--- title: "Create Endpoint" url: https://docs.catalyst.zoho.com/en/tutorials/churn-prediction/create-endpoint/ description: "churn prediction, Create a powerful ML pipeline that can be used to predict the churn using the Catalyst QuickML service." last_updated: 2026-09-29T06:01:01Z service: All Services type: tutorial related_links: - name: "Pipeline Endpoints" url: /en/quickml/help/pipeline-endpoints --- # Create an endpoint Let's create an endpoint for the above Churn Prediction model, which contains Endpoint URL (model API) details, which allows external applications to access the model seamlessly and get predictions from it. 1. Navigate to the *Endpoints* component in the left menu and click **Create Endpoint**. ![churn-38.webp](https://catalyst-docs-development.zohostratus.in/images/tutorials/churn-prediction/churn-38.webp) 2. Enter the endpoint name as **Churn Prediction**, select the endpoint type as **ML Model**, and choose the **Churn Prediction Model** from the *Choose Model* field. Then click **Create Endpoint**. ![churn-39.webp](https://catalyst-docs-development.zohostratus.in/images/tutorials/churn-prediction/churn-39.webp) In the endpoint's detail page, test the model by providing a sample request in the *Request* box, then click the **Get Result** button. This will generate the predicted value in the Response box. **Note**: The "likelihood_score" displayed in the sample response indicates the model’s confidence in its prediction or generated result. In this case, a score of 0.98 suggests that the model is highly confident (98%) in the accuracy or relevance of the response it has provided. This metric helps users interpret the reliability of the output and make informed decisions based on it. ![churn-40.webp](https://catalyst-docs-development.zohostratus.in/images/tutorials/churn-prediction/churn-40.webp) 4. Click **Publish** on the top-right corner of the page, and Endpoint URL details will be generated. These details are used to integrate the ML model created with other applications. ![churn-41.webp](https://catalyst-docs-development.zohostratus.in/images/tutorials/churn-prediction/churn-41.webp) > **Note:** You can also check out [Endpoints Authentication](https://docs.catalyst.zoho.com/en/quickml/help/pipeline-endpoints/#external-oauth2-authentication) document to implement pipeline authentication. This ensures secured access to endpoints, the ML models, and datasets.