Turn Every Camera Into Intelligence.
Hypotenuse transforms existing CCTV networks into an intelligent operational layer that detects what matters, understands what is happening, tracks events across cameras, and helps the right people respond in time.
Cameras record everything. Security teams cannot watch everything.
Traditional CCTV was built to record incidents for post-mortem review. Modern security operations need systems that actively understand what is happening in real time.
Most sites still struggle with fragmented visual silos
When an estate expands to dozens or hundreds of cameras, manual monitoring collapses under cognitive fatigue.
- Hundreds of disconnected camera feeds without cross-camera association
- Motion-based alerts generating relentless operator fatigue
- Operators manually switching between dozens of mosaic screens
- Incidents spanning multiple cameras fragmented across isolated files
- Hours of footage that must be reviewed retrospectively after damage is done
- Separate siloed systems for CCTV, access control, alarms, and investigations
- Limited context explaining why an alert occurred or what preceded it
- Alerts raised without clear assignment, timestamps, or audited close-out
Too Much Video
Thousands of hours of footage accumulate every day across high-density camera estates, but only a tiny fraction can be actively reviewed by human eyes.
Too Many False Alerts
Motion-based detection alone cannot distinguish an actual security event from wind, shadows, rain, animals, foliage, or normal everyday operational activity.
Disconnected Cameras
A person or vehicle appearing across five different cameras becomes five isolated detections instead of one cohesive, continuous spatial-temporal event.
Slow Investigations
Finding one person, suspect vehicle, or incident across dozens of independent camera feeds requires hours or days of painstaking manual scrubbing.
No Operational Context
A raw detection is not automatically an incident. Without duration, velocity, direction-of-travel, zone rules, and historical patterns, video lacks meaning.
Unclear Accountability
An alert without an explicit owner becomes another notification everyone assumes someone else handled. Breaches slip through unassigned handoffs.
Hypotenuse bridges the surveillance gap.
By adding an AI-powered intelligence layer over the cameras you already own, we convert raw, unmonitored video into real-time operational truth.
Don't just record what happened. Understand what is happening.
Hypotenuse sits on top of your existing camera infrastructure and converts raw visual streams into structured, contextual intelligence.
The Intelligence Loop
Detect
Real-time perception
Identify people, vehicles, objects, designated zones, and anomalous movements in live video streams.
Understand
Contextual interpretation
Interpret duration, velocity, spatial relationships, direction-of-travel, and behavioral intent.
Correlate
Cross-camera association
Connect detections across different cameras, time stamps, and locations into one unified continuous event.
Prioritize
Noise filtering
Separate routine everyday activity from high-risk anomalies that require immediate human attention.
Respond
Decision support
Recommend the next operational action and automatically route the verified event to designated responders.
Reconstruct
Forensic assembly
Automatically compile the multi-camera footage trail and metadata into a chronological, searchable incident timeline.
Learn
Continuous refinement
Use validated operator outcomes and physical site context to continually sharpen detection accuracy and reduce fatigue.
Raw signals are not intelligence.
Moving from raw camera bytes to human-readable truth through structured enrichment.
SIGNAL
- Existing CCTV & IP Feeds
- Thermal Imaging Feeds
- ANPR / LPR Cameras
- Acoustic & Audio Sensors
- Physical Access Logs & IoT
- Geospatial / GIS Coordinates
- Existing VMS Infrastructure
CONTEXT
- Physical Camera Placement
- Restricted & Safe Site Zones
- Shift Times & Operational Hours
- Direction & Velocity Vectors
- Historical Baseline Patterns
- Cross-Camera Overlap Geometry
- Configured Operational Rules
INFERENCE
- Multi-Class Object Detections
- Behavioral Anomaly Flags
- Forward 30-60s Trajectories
- Dynamic Threat Risk Scores
- Multi-Camera Target Handoffs
- Vehicle & License Attributes
- Categorized Event Classification
TRUTH
- Human-Readable Event Summary
- Chronological Incident Timeline
- Named Alert Ownership
- Verified Forensic Evidence Clip
- Timestamped Close-Out Logs
- Target Path Reconstruction
- Command Center Integration
One intelligence layer across your entire camera network.
Hypotenuse converts raw visual streams into structured intelligence that can be consumed by operators, investigators, command centers and connected systems.
