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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

Vercel AI Gateway pricing goes beyond tokens. Learn how duration billing, concurrency limits, and streaming costs impact AI workloads in 2026.

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 like TrueFoundry.

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?

Learn how to implement AI governance that balances innovation with compliance. Explore frameworks, tooling, and how TrueFoundry’s AI Gateway enables scalable oversight.

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?

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.

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.

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?

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

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

In-depth breakdown of truefoundry accelerator series querying structured and unstructured data seamlessly with mcp tools, focusing on…

TrueFoundry Accelerator Series: Calender Scheduling Agent

In-depth breakdown of truefoundry accelerator series calender scheduling agent, focusing on architecture, benefits, challenges, and enterprise…

Top 5 Obot MCP Gateway Alternatives

Detailed comparison of obot mcp gateway alternatives, including strengths, limitations, and when to choose each for enterprise AI.

Top 5 AWS MCP Gateway Alternatives

Detailed comparison of aws mcp gateway alternatives, including strengths, limitations, and when to choose each for enterprise AI.

Top 5 Kong AI Alternatives

Explore the top Kong gateway alternatives for 2026. Discover why TrueFoundry is the leading alternative to Kong for scalable AI and api lifecycle management.

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

In-depth breakdown of truefoundry accelerator series building enterprise grade intent classification with setfit, focusing on architecture,…

TrueFoundry Accelerator Series: Intelligent Document Processing Accelerator

In-depth breakdown of truefoundry intelligent document processing accelerator, focusing on architecture, benefits, challenges, and enterprise…

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

Detailed comparison of helicone alternatives, including strengths, limitations, and when to choose each for enterprise AI.

Top 5 Envoy Proxy Alternatives

Detailed comparison of envoy proxy alternatives, including strengths, limitations, and when to choose each for enterprise AI.

Pangea Integration with TrueFoundry's AI Gateway

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

Patronus Integration with TrueFoundry's AI Gateway

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

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.

TrueFoundry Blog

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

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10 Best AI Observability Platforms for LLMs in 2026

Solo AI Gateway Pricing: A Complete Breakdown for 2026

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

Cloudflare AI Gateway Pricing [A Complete Breakdown]

Our Honest Review of Amazon Bedrock [2026 Edition]

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

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

MCP Tool Discovery for Enterprise AI Agents

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

Understanding Vercel AI Gateway Pricing For 2026

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

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

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

Understanding Azure AI Gateway Pricing for 2026 – A Complete Breakdown

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

Amazon SageMaker AI Pricing: A Detailed Breakdown and Better Alternative

Data Residency in TrueFoundry AI Gateway

Bringing OpenCode In-House: Secure Tool Usage on TrueFoundry

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

Data Sovereignty vs Data Residency in AI Gateways

How to Detect Shadow AI and Turn Risk into Enterprise Advantage

Why Production AI Needs Dedicated Prompt Management

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

MCP Access Control: Securing AI Agents with an MCP Gateway

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

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

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

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

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

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