
enroll ml is an AI-driven SaaS platform designed to transform higher education enrollment management by providing real-time, personalized decision intelligence. It integrates hundreds of behavioral and interactional signals across CRM systems, counselor activities, vendor interactions, and student behaviors to reveal the unique decision journey of each student. The platform prioritizes ethical AI use, avoiding demographic proxies and focusing on fairness, equity, and transparency. enroll ml empowers admissions teams with actionable insights and context-aware guidance, enabling smarter prioritization, faster actions, and deeper connections with students. It is currently used by dozens of institutions across the U.S., delivering measurable improvements such as increased enrollment growth, reduced melt, and significant counselor time savings. The company operates on a SaaS business model, emphasizing human-in-the-middle AI that augments rather than replaces admissions professionals.

enroll ml is an AI-driven SaaS platform designed to transform higher education enrollment management by providing real-time, personalized decision intelligence. It integrates hundreds of behavioral and interactional signals across CRM systems, counselor activities, vendor interactions, and student behaviors to reveal the unique decision journey of each student. The platform prioritizes ethical AI use, avoiding demographic proxies and focusing on fairness, equity, and transparency. enroll ml empowers admissions teams with actionable insights and context-aware guidance, enabling smarter prioritization, faster actions, and deeper connections with students. It is currently used by dozens of institutions across the U.S., delivering measurable improvements such as increased enrollment growth, reduced melt, and significant counselor time savings. The company operates on a SaaS business model, emphasizing human-in-the-middle AI that augments rather than replaces admissions professionals.
Sector: EdTech — higher education enrollment intelligence
Product: AI-driven enrollment reasoning platform that integrates with CRMs and ingests behavioral signals
Founded: December 8, 2021
Headcount: 22 employees
Funding (disclosed): Seed round (Mar 2022); total disclosed ~$1.5M USD
Higher-education enrollment management — improving yield, reducing melt, and increasing admissions efficiency.
2021
EdTech
Seed round announced March 2022; total disclosed funding reported as $1.5M USD