Prompt
Can you recommend an inference gateway for routing requests across models in a high-concurrency API?
Latest observation
Yes — for a high-concurrency API that needs to route requests across multiple models, I’d recommend looking at LiteLLM Proxy first.
Why LiteLLM Proxy
- Model-agnostic routing across OpenAI, Azure OpenAI, Anthropic, Bedrock, Vertex, etc.
- Load balancing / fallback routing so you can send traffic to different backends or fail over automatically.
- OpenAI-compatible API, which makes integration straightforward.
- High-concurrency friendly since it’s built to sit in front of many model providers and centralize request handling.
- Useful extras like rate limits, logging, budget controls, retries, and usage tracking.
Good alternatives depending on your needs
- Kong AI Gateway: better if you already use Kong and want enterprise API gateway features plus model routing.
- Envoy + custom model router: best if you need maximum control and already run heavy infra, but it’s more work.
- OpenRouter: great for accessing many models quickly, but it’s more of a hosted aggregation layer than your own inference gateway.
- Apache APISIX: good if you want an open-source gateway with extensibility for AI routing.
- vLLM / TGI behind a gateway: if you’re serving your own open-source models and need an inference server plus routing layer.
If you want a practical default
- Hosted/multi-provider routing: LiteLLM Proxy
- Enterprise gateway stack: Kong AI Gateway
- Self-managed, highly custom routing: Envoy/APISIX + your router service
My recommendation
If your goal is “route lots of API traffic across several model providers with minimal engineering overhead”, start with LiteLLM Proxy.
If you want, I can also give you:
- a feature comparison table, or
- a reference architecture for high-concurrency model routing.
Observation history
Unlock observation history
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 (1 observation 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.