| AdaptiveTest | Woodstock Software LLC | Significant | Ability trend tracking and standard mastery prediction from assessment data; Model: Classical ML (IRT) |
| Workday AI | Workday | Core | Surfaces exceptions, anticipates change, and predicts the best next action in finance and HR operations |
| Blackbaud Fundraiser Performance Management | Blackbaud | Core | Uses predictive modeling to identify and target potential donors and optimize fundraising strategies |
| Student Impact Platform | Civitas Learning | Core | Institution-specific predictive models identify risk patterns, forecast course demand, and surface predictive factors of student success including retention and completion outcomes. |
| Cornerstone Learn (LMS) | Cornerstone | Significant | AI analyzes learner data to predict future training needs and track learning effectiveness in real time |
| Noodle Manage | Noodle | Significant | Transforms siloed data into strategic insights that help institutions make faster, personalized decisions across the learner journey. |
| Mastery Connect | Instructure | Significant | Mastery Predictive Assessments measure student proficiency and provide accurate projections of performance on summative assessments, enabling long-term planning. |
| Mastery Predictive Assessments | Instructure (Mastery Connect) | Core | Uses predictive algorithms to project student performance on year-end state assessments based on performance on interim assessments. |
| Renaissance Next | Renaissance Learning | Core | AI delivers predictive insights and identifies students who may need additional support based on real-time assessment data |
| Educational Impact Suite (EIS) | Watermark Insights | Significant | Uses early alerts and analytics to help student success teams identify at-risk students and improve retention |
| Exact Path Insights | Edmentum | Core | AI-powered diagnostics that predict achievement and fuel smarter instruction across math, reading, and language arts |
| Pulse AI | Pikmykid | Core | Core capability enabling proactive prediction and prevention of safety issues by analyzing patterns and identifying potential risks before they materialize. |