Institutional case studies are being assembled
We are currently documenting pilot and rollout outcomes. In the meantime, you can request interim implementation snapshots tailored to your context.
Department pilot snapshot
Implementation outline covering setup timeline, faculty onboarding pattern, and early usage adoption indicators.
Institution rollout blueprint
Template structure for scaling from one module to faculty-level implementation with governance checkpoints.
Teaching impact review format
Standardised reporting format for engagement, progression, and educator workload indicators.
Request a pilot outcomes pack
Get an implementation brief while full case studies are finalised.
Become an early case study partner
Join our first case-study cohort and receive 3 months of Premium access in exchange for sharing pilot outcomes and implementation feedback.
Join partner programmePilot metrics framework
Every institutional pilot uses a consistent measurement model so outcomes are comparable and decision-ready.
Labs generated
Measured weekly per pilot cohort
Student completion rate
Tracked by module and activity sequence
Educator prep time saved
Estimated from baseline vs generated workflow
Assessment alignment coverage
Mapped to programme outcomes and level expectations
Explore discipline-specific pilot pages
Review tailored workflows and examples for your subject area.