Leveraging existing services effectively is key to successful implementation. By building on proven Azure capabilities, we can both reduce costs and introduce telemetry that enables proactive monitoring of our web application’s health.

Within the Model Builder portal, this approach is realized with the following Azure services:

• Azure Blob Storage is used to store generated projections and models, providing a scalable and cost efficient storage foundation:

• Azure OpenAI is used to extract tags from the initial image uploaded by the user, enabling automated enrichment and downstream processing:

• Azure Application Insights is used to collect telemetry from the application, giving visibility into performance, usage patterns, and potential issues so they can be identified and addressed proactively.