Connect the systems your institution business already runs on

Bring together operational, transactional and external data without replacing the systems underneath it.

Systems

SIS, LMS, CRM, and advising platforms understand parts of the student journey, but not end to end.

Data systems

Snowflake and BigQuery store years of student and institutional history, often lacking operational context.

External data

Labor market demand and trends are disconnected from daily decisions.

Model your institution the way it actually works.

Denzing connects students, programs, enrollment, courses, advisors and outcomes into one operational model of your institution.

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One model of the institution

Students, programs, courses, enrollment, advisors, interactions and outcomes become connected objects, read from the systems you already use without copying data.

Intelligence that knows the context

Models understand each student in context — combining enrollment, class results, advisor capacity, outreach signals and outcomes to identify risk and opportunity.

Turn insight into action

Assign advisors, trigger targeted outreach or schedule interventions from one place. Every action is governed, approved and logged across your existing systems.

Put the institution ontology to work

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  1. Connect applicant, program and enrollment signals to understand demand, predict enrollment likelihood and support better admissions decisions.

  2. Bring together performance, attendance, interactions and outcomes to identify students at risk and surface opportunities for early support.

  3. Understand each student alongside advisor capacity, academic progress and previous interactions to connect them with the right support.

  4. Connect students, courses, programs, terms and outcomes to understand demand and support better course and program planning.

  5. Identify students who need support and coordinate the right outreach or intervention while keeping every action governed and traceable.

Works with the systems your institution already runs

Denzing integrates student records and learning systems, enabling AI to improve decision-making.

  • Student Information Systems
  • Learning Management Systems
  • Admissions & Enrollment
  • Student Advising & Support
  • Institutional Data & Outcomes
STUDENT RECORDS

Bring every student record into context.

Connect student profiles, programs, enrollment status, and academic history to build a unified view of every student.

LEARNING

Connect learning to student progress.

Combine course activity, class results, and academic performance to understand how students are progressing beyond individual systems.

ENROLLMENT

Follow every path to enrollment.

Connect applicants, outreach, applications, and offers to understand where prospective students convert or drop off.

STUDENT SUPPORT

Identify who needs support next.

Bring advisor capacity, student interactions, and risk signals together to help teams prioritize timely interventions.

OUTCOMES

Connect decisions to student outcomes.

Unify retention, completion, and performance trends to understand what works and where institutions can improve.

Frequently asked questions

Bring transactions, store activity and product sales into the same operational context as the rest of your business.

Bring transactions, store activity and product sales into the same operational context as the rest of your business.

Bring transactions, store activity and product sales into the same operational context as the rest of your business.

Bring transactions, store activity and product sales into the same operational context as the rest of your business.

Bring transactions, store activity and product sales into the same operational context as the rest of your business.

Turn your business context into action

Connect your data, define how the business works, and give AI the context to analyze, decide, and act with confidence.