What Othot does

Othot is a cloud-based predictive and prescriptive analytics SaaS platform purpose-built for higher education institutions. The company addresses the full student lifecycle through four integrated solutions: Enrollment Management (predicting which prospects and admits are most likely to enroll and recommending optimal recruitment tactics), Student Success (identifying at-risk students and prescribing interventions to improve persistence), Post-Graduate Success (predicting individual students' likelihood to achieve post-graduate outcomes), and Advancement (predicting alumni engagement and donation likelihood to optimize fundraising). The platform uses machine learning algorithms — including decision trees and support vector machines — with automated algorithm and parameter selection per institution and per enrollment lifecycle phase (prospect, inquiry, applicant, admittee), rather than applying a single model across all stages. A proprietary Othot Data Science Language (ODSL) captures data preprocessing, semantic detection, typo correction, and model execution in a reproducible JSON format, and Bayesian network causal modeling underpins the prescriptive 'what-if' scenario engine that lets institutions test interventions such as financial aid amounts or marketing tactics before committing resources.

Othot reaches customers primarily through a sales-led motion, with prominent 'Request a Demo' and 'Get a Demo' CTAs driving enterprise conversations with enrollment management leaders, provosts, and CFOs at colleges and universities. Pricing is consultative and not publicly disclosed, consistent with B2B SaaS to higher education. Named customers include Bucknell University, Columbia College Chicago, University of Pittsburgh, Texas Tech University, New Jersey Institute of Technology, and Arizona State University. Distribution is augmented by the Slate Preferred Partner Program, which embeds Othot's insights natively inside the Slate CRM interface used by most enrollment management teams, and by a thought-leadership content engine (enrollment trend reports, demographic cliff research, webinars, case studies). The company is a wholly owned subsidiary of Liaison (operating as "Othot by Liaison"), is headquartered in Carnegie, Pennsylvania, and has historically raised approximately $6.57M in disclosed external funding across rounds from 2015 to 2020.

Revenue is generated through subscription-based SaaS contracts with higher education institutions; no specific revenue or ARR is publicly disclosed. The platform is positioned against the structural headwinds facing U.S. higher education — particularly the demographic cliff and declining enrollment — with claimed customer outcomes including a 6.97% enrollment increase among partner institutions in 2021 versus a -2.6% national average, and a 5.8% deposit rate uplift as of July 2022. Othot is SOC 2 compliant and operates with a small team of 11–50 employees led by co-founders Andy Hannah and Jeremy Garvey, with CTO John Abbatico overseeing a data science team that includes dedicated architects, scientists, and data curators.

Name

Othot

Legal name

Othot, Inc.

Website

https://othot.com

Company type

Private

Founded year

2014

Operating status

Operating

Headcount range

11–50 employees

Short description

Othot is a cloud-based predictive and prescriptive analytics SaaS platform that helps U.S. colleges and universities forecast enrollment, retain students, and optimize financial aid and alumni engagement across the full student lifecycle.

Ownership category

akta.pro rank

Product category

Higher Education Analytics Software

NAICS

Educational Support Services (611710)

SIC

Services-Prepackaged Software (7372)

akta.pro primary industry

Early Warning & Risk Prediction (Dropout/Failure Alerts, Intervention Targeting) (EDAFAFAE)

Keywords

• Predictive analytics
• Higher education analytics
• Enrollment management
• Student success software
• Prescriptive modeling

Headquarters

HQ city

Pittsburgh

HQ country

United States

HQ region

North America

Offices1 record

Markets served

GTM type

B2B

Offering type

Software

Cost components

Technology or R&D, Personnel, Marketing or Sales, Infrastructure, Operations

Revenue model

1. SaaS Subscription (Cloud-Based Platform): Othot delivers its predictive analytics software as a cloud-based SaaS platform, suggesting a subscription-based revenue model where institutions pay for access to the platform, models, and insights on a recurring basis. The platform covers enrollment management, student success, post-graduate outcomes, and advancement solutions.

Go-to-market motion1 record

Distribution channels3 records

Marketing channels7 records

Core offering

Othot sells a cloud-based predictive and prescriptive analytics SaaS platform that uses artificial intelligence and machine learning to forecast individual student behavior and prescribe optimal interventions. It is purpose-built for higher education institutions and delivers four integrated solutions spanning enrollment management, student success/retention, post-graduate outcomes, and alumni advancement. The platform emphasizes automated model selection, individual-level real-time predictions, and What-If scenario modeling.