AI Video Analytics
Moves beyond legacy motion zones toward true contextual scene understanding. Detect and classify people, vehicles, objects, and boundary infractions across high-frequency video streams without false alarm noise.
Find the moment that matters.
Investigations should not begin with hours of video. They should begin with a question.
Our neural models accelerate discovery and cross-camera correlation, but human investigators scrutinize the untouched original camera frames for legal and evidentiary integrity.
From Raw Video to Searchable Evidence
An end-to-end operational pipeline ensuring verifiable chain of custody.
Ingest
Connect live CCTV, IP streams, thermal feeds, and VMS archives.
Detect
Extract people, vehicles, license plates, and spatial zones.
Index
Create searchable high-dimensional vector and metadata index.
Correlate
Link detections across non-overlapping camera coordinates.
Classify
Evaluate velocity, dwell duration, and behavioral deviations.
Prioritize
Surface high-relevance events requiring human attention.
Reconstruct
Auto-compile chronological timeline with target trajectory.
Review
Allow investigator to scrutinize original source video clips.
Report
Export plain-language summary and evidentiary dossier.
One operational picture. Every event in context.
The Command Center brings surveillance intelligence into a unified operational environment designed around operator clarity.
Live Situational Awareness
Surfaces only verified high-priority events, eliminating wall-of-monitors fatigue. Operators receive correlated camera angles, subject trajectory paths, severity scoring, and one-click response options.
Perspective Capacities:
Active Monitoring Capabilities
Continuous stream intelligence that surfaces actionable events instead of constant noise.
Intelligent Alerting
Surface high-value events with verified context instead of flooding control rooms with raw motion pings.
Multi-Site Monitoring
Supervise geographically dispersed industrial plants, retail hubs, or campuses from a unified cloud or on-prem hub.
Remote Intervention
Seamlessly route verified incidents to designated guard teams, regional dispatch, or mobile notification channels.
Configured Escalation
Automatically escalate unresolved alerts through tiered organizational hierarchies based on dwell time and severity.
Named Accountability
Assign every alert to a specific operator. Require authenticated review notes and close-out timestamps for complete governance.
Comprehensive Audit Trail
Maintain an immutable operational log of what was detected, who acknowledged it, which actions were triggered, and when it was resolved.
Your cameras can tell you more than who entered the gate.
Once video becomes structured data, the same infrastructure can support operational intelligence across your entire facility.
Footfall Intelligence
Quantify and analyze pedestrian ingress and egress across gates, turnstiles, corridors, and plazas. Measure visitor volumes by hour, shift, or calendar event without requiring dedicated counting hardware.
By linking vision data with operational processes, facilities transform fixed security expenses into high-value business intelligence.
Every site has a different definition of risk.
Hypotenuse adapts the intelligence layer to the specific operational, physical, and regulatory context of your environment.
Malls & Retail
Make every camera part of the customer and security experience.
High footfall retail environments combine multiple public entrances, large parking garages, loading bays, and rapidly shifting crowd densities.
Security & Threat Defense
- Perimeter & loading dock monitoring
- Restricted back-of-house breach detection
- Suspicious after-hours loitering
- Abandoned unattended object alerts
- Cross-camera missing child search
- Parking lot ANPR & vehicle search
Operational Intelligence & Flow
- Entrance & corridor footfall counting
- Checkout queue build-up alerts
- Store dwell time & display engagement
- Event-day crowd density mapping
- Restroom & amenity cleaning alerts
- Parking stall turnover analysis
Crowd density threshold exceeded → nearby cameras correlated → directional alert to floor security.
Don't show customers a feature. Show them what happens.
Every operational scenario demonstrates how an event moves seamlessly from challenge to detection, context, correlation, response, and verified evidence.
Crowd Build-Up at High-Traffic Entrance
A shopping center operates hundreds of cameras across entrances, parking garages, and corridors. Operators cannot continuously monitor every feed simultaneously.
The Incident Event
A dense crowd begins rapidly accumulating near the East Entrance due to rain and a flash promotion.
AI Perception
Computer vision detects rising crowd density exceeding 4.2 persons/m² near East Entrance turnstiles.
The engine evaluates velocity and detects that flow has stalled rather than moving into the main atrium.
Cross-Camera Unification
Eight adjacent cameras are unified into one spatial event rather than generating eight isolated alerts.
Human-Authorized Action
Security supervisor receives a prioritized alert with direction of movement and routes two floor officers.
