by providing dynamic tool discovery, centralized authentication, and critical governance for running large-scale LLM agents in production.

MCP Tool Discovery for Enterprise AI Agents

Learn how MCP tool discovery works, why static tool configs fail at scale, and how enterprise AI platforms enable secure, runtime discovery.

Cloudflare AI Gateway Pricing: Costs, Hidden Fees, and Alternatives

Cloudflare AI Gateway pricing explained, request fees, logging costs, rate limits, and where AI workloads hit scale challenges in production.

Understanding Vercel AI Gateway Pricing For 2026

A deep dive into Vercel AI pricing, including the AI Gateway credits, streaming costs, and execution limits. See where Vercel falls short in this detailed guide.

Introducing truefailover™: Ensure Business-Critical AI Workflows Are Uninterrupted

Introducing truefailover™ by TrueFoundry, a new resilience layer that keeps business-critical AI workflows running through model outages, regional failures, and API degradation.

AWS Bedrock Pricing 2026: On-Demand, Throughput, and Hidden Costs

AWS Bedrock pricing breaks down across tokens, provisioned throughput, agents, and vector databases. See where costs spike and how teams regain control with TrueFoundry.

AWS Bedrock vs AWS SageMaker for AI: Key Differences You Should Know

A clear comparison of AWS Bedrock vs AWS SageMaker, covering pricing models, hidden trade‑offs, and why scaling teams choose TrueFoundry.

Understanding Azure AI Gateway Pricing for 2026 – A Complete Breakdown

A detailed breakdown of Azure AI Gateway pricing, Azure OpenAI costs, and hidden enterprise expenses. Learn when teams consider alternatives like TrueFoundry.

Databricks vs AWS SageMaker: What Is the Difference and Which One Should You Pick?

A clear comparison of Databricks vs AWS SageMaker, covering architecture, pricing models, and why teams choose compute‑neutral platforms likeTrueFoundry.

Amazon SageMaker AI Pricing: A Detailed Breakdown and Better Alternative

A detailed breakdown of Amazon SageMaker pricing, including training, inference, and hidden costs. Learn when teams consider alternatives like TrueFoundry.

Data Residency in TrueFoundry AI Gateway

Learn how TrueFoundry’s AI Gateway enforces data residency at runtime across inference, agents, tools, and observability for enterprise AI systems.

Bringing OpenCode In-House: Secure Tool Usage on TrueFoundry

Build a secure, in-house 'OpenCode' Private Code Interpreter with TrueFoundry. Learn the architecture and security benefits of running code execution next to your sensitive data inside your VPC.

Decoupling Control and Data: TrueFoundry's Strategy for Global AI/ML Data Residency

Learn how TrueFoundry ensures global AI/ML data residency compliance (GDPR, CCPA) by strictly decoupling the Control Plane from your Data Plane. Keep your sensitive model artifacts, training data, and inference logs within your own secure cloud region.

Data Sovereignty vs Data Residency in AI Gateways

Learn how AI gateways enforce data sovereignty and data residency at runtime across models, agents, and observability in enterprise AI systems.

How to Detect Shadow AI and Turn Risk into Enterprise Advantage

Discover 4 practical ways to detect Shadow AI risks—from expense audits to OAuth logs. Learn how TrueFoundry turns unmanaged AI into a secure enterprise advantage.

Why Production AI Needs Dedicated Prompt Management

Stop treating LLM prompts as "magic strings." Learn why production-grade Generative AI systems require a dedicated Prompt Management System to manage versioning, collaboration, and deployment, and how TrueFoundry provides the essential infrastructure to scale your AI applications with engineering discipline.

Beyond the Log File: Why Specialized Observability is Non-Negotiable for Production Voice AI

A deep dive into the unique challenges of running large-scale, production-grade Voice AI stacks (ASR, TTS, RAG, Agents). Learn why standard APM tools are inadequate and how specialized observability, like TrueFoundry, is non-negotiable for ensuring system stability and preventing catastrophic failures.

MCP Access Control: Securing AI Agents with an MCP Gateway

Learn how MCP access control secures AI agents by controlling model, tool, and server access using an enterprise AI Gateway

Gartner on AI Gateways: Here’s what Enterprise AI Teams Should Know

Gartner’s latest research reveals how AI Gateways help enterprise teams scale agentic AI with governance, reliability, and cost control.

