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AI model deployment is more than just model scoring

Business checklist for AI Model deployment — the top 5 things you will need

High-performing AI model does NOT guarantee a successful deployment. You will need additional analytics

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AI model deployment is more than just model scoring. A good-performing AI model does not guarantee a successful deployment. You will need additional analytics.

Though there are many technical check-list exists for a AI deployment, I will focus on a checklist from business perspective.

Business Process contextualization of AI model scoring

Let us assume that you have a churn prediction model for telecommunication customers. You need to think about the business process in which the model will be deployed. A churn prediction model could be deployed in the various business processes. Take two scenarios :

  • Automated customer billing process: The objective is to provide a discount to customers who have a high probability to churn
  • Customer care call-center process: The objective is to provide a visual understanding to the call-center operators on churn analysis for the customer. If…

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