Faster investigations
Filter recorded video by person, vehicle, direction, time or appearance metadata instead of manually reviewing hours of footage.
High-value applications
Start with the decision the property needs to make.
Every analytic should have a defined scene, schedule, acceptance standard, event owner and response. Otherwise it becomes noise.
Perimeter awareness
Detect people or vehicles crossing defined lines, entering restricted zones or remaining after an established dwell time.
Vehicle intelligence
Combine vehicle classification, dedicated plate capture, permit records and overview video for searchable entry and parking evidence.
Operational alerts
Route defined events to the staff member responsible for verification, escalation and documentation—not to an unattended inbox.
Occupancy insight
Use counting and directional data where a property needs operational trends, capacity information or flow analysis.
System health
Surface camera obstruction, loss of video, storage or network failures before an incident reveals that evidence was unavailable.
Property-specific design
One model does not fit every scene.
Entrances, amenities and investigations
Person and vehicle search, after-hours zones, pool and beach access context, elevator events and high-occupancy common areas.
Plates, permits and movement
Dedicated plate capture, wrong-way events, vehicle dwell, gate activity and SmartLotIQ permit correlation where integrations support it.
Perimeters and operations
Restricted areas, delivery zones, loading activity, after-hours entry, customer flow and searchable incident evidence.
Reliability before automation
Camera health, network resilience, recording integrity, permission controls and a tested procedure for unavailable analytics.
Architecture comparison
Edge, server, cloud or hybrid?
The processing location affects latency, bandwidth, recurring cost, resilience, privacy and which existing cameras can remain.
ArchitectureStrong fitValidate before purchase
Edge analyticsFast local detection and searchable metadata generated by compatible cameras.Camera processing limits, model support, firmware and VMS compatibility.
On-premise serverCentral analytics across selected streams with local control and predictable network paths.GPU or server sizing, licenses, heat, maintenance and failover.
Cloud analyticsRemote administration, centralized updates and selected services without a large local server.Recurring cost, upload bandwidth, privacy, latency and service dependency.
Hybrid architectureLocal recording and critical events combined with cloud management or specialized analytics.Clearly define which function continues during an internet outage.
Platform landscape
Select an ecosystem around the required outcome.
Cybersmetrics is manufacturer-independent. Platform names establish a comparison set; they do not replace compatibility checks, field testing or lifecycle analysis.
Axis
Edge analytics, metadata and open integration options for commercial video environments.
Hanwha Vision
AI camera families and searchable attributes suited to varied commercial applications.
i-PRO
Edge AI applications and metadata designed for interoperable security deployments.
Avigilon
Video management, appearance-based investigation and event workflows within its ecosystem.
Bosch
Scene analytics and object classification for carefully engineered environments.
UniFi Protect
Straightforward person, vehicle and selected smart detections for appropriately sized sites.
Genetec and Milestone
VMS platforms that can unify compatible cameras, metadata, integrations and operator workflows.
Implementation method
How useful analytics are commissioned.
Define
Document the event, scene, schedule, evidence and required response.
Validate
Measure viewpoint, lighting, subject size, network, recording and platform compatibility.
Pilot
Configure a limited high-value use case before expanding property-wide.
Test
Record missed and false events in daylight, darkness, weather and busy conditions.
Operate
Assign alert ownership, escalation, permissions, retention and periodic retesting.
What AI does not solve
Analytics cannot repair a weak camera system.
Blurred motion, poor camera geometry, unstable networks, unreliable recording and missing operating procedures remain failures—even when software calls the system intelligent.
Check AI readiness ↗- AI does not guarantee detection or eliminate false alarms.
- Classification is not the same as identity or intent.
- More megapixels do not correct poor scene geometry.
- Natural-language search results still require video verification.
- Facial recognition is not required for most useful workflows.
- Privacy, permissions, retention and auditability need written governance.
Documented deployment experience
AI proof should begin with real operating environments.
These examples use documented project facts. We do not publish invented crime-reduction percentages or claim that analytics guarantee an outcome.
Shores of Panama
A 150+ camera enterprise video environment supported by a fiber backbone, smart-elevator connectivity and modern analytics and investigation tools.
- Centralized management across more than 150 camera views
- Search and investigation supported by modern video tools
- Fiber architecture connecting distributed property technology
- Platform designed for continued modernization
Laketown Wharf
Enterprise surveillance, fiber infrastructure, smart-elevator connectivity, two-way communications and modern analytics operated as a coordinated property system.
- Centralized visibility across a complex property
- Improved event review through modern analytics
- Video context coordinated with elevator communications
- Maintainable architecture for phased changes
01
Define the event
State exactly what must be detected, searched or verified.
02
Test the scene
Record day, night, weather, false and missed events.
03
Document operation
Name the person, response and unavailable-system procedure.
Free 8-page AI planning workbook
Turn AI promises into measurable acceptance tests.
Define the use case, scene, architecture, governance, proposal requirements and day/night test record before investing.
Free two-minute assessment