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