Understanding Azure AI: Single Service vs. Multi-Service Account

Azure AI Single Service Account

Purpose: Designed for accessing a single Azure AI service
Credentials: Each service has its own unique set of credentials (keys and endpoints)
Use Case: Ideal for projects that require only one specific AI capability
Example: If you need to use only the Computer Vision service for image analysis

Purpose: Allows access to multiple Azure AI services with a single set of credentials
Credentials: One set of credentials works for all the services under this account
Use Case: Perfect for projects that need several AI capabilities
Example: If your project requires both Text Analytics and Speech services

Type	Characteristics
Single Service	Focused on one AI service, Separate credentials for each service, Best for specific needs
Multi-Service	Access multiple AI services with one account, Simplifies credential management, Ideal for complex projects