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Case Studies

Real-world results from privacy-first deterrence deployments.

Case Study

Niagara Multi-Residential Building
Autonomous Overnight Loitering Prevention Without Guards or Cameras

(Audio removed and faces blurred for privacy)

Overview

A 112-unit multi-residential building in Niagara, Ontario deployed LoiterGuard to address recurring overnight loitering in its main vestibule. The property management team needed a way to keep the space clear during unattended hours - without hiring overnight guards, installing privacy-invasive cameras, or escalating incidents unnecessarily.

LoiterGuard was selected as a low-cost, autonomous deterrence layer designed specifically for after-hours, persistent presence, when traditional staffing and monitoring solutions are either impractical or cost-prohibitive.

The Challenge

The building experienced repeated overnight incidents involving individuals sheltering in the vestibule for extended periods - most commonly between midnight and 6:00 AM.

These incidents:

  • Created resident safety concerns
  • Increased cleaning and maintenance costs
  • Occurred when no staff or security were on site
  • Were not well-suited to confrontation-based responses

Property management needed a solution that could:

  • Deter true loitering, not short-term activity (deliveries, visitors)
  • Operate autonomously overnight
  • Avoid continuous video surveillance
  • Scale cost-effectively for a single point of entry

Why Traditional Options Fell Short

24/7 Guard Patrols

  • Required 7-hour overnight shifts
  • Cost tens of thousands per year
  • Difficult to justify for a single vestibule
  • Introduced confrontation risk

AI Camera Monitoring + Remote Guard Response

  • Ongoing monthly monitoring fees
  • Additional per-incident guard callout and response charges, which can accumulate quickly during recurring overnight activity
  • Continuous video capture raised resident privacy concerns
  • Remote escalation often over-reacted to benign or short-term presence
  • Overall cost structure scaled poorly for mid-size buildings, particularly for single points of entry

The board wanted a solution that resolved most incidents automatically, without human involvement.

The LoiterGuard Solution

A single LoiterGuard unit was installed in the vestibule ceiling.

Configuration

  • Focused on persistent presence (7+ minutes) (Short-term activity intentionally ignored)
  • Optimized for overnight operation (11 PM – 6 AM)
  • Triggered LoiterGuard's proprietary graduated deterrence sequence
  • Required no live monitoring
  • Camera verification used only for post-incident review

The system ran fully autonomously, with telemetry logged for analysis.

What the Data Showed (60+ Days of Operation)

Key Insight: When Loitering Becomes a Real Problem

When filtering out short-term presence and focusing on 7+ minute events:

  • ~27% of all 7+ minute incidents occurred overnight
  • 94% of overnight 7+ minute incidents triggered deterrence
  • Peak risk window: 4:00–6:00 AM
  • Overnight incidents were more persistent and less likely to self-resolve

This validated what management already suspected - but had never been able to quantify.

Results

96%

Deterrence Rate (Individuals exited the vestibule without staff intervention)

99.9%

Uptime

$0

Manual Patrol Costs

Autonomous Resolution

The vast majority of incidents were resolved within minutes of deterrence activation, with no escalation required.

Why This Matters

  • LoiterGuard targets the right behavior (persistent, unattended overnight presence)
  • It avoids false positives from:
    • Delivery drivers
    • Visitors waiting briefly
    • Residents entering/exiting
  • Camera usage is limited and intentional, preserving privacy
  • Staff are not required to respond in real time

Hard Cost Comparison

MethodDailyMonthlyAnnual
Overnight Patrol

7-hour shift @ $28–$45/hr

$196 – $315$5,880 – $9,450$71,540 – $114,975
AI Cameras + Monitoring

Remote guard monitoring

$83 – $117$2,490 – $3,510$30,295 – $42,705
LoiterGuard~$5 – $6~$150 – $170~$1,800 – $2,040

Costs estimated using Greater Toronto Area rates

Why the Building Chose LoiterGuard

  • Designed specifically for overnight risk
  • No continuous video monitoring
  • No guards to hire or manage
  • No confrontation
  • Predictable, low monthly cost
  • Data-backed proof of effectiveness

Key Takeaway

LoiterGuard doesn’t replace security teams - it replaces unnecessary overnight patrols and constant camera monitoring at low-risk access points.

For this Niagara building, a single autonomous unit delivered the deterrence coverage they needed - exactly when incidents were most likely to occur.

Active Pilot Deployments

St Catherines, ON

Environment

Residential Condo Building

Deployment Area

Entrance Vestibule & Stairwell to Underground Garage

Status

In Progress
Kitchener, ON

Environment

Residential Condo Building

Deployment Area

Underground Garage Entrance + Entrance Vestibule

Status

In Progress
Niagara, ON

Environment

Residential Condo Building

Deployment Area

Entrance Vestibule + Covered Side Entrance

Status

In Progress

More pilots in progress. Check back soon for results.

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Designed for multi-unit residential and commercial properties.

The Technology Behind the Results

These outcomes are made possible by our privacy-first technology. LoiterGuard uses on-device intelligence and mmWave radar to detect and deter loitering autonomously, without relying on invasive cameras, costly 24/7 monitoring and expensive security patrols.

Explore the Technology
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