AI Infrastructure

30 articles on this topic, newest first.

2026

  1. Top 5 AI Gateways for Anthropic, OpenAI, and Gemini in 2026Compare 5 AI gateways that put Anthropic, OpenAI, and Gemini behind one API, on native SDK support, cross-provider fallback, and reasoning translation.LLM GatewaysAI Infrastructure16 min
  2. Top 5 AI Gateways for Automatic Failover Across Bedrock, Vertex AI, and Azure OpenAI in 2026Compare 5 AI gateways for failover across Amazon Bedrock, Vertex AI, and Azure OpenAI on retries, quota handling, cloud auth, and circuit breakers.LLM GatewaysAI Infrastructure17 min
  3. Top 5 AI Gateways for Routing Between vLLM, Ollama, and Cloud LLMs in 2026The top 5 AI gateways for routing between vLLM, Ollama, SGLang and cloud LLM APIs, compared on fallback, data-class rules and self-hosted cost tracking.Model RoutingLLM Gateways16 min
  4. Top 5 AI Gateways for Air-Gapped and In-VPC LLM Deployments in 2026Compare 5 AI gateways for air-gapped, in-VPC and on-premise LLM deployments on offline startup, private endpoints, secrets, telemetry and licensing.LLM GatewaysAI Infrastructure14 min
  5. Bifrost vs LiteLLM: Why Bifrost Is the Better AI Gateway in 2026Bifrost vs LiteLLM compared on overhead, scaling, governance, MCP, guardrails and migration: why Bifrost is the stronger AI gateway for production traffic.LLM GatewaysAI Infrastructure16 min
  6. Top 5 AI Gateways for Multimodal Workloads in 2026Compare 5 AI gateways for multimodal workloads on vision, image and video generation, speech, realtime voice, async jobs, media costs and guardrails.LLM GatewaysAI Infrastructure15 min
  7. Top 10 Agent Orchestration Platforms in 2026Compare the top 10 agent orchestration platforms in 2026, from LangGraph and CrewAI to Microsoft Agent Framework and Google ADK, on state, MCP, A2A, tracing.AI AgentsAI Infrastructure15 min
  8. AI Gateway vs API Gateway: What's the Difference?AI gateway vs API gateway explained, covering traffic direction, token-based limits, prompt inspection, failover, and the three ways teams run the two together.LLM GatewaysAI Infrastructure12 min
  9. Top 10 Enterprise Agent Orchestration Platforms in 2026Compare 10 enterprise agent orchestration platforms in 2026, from AWS Bedrock AgentCore to Agentforce, on agent identity, policy, compliance, and protocols.AI AgentsAI Governance14 min
  10. LLM Gateway Benchmark: How to Measure Gateway OverheadHow to run an LLM gateway benchmark that measures real overhead, why published numbers disagree, and which metrics, mocks, and test scenarios to use.LLM GatewaysPerformance11 min
  11. Self-Hosted vs Managed LLM Gateway: How to ChooseSelf-hosted vs managed LLM gateway compared on cost, data residency, latency, operations, and supply chain risk, with a break-even formula and a decision table.LLM GatewaysAI Infrastructure12 min
  12. Top 10 Open-Source MCP Gateways for Self-Hosting in 2026Compare 10 open source MCP gateway projects for self-hosting in 2026 on license, language, release cadence, dependencies, high availability, and per-user auth.MCPAI Infrastructure14 min
  13. Top 10 AI Gateways in 2026Compare the top 10 AI gateways in 2026 on routing, governance, guardrails, observability, MCP support, and deployment model to find the best fit for production.AI InfrastructureLLM Gateways16 min
  14. 9 Open Source LLM Gateways Worth Running in Production in 2026Compare 9 open source LLM gateway projects on what production demands: high availability, shared state, metrics and tracing, upgrade cadence, and footprint.LLM GatewaysOpen Source15 min
  15. Best Semantic Caching Solutions for Enterprises in 2026Compare 5 semantic caching solutions for enterprises in 2026 on architecture, similarity controls, and the hit rate each one needs before it pays for itself.AI InfrastructurePerformance14 min
