Yardstick Research tear-sheet / higher education CRM cohort

Methodology · how we score · rubric weights in plain sight · vendors received this sheet seven days before publication and could flag factual errors, never rankings

Othot (by Liaison)

Identity

• Founded: 2012 (Othot, Inc. founded independently; acquired by Liaison International in 2021) [THIRD-PARTY - https://www.liaisonedu.com/othot/]
• HQ: Baltimore, MD (Liaison International parent company; prior Othot HQ: Pittsburgh, PA) [VENDOR-CLAIMED - https://www.liaisonedu.com/about/]
• Legal entity: Othot, Inc. (wholly-owned subsidiary of Liaison International, Inc.)
• Funding: Liaison International is private-equity backed (Achieve Partners + Thayer Street Partners); acquisition price for Othot undisclosed; Liaison has completed 10+ acquisitions in higher-ed technology since 2015. [UNKNOWN - no public deal terms for Othot acquisition]
• Headcount: Liaison International: ~500-700 estimated (third-party aggregators); Othot team headcount post-acquisition UNKNOWN. [THIRD-PARTY - https://www.liaisonedu.com/]
• Recent news (last 12 months):
• February 2025 - Othot for AACOMAS announced: predictive analytics now embedded in the American Association of Colleges of Osteopathic Medicine application service via Liaison's platform. [VENDOR-CLAIMED - https://www.liaisonedu.com/news/]
• March 2026 - Liaison launches WebAdMIT Holistic and Predictive Insights, integrating Othot's predictive engine directly into the WebAdMIT application-review workflow. [VENDOR-CLAIMED - https://www.liaisonedu.com/news/]
• June 2026 - Liaison hosted annual LIAISON event (Baltimore, MD) showcasing Othot enrollment analytics alongside TargetX CRM and Outcomes CRM as an integrated suite. [VENDOR-CLAIMED - https://www.liaisonedu.com/]
• Ongoing 2025-2026 - Othot marketed as part of the Liaison "Yield and Financial Aid" product bundle alongside TargetX (CRM) and Financial Aid optimization tools. [VENDOR-CLAIMED - https://www.liaisonedu.com/othot/]
• Ongoing - Othot maintains Slate Preferred Partner Program membership, enabling automatic insight delivery directly within the Slate CRM interface for Technolutions Slate users. [VENDOR-CLAIMED - https://othot.com]
• Archetype: Predictive analytics / enrollment-intelligence layer purpose-built for higher education. Othot provides individual-level ML-driven enrollment and student-success predictions that feed prescriptive recommendations into existing CRM and SIS workflows. Sits inside Liaison's broader higher-ed platform as the AI/analytics component; the closest analogy is a data-science-as-a-service layer that plugs into enrollment management infrastructure rather than replacing it.

Total score: 71 / 100

• Stage fit:
• Foundation (<40 readiness): no - Othot requires a functioning enrollment data infrastructure and CRM integration before the predictive models have useful inputs. Enterprise-only sales motion, no self-serve.
• Pilot (40-59): conditional - A structured pilot is the typical entry point (institution-specific "High Impact Question" scoping + model build), but timeline is multi-month and requires dedicated enrollment staff.
• Scale (60-79): yes - Best fit. Designed for mid-to-large institutions (flagged size fit: $25M-$5B revenue equivalent). Named customers include Arizona State University, University of Delaware, Florida Institute of Technology.
• Optimization (80+): conditional - Alumni engagement and fundraising analytics are in scope per the product roadmap, but evidence for optimization-stage ROI in those areas is limited publicly.
• One-line verdict: The strongest purpose-built predictive-analytics layer in the cohort for enrollment and student success, weakened post-acquisition by thin public case-study evidence and full pricing opacity.

