Case Studies
Real Stories. Real Impact.
Our mission is to intervene before tragedy strikes—and these stories show how early detection can make all the difference. Names and locations have been changed to protect privacy, but the outcomes are real.
Stopping a Suicide Before It Happened
School: Midwestern High School
Alert: Social media post flagged for self-harm references
Action: Counselor intervention within 24 hours
Outcome: Student received emergency support and ongoing therapy
A high school junior posted subtle, alarming messages late at night. Our system flagged phrases consistent with suicidal ideation. The school counselor reached out the next day and learned the student had a plan to take their life that weekend. Intervention saved a life—and gave a second chance.
Preventing a School Violence Threat
School: Suburban Middle School
Alert: Threatening language and weapon-related posts
Action: School security notified; student was interviewed
Outcome: No weapons found, but student admitted intent; parents and law enforcement involved
One post mentioned “getting even,” another referenced specific classmates. Our platform flagged the concerning language, and the school took immediate action. The student received professional evaluation, and the incident was resolved before anyone got hurt.
Identifying a Bullying Target
School: Urban Charter School
Alert: Posts expressing hopelessness and being bullied
Action: School counselor followed up with student
Outcome: Bullying addressed, peer group restructured, student transferred classes
Our algorithm flagged repeated online posts describing isolation, fear, and targeted harassment. School staff discovered the student had been bullied for months. Intervention brought relief, support, and a better academic outcome.