  16. Top 6 Agent Gateways for Governing AI Agents in 2026Compare the top 6 agent gateway options for 2026 on agent identity, per-agent budgets, MCP tool access, A2A traffic, and audit trails for autonomous AI agents.AI GovernanceMCP15 min
  17. 7 Best Model Routing Tools to Cut Inference Cost in 2026Compare 7 model routing tools on inference cost in 2026: weighted routing to cheaper providers, budget-aware fallbacks, response caching, and spend caps.Model RoutingLLM Gateways15 min
  18. 10 Enterprise AI Governance Platforms Compared in 2026Compare 10 AI governance platforms for enterprises in 2026, split into runtime enforcement and GRC tools for inventory, risk, and EU AI Act mapping.AI GovernanceAI Infrastructure15 min
  19. MCP Gateway Registry: 7 Gateways for Managing MCP Servers in 2026Compare 7 MCP gateway registry options for managing MCP servers in 2026 on server catalogs, connection health, tool filtering, auth brokering, and token cost.AI InfrastructureMCP15 min
  20. Top 8 Kong Alternatives Built for AI and LLM Traffic in 2026Kong alternatives for AI and LLM traffic, compared: 8 gateways built for model calls, from self-hosted Bifrost and LiteLLM to hosted edge and platform options.LLM GatewaysAI Infrastructure15 min
  21. 6 Best LLM Routers for Auto Routing Per Request in 2026Compare 6 LLM router tools for auto routing in 2026: rule-based, complexity classifier, and learned routers that choose the right model per request.Model RoutingLLM Gateways15 min
  22. Top 6 Shadow AI Tools for Finding Ungoverned AI Usage in 2026Compare 6 shadow AI tools on the full remediation workflow: inventorying ungoverned AI usage, ranking it by data risk, and moving users to sanctioned paths.AI GovernanceSecurity15 min
  23. Top 10 LLM Observability Tools for Agent Tracing in 2026Compare 10 LLM observability tools for tracing and debugging multi-step agents in 2026, from gateway-layer tracing of LLM and MCP calls to SDK tracers.ObservabilityAI Infrastructure15 min
  24. Top 10 AI Observability Platforms for Production AI in 2026Compare 10 AI observability platforms for production AI in 2026 on cost attribution, latency and error metrics, OpenTelemetry support, and deployment.ObservabilityAI Infrastructure15 min
  25. Best Shadow AI Detection Tools in 2026Compare 5 shadow AI detection tools in 2026 by what each can actually see, from endpoint agents to network proxies and identity APIs, and whether it enforces.AI GovernanceSecurity13 min
  26. Top 10 MCP Gateways in 2026Compare the top 10 MCP gateways in 2026 on per-user authentication, tool governance, token cost, and deployment, from self-hosted to managed cloud.AI InfrastructureMCP17 min
  27. Best Open Source AI Gateways in 2026Compare 5 open source AI gateway projects in 2026 on license, governance in the free tier, self-hosting cost, and which lineage each one comes from.AI InfrastructureOpen Source14 min
  28. 6 Best Prompt Management Tools for Production LLM Apps in 2026Compare 6 prompt management tools for production LLM apps in 2026 on versioning, deployment, evaluation, collaboration, and hosting options.Prompt EngineeringAI Infrastructure11 min
  29. 5 Best LLM Gateways for Enterprises in 2026Compare 5 LLM gateways for enterprises in 2026 on routing, failover, governance, and deployment, from self-hosted control planes to managed cloud services.AI InfrastructureLLM Gateways14 min
  30. 8 Best LiteLLM Alternatives for Teams Outgrowing a Python ProxyCompare 8 LiteLLM alternatives on throughput, operational footprint, governance, and migration effort, with the signals that show a team has outgrown it.LLM GatewaysAI Infrastructure15 min