Product overview

Othot is a cloud-based predictive analytics software platform for higher education that uses artificial intelligence and machine learning to deliver insights across the entire student lifecycle. The platform consists of four integrated solutions: Enrollment Management (for predicting and improving student enrollment), Student Success (for identifying at-risk students and enabling interventions), Post-Graduate Success Solutions (for tracking post-graduation outcomes), and Advancement (for alumni engagement and fundraising optimization). These solutions work together to help institutions predict student behavior, optimize resource allocation, and improve outcomes from initial recruitment through alumni engagement.

Differentiator

Problem solved

Functional benefit

Products and services

• Enrollment Management

Quantifiable outcome

• Partner institutions using Othot's AI-driven analytics achieved a 6.97% enrollment increase in 2021, versus a -2.6% national average decline (2x better than the national average)
• +3 more outcomes

Named customers6 records

Segments4 records

Ideal customer profiles1 record

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

Integration1 record

AI capability4 records

Feature14 records

Partnerships

Three partnerships are on record, tiered core, flagship and minor.

• Slate (Preferred Partner Program)coreTechnology or IntegrationOthot is a proud member of the Slate Preferred Partner Program. Othot's predictive and prescriptive analytics insights are automatically delivered to the Slate interface, making it easier for enrollment management professionals to engage students at the right time with the right tactic. This integration embeds Othot directly into the workflow of Slate CRM users.
• Liaison / Liaisonedu.comflagshipOthersOthot is a company of Liaison ('A Liaison Company'). Liaison is the parent organization, with Othot operating as part of the Liaison higher education technology portfolio. The company branding reflects this relationship ('Othot by Liaison').
• International Institute for Analytics (IIA)minorImplementation/ SI/ Consulting PartnerOthot partners with the International Institute for Analytics (IIA) to help organizations evaluate their analytics maturity, build roadmaps, and determine whether to develop proprietary models or leverage third-party solutions. IIA provides consulting services that complement Othot's platform capabilities.

Scale indicators4 records

Recent moves2 records

Expansion highlights5 records

Emerging players

• Modo Labs: Higher education mobile experience and engagement platform with predictive personalization for student communications — adjacent competitor for student success and engagement-driven retention outcomes.
• Signal Vine: AI-driven student messaging and outreach platform for higher education that uses predictive engagement scoring for retention — adjacent competitor to Othot's student success interventions and alumni engagement modules.
• Element451: AI-powered student engagement and enrollment platform using predictive scoring and conversational AI for higher ed — emerging direct competitor to Othot, particularly around enrollment and student success use cases.

Broad incumbents

• Blackboard (Anthology): Incumbent learning management and analytics provider for higher education institutions. Through the Anthology portfolio (including Civitas), it competes across enrollment, retention, and student success use cases addressed by Othot.
• Salesforce Education Cloud (Salesforce.org): Enterprise CRM and analytics platform with an education vertical offering recruitment, student engagement, and advancement functionality; competes for institutional RFPs and offers a bundled alternative to Othot's Slate integration.
• Slate (by Technolutions): Dominant CRM platform for higher education admissions and enrollment management. While currently a distribution partner via the Preferred Partner Program, Slate also offers native analytics and reporting capabilities that compete with portions of Othot's value proposition.
• EAB (formerly Advisory Board Company): Large, established higher education consultancy and technology provider offering enrollment analytics, student success, and advancement solutions to colleges and universities — directly overlapping Othot's target buyers and core use cases, but at much broader scale and with a wider services portfolio.

Direct peers

• Watermark Insights: Higher education analytics provider covering student success, assessment, and faculty/curriculum analytics; targets the same institutional buyers with overlapping predictive retention and intervention capabilities.
• Capture Higher Ed: Higher education enrollment and marketing analytics vendor specializing in predictive modeling for inquiry-to-enrolled yield, financial aid optimization, and search/match — directly comparable to Othot's enrollment management module.
• Civitas Learning (Anthology Engage): Closest direct competitor — predictive analytics platform for higher education focused on student retention, persistence, and graduation outcomes; now part of Anthology's student success suite, competing head-to-head with Othot's student success module.

Market position

Strengths4 records

Weaknesses4 records

Competitive moat5 records

Key risks5 records

Key highlights6 records

Customer concentration

• Xx.com/othotLLC
• LinkedInlinkedin.com/company/othot

Compliance1 record

Revenue estimate

Valuation estimate

Number of profiles

Profiles9 records

Funding overview

Funding rounds6 records

Investors5 records

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Othot