In our 26-criterion evaluation of multimodal predictive analytics and machine learning (PAML) providers, we identified the 11 most significant ones — Altair, Alteryx, BigML, Dataiku, IBM, KNIME, Minitab, RapidMiner, Samsung SDS, SAS, and TIBCO Software — and researched, analyzed, and scored them. This report shows how each provider measures up and helps application development and delivery (AD&D) professionals select the right one for their needs.