Institutions measure in years. Students live in weeks.
We build the outcome-intelligence platforms that turn student data into intervention surfaces faculty act on by week six — not at year-end.
Institutions run on annual cycles, students live in weeks
Most institutions measure outcomes once a year and intervene once a term. By the time the report runs, the student who needed help has already disengaged.
Annual reporting, weekly events
Outcomes are reviewed at year-end. The signals that predicted them were available by week six.
Fragmented student data
Admissions, attendance, assessment, and placement live in separate systems. The student's journey doesn't.
Intervention without evidence
Faculty intervene based on instinct, not on a tracked record of what worked. The same intervention is tried each year.
Outcomes that cannot be defended
Placement and progression numbers are reported, not modelled. Boards ask questions the data cannot answer.
An institution that intervenes in week six, not year-end
We build outcome-intelligence platforms that turn student data into intervention surfaces faculty actually use. Provenance is built in. Consequential decisions stay with humans.
Weekly intervention surface
Early-warning signals reach the right faculty member by week six. Intervention happens while it can still change outcomes.
Unified student journey
Admissions, attendance, assessment, and placement collapse into a single entity definition. The student record is one record.
Intervention with evidence
Each intervention is tracked against measured effect. The institution learns what works and stops repeating what does not.
Outcomes you can defend
Completion, progression, and placement are modelled, not reported. Board questions get evidence-backed answers.
Built around the student, not the spreadsheet
Our platforms turn admissions, attendance, assessment, and placement into one journey faculty can act on — while the student is still in the room.


Build for institutions with the modular components
A central student-journey system, surrounded by the capabilities and primitives that make it run. Explore each component.
What we build with institutions
Surface early-warning signals.
Predictive markers reach faculty by week six. Intervention happens while it can still change outcomes.
Unify the student journey.
One ontology across admissions, attendance, assessment, and placement. The student record is one record.
Track interventions and their effect.
Every intervention is recorded against measured outcome. The institution stops repeating what doesn't work.
Model outcomes you can defend.
Completion, progression, and placement modelled with provenance. Board questions get evidence-backed answers.
Faculty workload that adds up.
Workload modelling that reflects what faculty actually do, not what the catalogue says.
Post-graduation tracking.
Alumni and placement outcomes followed into year five. The institution learns what its degree is actually worth.
Building the future of institutional outcomes
An outcome-intelligence platform across an 80,000-student group, turning fragmented data into a weekly intervention surface.
Read the engagementYield modelled against offers, not guessed. An 18% improvement against modelled offers in the next admissions cycle.
Read the engagementA workload model that reflects the actual work, deployed across three campuses in eleven weeks.
Read the engagementDive deeper into education on Grids and Guides
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