Hello @Frank Albanese , Thanks for using Microsoft Q&A Platform.
We really appreciate your interest in using the Custom Vision model.
Yes, you can use Custom Vision REST API to build a wide range of image recognition applications. Here is the documentation that covers creating, training the project, and using the prediction endpoint URL to test the model programmatically. You can use this as a template for building your application. https://learn.microsoft.com/en-us/azure/ai-services/custom-vision-service/quickstarts/image-classification?tabs=windows%2Cvisual-studio&pivots=programming-language-rest-api
Also here are some scenarios similar to your use case that uses Custom Vision models, please refer to this: https://learn.microsoft.com/en-us/azure/ai-services/custom-vision-service/logo-detector-mobile
I hope this helps.
-Please kindly accept the answer and vote 'yes' if you feel helpful to support the community, thanks.