Prompt

Can you recommend a managed inference API for routing production traffic across multiple LLM providers with retries and fallback handling?

Latest observation

Jul 20, 2026 · OpenAI APIWeb search: off

Yes — a strong option is Portkey.

Why Portkey fits your use case

Portkey is a managed LLM gateway / inference API designed for:

  • Routing traffic across multiple LLM providers
  • Automatic retries
  • Fallback handling
  • Load balancing / failover
  • Provider abstraction so you can switch between OpenAI, Anthropic, Google, Azure, etc. without rewriting your app

What it gives you

  • Single API endpoint for multiple model providers
  • Rules-based routing by model, cost, latency, or availability
  • Retries and fallbacks when a provider errors or times out
  • Observability: logs, metrics, tracing, prompt/version tracking
  • Guardrails and policy controls for production use

Good alternatives

If you want to compare:

  • LiteLLM Proxy — open-source, very flexible, good for multi-provider routing and fallbacks
  • OpenRouter — simpler managed API with many model choices, but less of an enterprise routing/control layer
  • AWS Bedrock — good if you want a managed multi-model platform inside AWS, though routing/fallback across non-AWS providers is more limited
  • Vercel AI Gateway — convenient if you’re already in the Vercel ecosystem

My recommendation

  • If you want managed, production-grade routing with observability, go with Portkey
  • If you want open-source and self-hostable, go with LiteLLM Proxy

If you want, I can also give you a feature-by-feature comparison of Portkey vs LiteLLM vs OpenRouter for your specific production setup.

Observation history

See 1 earlier observation

Create a free Obsurfable account to unlock historical responses, model comparisons, and deeper brand intelligence.

How did Obsurfable measure this prompt?

Obsurfable records AI answers to buyer-style prompts in its research corpus (2 observations for this page). Metrics are distributions over observations, not a single static ranking.

Which AI systems does Obsurfable collect answers from?

OpenAI, ChatGPT, Google, Gemini, Google AI Mode, Anthropic, Claude, Perplexity, Grok, DeepSeek, Mistral, Copilot, and Meta AI.