The Hidden Infrastructure Powering Scalable Enterprise AI: Tesseract Talks with Abhishek Choudhary

Learn why AI gateways are becoming core enterprise infrastructure and how to scale AI with reliability, governance, and cost control, from Tesseract Talks with TrueFoundry’s CTO Abhishek Chaudhary

OpenCode Token Usage: How It Works and How to Optimize It

Understand OpenCode token usage, why costs spike at scale, and how to monitor, govern, and optimize token consumption across developers and automation.

What Makes a Leading AI Gateway for LLM Workload Optimization in 2026?

Explore how leading AI gateway optimize LLM workloads in 2026 covering cost control, multi-model routing, observability, governance, and enterprise-scale architecture.

Agent Gateway Series (Part 7 of 7) | Agent DevOps: CI/CD, Evals, and Canary Deployments

You cannot kubectl apply an agent like a microservice. Prompts are fragile. Learn how to implement "Shadow Mode," Automated Evals, and Canary Rollouts to deploy AI safely.

Agent Gateway Series (Part 6 of 7) | Observability for Non-Deterministic Systems

Debugging code is hard; debugging thoughts is harder. Learn how the Agent Gateway's "Black Box Recorder" captures immutable cognitive traces, ensuring compliance and explainability for autonomous systems.

Agent Gateway Series (Part 5 of 7) | The Policy Engine of AI Agent Gateway

In agentic systems, RBAC is not enough. You must secure your Intent. Learn how the Policy Engine uses Context Propagation and Graph Topology to prevent privilege escalation.

Agent Gateway Series (Part 4 of 7) | FinOps for Autonomous Systems

Agents spend money with every thought. Without a "Central Bank," your multi-agent system is a financial risk. Learn how to implement budgets, circuit breakers, and chargebacks for AI.

Agent Gateway Series (Part 3 of 7) | TrueFoundry Powered A2A: Standardizing the Internal Monologue

Agents built on different frameworks (LangChain, AutoGen, CrewAI) cannot naturally collaborate. Learn how the A2A Protocol creates a universal envelope for identity, tracing, and context propagation.

Agent Gateway Series (Part 2 of 7) | Service Registry for the Agentic Era

In a multi-agent system, knowing "where" an agent is isn't enough. You need to know "what" it can do. Learn how the Agent Registry enables semantic discovery and topology control.

Agent Gateway Series (Part 1 of 7) | TrueFoundry Agent Gateway

Moving from stateless LLM inference to stateful agentic workflows requires a new infrastructure layer. We introduce the 7 pillars of the Agent Gateway and explore Session Management and Identity.

TrueFoundry MCP Gateway: Identity Control for Agentic Security

The Agentic Era shifts security from network and application to intent. Learn how the Truefoundry MCP Gateway enforces Zero Trust architecture by eliminating the 'Superuser' trap with user-level identity injection, centralized tool governance, and comprehensive audit logging for autonomous agents.

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

Compare Kong vs Portkey for LLM workloads and enterprise AI. Learn where API and LLM gateways fall short, and how enterprises scale AI with TrueFoundry.

TrueFoundry MCP Gateway: Critical Infrastructure for Productive and Secure Enterprise AI in 2026

Stop 'context stuffing' your LLMs. Discover how Truefoundry's MCP Gateway delivers 99% token savings, N×M integration control, and vital OAuth 2.0 security for your agentic enterprise.

TrueFoundry: 2025 year-end review

Turning AI Chaos into Control: A Conversation on Agentic AI with Tesseract Talks

As enterprises move from experimenting with large language models to deploying agentic AI systems in production, a new set of challenges is emerging. Teams are moving faster than ever, but often in different directions. Models, tools, frameworks, and agents are multiplying, and with that growth comes fragmentation.

Data Residency Comparison for AI Gateways

Compare data residency support across leading AI Gateways. See how gateways enforce regional inference, deployment models, and compliance.

Vercel AI Gateway vs OpenRouter: Which one is best for you?

Compare Vercel AI Gateway and OpenRouter across architecture, deployment scope, and enterprise readiness and see where TrueFoundry fits for production AI.

