The Behavioral Intelligence Layer for Education.
Predicting student disengagement before academic failure happens.
Universities detect problems too late.
- 01Grades are lagging indicators.
- 02Disengagement is invisible.
- 03Students silently drift before failure.
“By the time grades drop, the disengagement already happened.”
Retention is a massive institutional problem.
- Tuition revenue
- Graduation performance
- Retention KPIs
- Student well-being
“The earlier a university identifies disengagement, the more likely intervention succeeds.”
Student behavior is the missing layer.
- Grades
- Attendance
- Assignments
- Focus
- Study consistency
- Engagement collapse
- Social learning
Behavioral Intelligence Infrastructure for Education.
CSW is already live at scale.
Students using CSW to study, focus, and collaborate.
Live participant minutes inside study sessions.
Per user, per study session — deep behavioral signal.
A continuous stream of behavioral data — already flowing, every day, across hundreds of thousands of students.
How CSW works.
- 01
University joins
Students enter their university space inside CSW.
- 02
Study & collaborate
Sessions, focus, timers, groups, social signals.
- 03
LMS integration
Canvas, Google Classroom, Moodle — assignments, deadlines, grades for academic context.
- 04
Risk Engine
Detects engagement decline & behavioral disengagement.
- 05
Early warning
At-risk students, trends, recommended interventions.
A continuous loop — behavior captured, analyzed, surfaced to the institution before academic decline begins.
Real-time student intelligence.
Campus Dashboard
- — Active students
- — At-risk students
- — Engagement trend
Student Risk List
- — Risk scores
- — Declining students
- — Alerts
Student Profile
- — Focus trend
- — Study trend
- — Why at risk
Visibility universities have never had before.
Existing systems record education.
CSW understands student behavior.
System of record.
- — Assignments
- — Grades
- — Attendance
- — Page views
System of behavioral intelligence.
- — Study behavior
- — Focus patterns
- — Engagement trends
- — Social learning signals
We're building the Behavioral Intelligence Layer for Education.
The future of student success will not be driven by grades alone — but by understanding how students actually engage, learn, and disengage over time.