# IBM outlines the 5 attributes of useful AI https://blog.cynexia.com/ibm-outlines-the-5-attributes-of-useful-ai Author: [Rob Aleck](https://blog.cynexia.com/pages/about) · https://github.com/mnbf9rca · https://www.linkedin.com/in/robertaleck/ · https://family-foqos.app/ Published: 2018-05-02 Categories: LinkedIn cross-post IBM's 5 properties of effective AI? 1 Managed (durable infrastructure, effective data pipelines, data and model governance) 2 Resilient (automatic alerts when model drift is excessive) 3 Performant (runs in reasonable time on cost effective infrastructure) 4 Measurable (model accuracy, data volume, value released) 5 Continuous (evaluate and retrain models as needed) [https://venturebeat.com/2018/04/21/ibm-outlines-the-5-attributes-of-useful-ai/]()A few weeks ago, a dejected CTO told me it took his team three weeks to build a machine learning model. I told him a model in just three weeks sounded great, and he agreed. So why the long face? Be…