Not every AI project needs the full Foundry platform. Here's how to decide:
| Scenario | Use Foundry? | Alternative |
|---|---|---|
| Building a production AI app with multiple models | Yes | — |
| Quick prototype with OpenAI API | Maybe | Direct Azure OpenAI Service |
| Enterprise AI with governance requirements | Yes | — |
| Simple chatbot with no custom data | No | Azure OpenAI + your app |
| Multi-agent orchestration | Yes | — |
| RAG over company documents | Yes | — |
| Single-purpose Vision/Speech API call | No | Direct Cognitive Services API |
| Fine-tuning models with evaluation | Yes | — |
Think of Foundry as the orchestration layer over Azure's AI services. You could build the same solutions using individual Azure services (OpenAI, AI Search, etc.) directly, but Foundry provides:
azure-ai-projects package instead of 5+ SDKs