enroll ml
enroll ml is a U.S. SaaS company that sells an AI-driven enrollment intelligence platform to colleges and universities, processing behavioral signals across the enrollment funnel to guide counselors and senior leaders in yield and retention decisions.
- Company typePrivate
- Founded2021
- HeadquartersEvanston, United States
- Headcount11–50
- GTM typeB2B
- OfferingSoftware
What enroll ml does
enroll ml is a private SaaS company founded in 2021 and headquartered in Dillon, Colorado, that sells an AI-driven enrollment intelligence platform to U.S. colleges and universities. Its core product, VantagePoint, is a conversational AI engine that continuously processes 600–800 behavioral signals per student across the enrollment funnel and delivers daily briefings, student-level theses, and prioritized counselor guidance. The platform combines machine learning pattern recognition with generative AI reasoning to identify silent movers, shape individualized outreach, reduce melt, and recover counselor time. The flagship customers disclosed are Kalamazoo College, Xavier University (announced September 2025), and the University of Missouri–St. Louis (announced July 2025), with the company describing its user base as 'hundreds of admissions counselors.'
The technology stack is proprietary and combines multiple AI modalities — predictive analytics, natural language generation, anomaly detection, autonomous monitoring, and knowledge retrieval — packaged behind an explainable AI layer that supports SOC 2 Type II and FERPA compliance requirements for student data. The company has built supplemental offerings including The Signal Solution book (published October 2025 with co-author Teege Mettille) as thought leadership, and the Admissions Team Transformation Assessment (launched March 2026 in partnership with Humancore) extending behavioral intelligence from students to counselor teams.
enroll ml sells exclusively through a consultative enterprise field sales motion targeting Presidents, VPs of Enrollment, CFOs, and Boards at higher education institutions, with pricing determined through sales conversations rather than published tiers. Revenue is generated through annual or multi-year SaaS subscriptions. The company operates with approximately 13 employees, is founder-led by Geoff Baird, and has raised $1.5M in disclosed funding (Old Willow Partners, March 2022) with no subsequent rounds announced. Its go-to-market is concentrated in the U.S., with a territory-based field sales model covering regions such as the Southeast US through Texas, and leadership titled for Global Business Development signaling future international ambitions.
enroll ml firmographics
Firmographics- Name
- enroll ml
- Legal name
- enroll ml, inc.
- Website
- https://enrollml.com
- Company type
- Private
- Founded year
- 2021
- Operating status
- Operating
- Headcount range
- 11–50 employees
- Short description
- enroll ml is a U.S. SaaS company that sells an AI-driven enrollment intelligence platform to colleges and universities, processing behavioral signals across the enrollment funnel to guide counselors and senior leaders in yield and retention decisions.
- Ownership category
- akta.pro rank
enroll ml industry classification
Industry- Product category
- Higher Education Enrollment Intelligence Software
- NAICS
- Educational Services (611), Educational Support Services (611710)
- SIC
- Services-Prepackaged Software (7372), Services-Educational Services (8200)
- akta.pro primary industry
- Enrollment Yield, Matriculation & Onboarding Platforms (EDAFAMAG)
- akta.pro secondary industry
- Early Warning & Risk Prediction (Dropout/Failure Alerts, Intervention Targeting) (EDAFAFAE)
Keywords
Where enroll ml is headquartered
LocationHeadquarters
- HQ city
- Evanston
- HQ country
- United States
- HQ region
- North America
Offices1 record
Markets served
enroll ml business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D, Marketing or Sales, Operations
Revenue model
- SaaS Platform Subscription: Annual or multi-year subscription-based model for AI enrollment intelligence platform. Revenue derived from institutional partnerships with colleges and universities. Platform sits between institution's systems and team, making every counselor smarter and compounding institutional intelligence year over year.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Subscription | Annual | Enterprise institutional subscription - pricing determined through sales conversations |
Go-to-market motion3 records
Distribution channels1 record
Marketing channels5 records
enroll ml product offering
Product offeringCore offering
enroll ml sells VantagePoint, a SaaS-based AI enrollment intelligence engine that combines machine learning pattern matching with generative AI contextual reasoning to analyze 600–800 behavioral signals per prospective student and deliver strategic guidance to enrollment leaders and admissions counselors. The platform surfaces risk, opportunity, and recommended actions across the full enrollment funnel from first contact to first day of class, and includes the AI Student Thesis feature for per-student behavioral interpretation.