Enterprise-Ready Prompt Evaluation: How TrueFoundry and Promptfoo Enable Confident AI at Scale

Learn how TrueFoundry and Promptfoo enable enterprise-grade prompt evaluation, governance, and reliability for production LLM applications through the AI Gateway.

TrueFoundry AI Gateway integration with LangSmith

Learn how TrueFoundry’s AI Gateway integrates with LangSmith to enable LLM observability, OpenTelemetry tracing, continuous evals, and secure VPC deployments for production AI systems.

Semantic Caching for Large Language Models

Learn how semantic caching for large language models reduces inference cost and latency by reusing responses based on meaning, not exact prompts.

LLM Gateway On-Premise Infrastructure: An Overview

Understand LLM gateway on-premise infrastructure, including architecture, deployment models, governance, and best practices for secure enterprise AI deployments.

Best OpenRouter Alternatives for Production AI Systems

Explore OpenRouter alternatives designed for production AI, with deeper control, compliance readiness, and multi-model governance.

AI Agent Observability: Monitoring and Debugging Agent Workflows

Learn how AI agent observability helps teams trace reasoning steps, tool calls, and costs to debug and operate autonomous agents in production.

LLM Access Control: Securing Models and AI Workloads in Production

Learn what LLM access control means in production and how teams secure models, agents, and tools using gateway-based, policy-driven enforcement.

AI Cost Observability: Tracking and Controlling LLM Spend in Production

Learn how AI cost observability helps teams track, attribute, and control LLM spend across models, prompts, agents, and workflows using AI gateways.

Prompt Management Tools for Production AI Systems

Learn what prompt management tools are, why teams need them in production, and how prompts integrate with AI gateways, agents, and observability.

TrueFoundry becomes the 1st AI Gateway to announce ITAR Compliance

TrueFoundry announces GDPR Compliance

Leveraging the TrueFoundry AI Gateway for FIPS Compliance

Build sovereign AI on GovCloud. TrueFoundry’s Gateway ensures FIPS compliance, secure API key custody, and PII guardrails on AWS and Azure Government.

TrueFoundry AI Gateway integration with Last9

How truefoundry ai gateway integration with last9 works in production, covering setup, observability, security, and enterprise AI workflows.

A Practical Way to Compare LLM Capabilities

Explore and test AI language models through TrueFoundry AI Gateway

TrueFoundry integration with Braintrust

How truefoundry integration with braintrust works in production, covering setup, observability, security, and enterprise AI workflows.

Unifying the Agentic Stack: The Gateway That Makes Multi-Agent Systems Truly Work

Secure and scale multi-agent systems. Truefoundry’s Gateway manages MCP, A2A, and tool interactions with enterprise-grade security and observability

Coralogix integration with TrueFoundry AI Gateway

How coralogix integration with truefoundry ai gateway works in production, covering setup, observability, security, and enterprise AI workflows.

What Is AI Governance And Why It Matters

Learn what AI governance is, its meaning, definition, and key principles for managing AI risks, ensuring accountability, transparency, and responsible use.

FinOps for AI: Optimizing AI Infrastructure Costs

Learn how FinOps practices can control cloud and LLM costs for AI teams. Explore how TrueFoundry enables token tracking, GPU optimization, and usage governance to help enterprises scale AI sustainably.

EU AI Act Compliance: Building AI Governance with Gateways & Platforms

Learn how enterprise AI teams can meet EU AI Act requirements using an AI control plane and full-lifecycle governance. A practical compliance guide for enterprises.

AI Agent Marketplaces: The Future of Enterprise-Grade Automation

Explore how AI agent marketplaces are reshaping enterprise automation. Learn about their architecture, use cases, monetization models, and how platforms like TrueFoundry enable secure, scalable deployment of intelligent agents.

Top Agent Gateways 2025

Explore the top Agent Gateways of 2025 and how they compare across observability, security, cost control, and multi-agent orchestration | TrueFoundry

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

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

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?

In-depth breakdown of gemini 3, focusing on architecture, benefits, challenges, and enterprise relevance.

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

In-depth breakdown of grok 4 1, focusing on architecture, benefits, challenges, and enterprise relevance.

What is MCP Authorization? A Detailed Guide

Clear explanation of what is MCP authorization, including core concepts, architecture, real-world use cases, and adoption patterns.

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.