Programs / universities

A consistent learning layer across cohorts

SLAN can be deployed as a governed support layer across courses and cohorts. Nudge delivers the student experience; SLAN Builder supports authoring, publishing, and access control.

What programs get

Scalable, course-aligned learner support

Designed to increase structured application opportunities and reduce time spent searching materials—without guaranteeing outcome improvements unless verified.

Consistency across cohorts

Deploy the same guided paths across cohorts while allowing module-level tuning.

Governed AI usage

Support IP boundaries, access scopes, retention settings, and permitted content sources.

Measurable engagement

Track adoption metrics (WAU), completion, and common confusion clusters to inform course improvements.

Deployment model

Course owner control + cohort access

A typical program deployment keeps authoring with the course owner while giving programs cohort-level controls.

Course owner (faculty / instructor)

  • Uploads course assets
  • Reviews extracted frameworks
  • Builds ThinkingPaths and publishes Nudges

Program team (admin)

  • Creates cohorts and manages membership
  • Configures access and registration
  • Monitors engagement and support needs

Exact dashboards and integrations (SSO/LMS) depend on pilot scope and institutional requirements.

Discuss a program pilot

We can align on governance requirements, cohort structure, and what metrics you can (and cannot) publish.