Headline numbers

Dimension scores

Pricing detail

No public pricing found for Othot. The hard pricing-transparency penalty applies: Othot / Liaison does not publish a rate card, pricing tiers, or implementation fee schedule on any public-facing page. Pricing is available only through a direct sales engagement. Institutions evaluating Othot should expect enterprise contract negotiations and should request itemized pricing for the predictive analytics layer separately from other Liaison products (TargetX CRM, Outcomes CRM, financial aid tools) to avoid bundle pricing opacity.

Integrations

CRM integrations: - Slate (Technolutions): Othot is a Slate Preferred Partner Program member. Predictions and prescriptive recommendations are delivered automatically inside the Slate interface without requiring users to leave the CRM. This is the deepest publicly documented integration. [VENDOR-CLAIMED - https://othot.com] - TargetX (Liaison): Othot is positioned as the analytics layer within Liaison's TargetX CRM bundle for enrollment management. [VENDOR-CLAIMED - https://www.liaisonedu.com/] - Outcomes CRM (Liaison): Retention-focused analytics feed into Liaison's Outcomes platform for student success workflows. [VENDOR-CLAIMED - https://www.liaisonedu.com/]

SIS integrations: - Banner (Ellucian), Ellucian Colleague, PeopleSoft, Workday Student: [UNKNOWN] - Not enumerated on any public integration page. Institutional deployments at Banner and Ellucian-heavy campuses are implied by the customer base (Indiana University of Pennsylvania, New Jersey Institute of Technology), but specific connector documentation is not publicly available.

LMS integrations: - Canvas, Blackboard/Anthology, D2L/Brightspace: [UNKNOWN] - Othot's positioning is as an enrollment and advising analytics layer, not an LMS integration tool. No LMS integration documentation found.

Application services: - Othot for AACOMAS: Predictive analytics embedded in the AACOMAS application service managed by Liaison, announced February 2025. [VENDOR-CLAIMED - https://www.liaisonedu.com/news/] - WebAdMIT Holistic and Predictive Insights: Othot's predictive engine integrated into WebAdMIT application-review workflow, announced March 2026. [VENDOR-CLAIMED - https://www.liaisonedu.com/news/]

Editorial assessment

Othot is the most AI-native platform in this cohort, built from inception as an ML-driven prediction engine for enrollment management rather than as a CRM with analytics bolted on. The 1,000+ active institutional models, 5M+ daily prescriptive recommendations, and "High Impact Question" scoping methodology represent a credible technical approach: institution-specific models trained on that institution's historical data, delivering individual-level enrollment probability scores and intervention recommendations directly into the CRM interface the enrollment team already uses. The Slate Preferred Partner integration - where Othot scores appear automatically within the Slate counselor workflow without requiring a platform switch - is the strongest proof of workflow-embedded delivery in the cohort.

The structural weakness is the gap between technical capability and public evidence. Post-acquisition by Liaison International in 2021, Othot's independent public profile has diminished. No peer-reviewed outcome studies, no G2 or Capterra reviews with named institutions, and no published ROI benchmarks were surfaced during research. The seven named institutions on the product page (Arizona State University, University of Delaware, Columbia College Chicago, Massachusetts College of Art and Design, Florida Institute of Technology, Indiana University of Pennsylvania, New Jersey Institute of Technology) establish that the platform runs at scale, but none carry published yield-lift or retention-improvement numbers. Procurement teams at shortlisted institutions will need to request reference calls directly.

FERPA compliance posture is implied but not documented. SOC 2 certification is displayed (AICPA seal on the product page) but the audit scope, audit date, and Type I vs Type II distinction are not published. Liaison serves 1,500+ campuses and processes 5 million applications annually, which provides reasonable confidence in baseline FERPA-compliant data handling, but institutions that require documented FERPA agreements, explicit data-use restrictions, and published sub-processor lists will need to request that documentation during procurement.

The Liaison bundle context cuts both ways. Institutions already using TargetX CRM, Outcomes CRM, or Liaison's application services (CAS platforms, WebAdMIT) gain a tighter integration pathway for Othot's predictions, potentially reducing integration cost and SIS data-plumbing burden. Institutions not in the Liaison ecosystem face a longer integration runway and should budget for it. The acquisition also introduces a common risk pattern: post-acquisition product velocity can slow as the vendor integrates into a larger platform roadmap. The March 2026 WebAdMIT Holistic and Predictive Insights launch suggests active development, but the pace of standalone Othot feature releases is not publicly tracked.

