Prompt
What should I use to manage multiple AI vendors from one place?
Latest observation
Oct 10, 2026
OpenAI APIWeb search: off
If you want to manage multiple AI vendors from one place, look for an LLM gateway / model router / AI orchestration layer.
Best-fit options by use case
1) Simple multi-vendor API routing Use an LLM gateway if you mainly want:
- one API endpoint for OpenAI, Anthropic, Gemini, etc.
- fallback between vendors
- cost tracking and rate-limit handling
- prompt logging and basic governance
Examples:
- LiteLLM
- OpenRouter
- Helicone (more observability-focused, can sit in front of vendors)
2) Enterprise governance + centralized control Use an AI platform or orchestration layer if you need:
- policy enforcement
- audit logs
- access control / RBAC
- model approval workflows
- prompt/version management
- compliance and data residency controls
Examples:
- Azure AI Studio / Azure OpenAI Gateway patterns
- AWS Bedrock if you can standardize within AWS
- Google Vertex AI if you're centered on GCP
- Enterprise AI platforms from vendors like Sema4.ai, LangSmith/LangGraph, or internal middleware built on top of gateways
3) Observability + evals + tracing across vendors Use an LLM observability platform if your main pain is:
- comparing model quality
- tracing prompts and responses
- monitoring latency/errors/cost
- running evaluations and experiments
Examples:
- LangSmith
- Helicone
- PromptLayer
- Traceloop
Common recommendation
For most teams, a good setup is:
- LiteLLM as the gateway/router
- LangSmith or Helicone for tracing/observability
- Optional policy layer for approvals and secrets management
How to choose
Ask these questions:
- Do I need only routing, or full governance?
- Do I need one API compatible with many vendors?
- Do I need logging/evals/compliance?
- Am I optimizing for developer speed, cost control, or enterprise control?
Short answer
If you want one thing to start with, use LiteLLM for managing multiple AI vendors from one place.
If you want, I can give you:
- a recommended stack by company size, or
- a comparison table of LiteLLM vs OpenRouter vs Helicone vs LangSmith.