Campus Safety Intelligence for Education
Threat leakage — when individuals signal violent intent online before acting — is the digital warning sign most campus safety programs miss. DigitalStakeout monitors social media, dark web, and public sources for these signals, classifying threats across 16 risk domains before incidents escalate.
The Challenges Campus Safety Teams Face
Threat leakage happens in spaces you don't monitor
Students and potential threat actors post on platforms, forums, and messaging channels that campus safety teams have no visibility into. Tip lines only work when someone decides to report. By then, planning may be advanced and response options narrow.
Monitoring millions of posts isn't humanly possible
Universities have tens of thousands of students, faculty, and staff. Manually scanning social media for concerning content across multiple platforms and multiple languages is not sustainable. You need AI-powered classification to surface what matters.
Every tool is either too broad or too narrow
Consumer social listening tools generate noise about dining halls and football games. Law enforcement tools are too heavy and create privacy concerns. Campus safety teams need purpose-built threat classification without mass surveillance.
How DigitalStakeout Serves Education
DigitalStakeout's AI engine, DARIA, classifies content across Physical Security, Crime Risk, and Public Safety domains with 249+ classifiers — surfacing the threat signals that generic monitoring tools miss because they are not designed to look for them.
Threat Leakage Detection
DigitalStakeout classifies content for violence indicators, hostile language, weapon references, and planning signals across social media, forums, and dark web sources. 249+ classifiers surface threats that generic monitoring tools miss entirely.
Continuous Social Media Monitoring
Continuous monitoring of public posts, profiles, and conversations across social media platforms. Geo-location monitoring within campus boundaries and surrounding areas. AI classifies every signal — no manual keyword management required.
Investigation Tools for Follow-Up
When a threat surfaces, campus safety teams need to investigate quickly. Social Media Profile Search across 750+ platforms, People Search, and Web Chatter Search across 75M+ sources enable rapid investigation without switching tools.
Multi-Language Detection
International student populations mean threats may surface in any language. DigitalStakeout's 40+ language NLP normalizes and classifies content regardless of source language, ensuring nothing is missed due to language barriers in diverse campus communities.
Threat Scenarios Covered
Campus safety teams need coverage across physical threats, online harassment, cyber risk, and institutional reputation. DigitalStakeout classifies intelligence across these priority domains.
Physical Security
Direct threats to people and facilities — active shooter indicators, bomb threats, targeted violence, and hostile intent signals.
Public Safety
Community safety events — campus emergencies, facility incidents, medical emergencies, and environmental hazards on campus.
Crime Risk
Criminal activity indicators — weapon acquisition discussions, fraud targeting students, cybercrime, and violent crime signals.
Societal Risk
Protests and civil unrest on campus — demonstration coordination, counter-protests, hate group activity, and extremist content.
Reputation Risk
Institutional reputation threats — negative narrative cascades, viral incidents, and crises affecting enrollment and brand value.
These are a subset of DigitalStakeout's 249+ threat classifiers across 16 risk domains. See the full taxonomy →
Built for Your Mission
Campus safety teams use DigitalStakeout for behavioral threat assessment, event security, and post-incident investigation — all from a single platform.
Behavioral Threat Assessment
A campus threat assessment team uses the platform to continuously monitor public social media for concerning content related to their institution. The system flags a post classified under Physical Security with hostile intent. The team investigates using Social Media Profile Search. The signal is escalated to law enforcement within hours.
Event Security for Campus Events
A university hosting a controversial speaker sets up geo-fenced monitoring around the event venue. Location-based search surfaces real-time activity within the defined area. The platform classifies posts related to protest planning, counter-protests, and physical security concerns. Campus police receive alerts for actionable intelligence.
Post-Incident Investigation
After a campus safety incident, investigators use OSINT tools to map the digital activity of subjects involved. Web Chatter Search reveals prior posts across multiple platforms. The investigation report includes pre-incident threat leakage signals that were missed because no monitoring was in place at the time.
Built for Education Budgets
Entity-based pricing means you start with the campuses, people, and brands you need to protect and scale as your safety program grows. Every plan includes the full platform — no features gated behind premium tiers.
All plans include intelligence across all 16 risk domains, dark web monitoring, OSINT investigation tools, and REST API access. Explore our platform or social media threat monitoring.
What DARIA Monitors
Threats DARIA Detects for Education
These are examples of the scenarios DARIA classifies automatically — anonymized, but drawn from the same 249+ classifiers that run against your entities.
“If they expel me I swear I'll come back and make them regret it. They haven't seen anything yet.”
“Guy walking near campus with what looks like a rifle case. Not hunting season. Someone should call this in.”
“New domain registered: university-portal-login.net — typosquat pattern matching client entity universityportal.edu.”
“AI-generated video of the university president making inflammatory statements is circulating. Confirmed deepfake by forensic analysis.”
“If the school board doesn't reverse their decision by Friday, certain photos of board members will become very public.”
“Parents launch petition demanding superintendent resignation after Title IX mishandling allegations surface. 4,000 signatures in 24 hours.”
These are a subset of DigitalStakeout's 249+ threat classifiers across 16 risk domains. See the full taxonomy →
Campus Safety FAQ
See Campus Threat Monitoring in Action
Threat leakage detection, credential monitoring, and event security — 16 risk domains, one platform, built for education.