Auditable Dossier
Timeline records arrival rates, peak density duration, and timestamped response clearance.
Operational Truth
Floor congestion cleared in 4 minutes; operations team uses footfall logs for tenant queue planning.
Your cameras already exist. Make them intelligent.
Hypotenuse is engineered as an intelligence overlay over your current CCTV, VMS, and network investment.
Connect
Seamlessly ingest visual streams without requiring rip-and-replace of capital assets.
- Standard RTSP / ONVIF IP Cameras
- Analog CCTV via Existing Encoders
- Enterprise VMS (Milestone, Genetec, etc.)
- Thermal & Low-Light Optical Feeds
- High-Speed Road & Gate ANPR Cameras
- On-Premises Local Network Fabrics
Add Intelligence
Deploy neural models directly at the perimeter to extract high-fidelity semantic structure.
- Real-Time Multi-Object Detection
- Cross-Camera Continuous Tracking
- Behavioral Anomaly & Intent Analysis
- Sub-Second Forward Trajectory Modeling
- Searchable Semantic Vector Indexing
- Zero-Latency Edge Decision Filtering
Extend
Harmonize video with physical telemetry, access control, and 3D spatial representations.
- Acoustic & Gunshot Audio Sensors
- SCADA & Structural Health Sensors
- Access Control & Turnstile Badging
- GIS & Navigable 3D Digital Twins
- Mobile Patrol Alert Dispatch Systems
- Cross-Site Command Center Governance
Intelligence where the data is created.
Most real-time perception, cross-camera correlation, and safety hazard detection executes directly on-site at the edge. The cloud provides long-term analytics, model retraining, and fleet oversight.
Sub-Second Detection Latency
Processing on-site ensures immediate behavioral detection without the lag of uploading raw high-bitrate video.
95%+ Bandwidth Conservation
Only lightweight event metadata and verified evidence snippets leave the premises. Raw video remains local.
Zero-Downtime Local Resilience
Perimeter threat detection continues executing autonomously even during complete public Internet outages.
Sovereign Data Governance
Sensitive internal corporate video never leaves client-controlled hardware boundaries unless authorized.
A camera sees the event. Context explains it.
Hypotenuse fuses visual detections with physical IoT, structural telemetry, audio spikes, and access badges. An event becomes actionable when you know what infrastructure was involved and what happened before and after.
From camera view to site view.
Spatial context transforms ambiguous video clips into intuitive navigation intelligence.
Detection without accountability is just another notification.
Security AI operates in high-stakes environments where opaque decisions have real consequences. Hypotenuse enforces explicit alert ownership and human command authority.
The Alert Accountability Lifecycle
Detected
AI perceives real-time boundary or behavioral anomaly.
Prioritized
System filters noise and scores operational risk level.
Assigned
Alert automatically routed to a named on-duty operator.
Reviewed
Operator scrutinizes correlated angles & pre-roll context.
Action Approved
Authorized human confirms physical or digital intervention.
Resolved
Operator logs resolution notes with timestamped signature.
Recorded
Immutable audit trail and evidence dossier preserved.
AI Assists. Humans Decide.
Automate data synthesis, cross-camera correlation, and risk triaging — while strictly preserving human control over all consequential physical interventions.
The Same Event, Different Decision
A security guard does not require the same information as an operational director or CEO.
What Security Operator Receives:
Why Hypotenuse Analytics
Built around the infrastructure you already operate for enterprise-grade trust.
Infrastructure-Agnostic
Works over existing CCTV & VMS networks without costly rip-and-replace.
Edge-First Inference
Low-latency, bandwidth-optimized threat detection running directly on-site.
Multimodal Correlation
Harmonizes video feeds with audio, IoT, access control, and structural telemetry.
Searchable Forensics
Transforms massive video archives into a natural-language queryable knowledge base.
Cross-Camera Tracking
Maintains continuous subject trajectories across non-overlapping camera fields.
Human-In-The-Loop
AI recommends and correlates; authorized humans always retain control over physical actions.
Sovereign Deployment
Architected for client-controlled on-premises, hybrid, or private government clouds.
Tailored Verticals
Dedicated behavioral models for retail, industrial, transport, and critical infrastructure.
Your cameras already see the world. Let them understand it.
Turn existing CCTV into searchable, contextual, and actionable surveillance intelligence without replacing a single camera.