Product overview
enroll ml offers a unified AI enrollment intelligence platform centered on VantagePoint, which serves as the core 'thinking engine' processing behavioral signals across the enrollment funnel. The platform includes The Student Thesis feature that generates AI-driven individual student assessments, supplemented by the Humancore-powered Admissions Team Transformation Assessment for team-level behavioral analysis. The Signal Solution book establishes the foundational methodology. Together, these products move institutions from reactive predictive modeling to proactive behavioral reasoning, with AI guidance adapted to individual counselor styles and continuous analysis of 600–800 behavioral signals per student.
Differentiator
Problem solved
Functional benefit
Products and services
- VantagePoint AI-powered SaaS enrollment intelligence engine that continuously analyzes 600–800 behavioral signals per prospective student and delivers conversational strategic guidance to enrollment leaders and AI-prioritized daily guidance to admissions counselors across the full enrollment funnel.
- Admissions Team Transformation Assessment Counselor-by-counselor behavioral intelligence report that profiles how each enrollment team member thinks, decides, and behaves under pressure, distinguishing genuine transformation from surface compliance, with leader-specific coaching actions and team dynamics intelligence.
- The Signal Solution
Quantifiable outcome
- Recovers up to 50% of team time without adding headcount
- +2 more outcomes
Companies that use enroll ml
Customer profileNamed customers3 records
Segments3 records
Ideal customer profiles1 record
enroll ml technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- No
- API docs
- API detail
Core technology
AI maturity
App detail
AI capability8 records
Feature6 records
enroll ml partnerships and signals
Strategic signalPartnerships
Three partnerships are on record, tiered core and flagship.
- HumancorecoreStrategic partnership to launch the Admissions Team Transformation Assessment, combining Humancore's patented behavioral personality modeling with enroll ml's signal-based enrollment methodology. The assessment addresses enrollment's most persistent challenge: new tools get implemented, but old thinking persists. Humancore's team-aware platform models how individuals make decisions and engage under real working conditions, as well as dynamics between counselors and leaders that influence accountability and adoption. Mike Dolen is Founder & CEO of Humancore.
- Xavier UniversityflagshipJesuit Catholic university integrates enroll ml's AI reasoning and guidance platform into enrollment management strategy. Strategic focus areas: Enhanced Enrollment Experience (AI-driven insights for personalized and efficient enrollment processes), Student Success Analytics (early warning systems for proactive intervention), and Financial Aid Intelligence (understanding student financial needs and optimizing aid package effectiveness). Scott Clyde is VP of Strategic Enrollment Management at Xavier University. Partnership includes collaborative innovation and research, exploring ethical AI applications in higher education including academic advising and career development.
- University of Missouri–St. Louis (UMSL)flagshipMultiyear partnership to explore how machine learning and both agentic and generative AI can improve processes to attract, enroll, and retain students. UMSL is the largest public research university in eastern Missouri. Partnership includes co-design and testing of new approaches to recruitment, engagement, and retention using real-time behavioral data, deep signal analysis, and context-aware AI processing. Reggie Hill is Vice Chancellor for Strategic Enrollment and Career Advancement. Partnership includes training for UMSL's admissions and student success teams plus two new internships for UMSL students.
Scale indicators5 records
Recent moves6 records
Expansion highlights5 records
enroll ml competitors and assessment
Company assessmentEmerging players
- Mainstay: Mainstay delivers conversational AI chatbots for higher education enrollment and student success, deployed to engage prospective and current students. It is an emerging player with overlapping AI-driven enrollment and retention use cases but a narrower product surface than enroll ml.
- Signal Vine: Signal Vine provides AI-powered student engagement and messaging for higher education, focused on enrollment and retention communications. It is an emerging player with partial overlap in the enrollment AI use case, particularly around counselor-to-student outreach.