Best for

• Stage: Scale (60-79). Conditional for Pilot (structured discovery required). Not a fit for Foundation.
• Company profile: Mid-to-large four-year institutions with active enrollment management teams, existing CRM infrastructure (preferably Slate or Liaison products), and budget for enterprise analytics contracts.
• Industry fit: Best for enrollment management offices at four-year universities and graduate programs. Secondary fit: student success and retention programs at institutions with high at-risk populations. Moderate fit for community colleges (lower cost-per-seat tolerance). Not a fit for K-12 or non-higher-ed.
• Sales motion: Enterprise contract, direct sales engagement, institution-specific scoping process. Often sold as part of a Liaison bundle alongside TargetX or Outcomes CRM.
• Annual tooling budget: $50K-$250K estimated (UNKNOWN public confirmation).
• Skip if: (a) You need documented FERPA compliance language and a published DPA before procurement - not publicly available; (b) you require published outcome studies or independent ROI benchmarks before committing; (c) your primary CRM is not Slate or a Liaison product and you need a pre-built SIS connector out of the box; (d) you need sub-6-month time to first predictive insight; (e) pricing transparency is a procurement requirement.

Right-of-reply

Othot (by Liaison) received this tear-sheet seven calendar days before publication of the Yardstick Research 2026 Yardstick Report, including all measured numbers, sample outputs, and editorial assessment. Othot was given the opportunity to flag factual errors - incorrect pricing, misquoted feature availability, outdated screenshots, factual misstatement in the editorial assessment. Othot was not given the opportunity to request a score revision, dispute the rubric or its weights, withdraw from inclusion, negotiate ranking placement, or suggest changes to the editorial assessment beyond factual correction. Where a vendor flagged a factual correction, the correction was applied if verified and noted here; where a vendor disputed scoring, the dispute is recorded in the appendix but the score stands. Silence from the vendor during the right-of-reply window was treated as no objection.

Right-of-reply gaps

Specific [UNKNOWN] items surfaced in the dossier and explicitly raised with the vendor in right-of-reply:

1. FERPA compliance documentation. Does Liaison maintain a FERPA-specific data processing addendum or agreement available to institutional buyers? Is there a public trust center?
2. SOC 2 Type I vs Type II and audit date. The AICPA seal is displayed; the specific report type and most recent audit date are not disclosed publicly.
3. Othot-specific SIS integration list. Which SIS connectors are live and supported for Othot predictive data ingestion - Banner, Ellucian Colleague, PeopleSoft, Workday Student, Jenzabar? Are connectors pre-built or implementation-scoped?
4. LMS integration status. Does Othot ingest or surface data in Canvas, Blackboard/Anthology, or D2L/Brightspace?
5. Post-acquisition case study evidence. Are there published ROI studies, peer-reviewed outcome papers, or verified yield-lift / retention-improvement numbers for Othot deployments post-Liaison acquisition?
6. Founding year confirmation. Othot, Inc. founding year for accuracy.
7. Pricing structure. Is Othot priced as a standalone module, as part of a Liaison bundle, or both? What is the per-student or per-institution pricing band?
8. AI/ML model disclosure. Does Othot use proprietary models, foundation models, or third-party ML services for enrollment prediction? Are model training data sources disclosed?

Sources

Othot / Liaison first-party: - https://othot.com - https://www.liaisonedu.com/ - https://www.liaisonedu.com/othot/ - https://www.liaisonedu.com/about/ - https://www.liaisonedu.com/blog/ - https://www.liaisonedu.com/news/

Third-party / press: - https://www.liaisonedu.com/news/ (Othot for AACOMAS, February 2025; WebAdMIT Holistic, March 2026)