- AdmitHub (now part of Salesforce/EAB ecosystem): AdmitHub pioneered AI chatbot-based enrollment engagement in higher education before being absorbed into larger ecosystem players. It is an emerging-to-incumbent peer in the enrollment AI space and a useful reference point for category maturation.
Broad incumbents
- Ruffalo Noel Levitz (RNL): Ruffalo Noel Levitz is a long-standing enrollment management services and technology firm serving colleges and universities. It is a broad incumbent in enrollment yield, search, and CRM-adjacent services, competing for the same institutional budget.
- EAB: EAB is a large, established provider of enrollment services, research, and technology to higher education. It competes as a broad incumbent with portfolio offerings in enrollment management, student success, and consulting — overlapping with enroll ml's target buyers and use cases.
- Salesforce Education Cloud: Salesforce Education Cloud is a major CRM platform for higher education with AI features (Einstein) increasingly applied to enrollment and student success. It is a broad incumbent whose CRM footprint in higher education creates both a competitive threat and a potential integration partner for enroll ml.
- Civitas Learning (Anthology): Civitas Learning, now part of Anthology, provides student success and enrollment analytics across the higher education lifecycle. It is a broad incumbent in the same space — enrollment and retention analytics — with deeper institutional reach but a less differentiated AI reasoning layer.
Direct peers
- Slate (by Technolutions): Slate is the dominant enrollment CRM used by colleges and universities for admissions, application processing, and yield activities. It directly competes with enroll ml for institutional mindshare and CRM budget, and increasingly layers in AI features that overlap with enroll ml's value proposition.
- Element451: Element451 is an AI-powered CRM, marketing, and enrollment platform for higher education institutions. It is the most direct peer, competing head-to-head in the same product category — enrollment AI and student journey orchestration — with similar institutional buyers and a comparable SaaS delivery model.
- Othot: Othot provides AI-driven enrollment and student success analytics for higher education. It is a direct peer in the predictive and prescriptive analytics layer for enrollment decisions, though its primary emphasis has historically been on predictive modeling rather than the conversational AI reasoning enroll ml emphasizes.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat5 records
Key risks6 records
Key highlights7 records
Customer concentration
enroll ml social profiles
Digital presenceenroll ml compliance and trust
Trust signalCompliance2 records
enroll ml financial estimates
Financial estimateRevenue estimate
Valuation estimate
enroll ml leadership team
Management profileNumber of profiles
Profiles10 records
enroll ml funding detail
Funding detailFunding overview
Funding rounds1 record
Investors1 record
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
enroll ml M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about enroll ml
What does enroll ml do?
enroll ml sells VantagePoint, a SaaS-based AI enrollment intelligence engine that combines machine learning pattern matching with generative AI contextual reasoning to analyze 600–800 behavioral signals per prospective student and deliver strategic guidance to enrollment leaders and admissions counselors. The platform surfaces risk, opportunity, and recommended actions across the full enrollment funnel from first contact to first day of class, and includes the AI Student Thesis feature for per-student behavioral interpretation.
Is enroll ml a public or private company?
enroll ml is a private company. It is classified as venture growth investor backed and is currently operating.
When was enroll ml founded?
enroll ml was founded in 2021. It employs 11 to 50 people.
Where is enroll ml based?
enroll ml is headquartered in Evanston, United States, in the North America region.
How does enroll ml make money?
One revenue line is on record: saaS Platform Subscription.
Who are enroll ml's main competitors?
Emerging players on record are Mainstay, Signal Vine and AdmitHub (now part of Salesforce/EAB ecosystem). Broad incumbents are Ruffalo Noel Levitz (RNL), EAB, Salesforce Education Cloud and Civitas Learning (Anthology). Direct peers are Slate (by Technolutions), Element451 and Othot.
Does enroll ml have an API?
No public API is recorded for enroll ml.
What industry is enroll ml in?
enroll ml's product category is Higher Education Enrollment Intelligence Software. Its primary akta.pro industry code is EDAFAMAG, Enrollment Yield, Matriculation & Onboarding Platforms, with a secondary code of EDAFAFAE, Early Warning & Risk Prediction (Dropout/Failure Alerts, Intervention Targeting). Its NAICS code is 611 and its SIC code is 7372.