Operator AI
Discover VEZHA® Smart Video Analytics by IncoreSoft - an advanced AI video analytics plugin for smart cities and enterprises. Detect, classify, and track objects in real time with seamless VMS and BI integration.
Advantages
Create custom AI scenarios to detect non-standard events such as unusual behavior, crowding, scooters, animals, or abandoned objects
Receive real-time alerts enriched with screenshots, timestamps, camera IDs, and automatic LLM-generated descriptions
Tag and categorize events flexibly with labels like “security risk,” “maintenance issue,” or “VIP detection”
Apply time-based detection rules to monitor specific zones more closely during selected intervals
Work seamlessly with multiple video sources, VMS archives, and live streams at the same time
Integrate natively with major VMS platforms including Milestone XProtect, Luxriot Evo, and Nx Meta
Review events using visual diagrams and timelines for rapid post-incident analysis
Manage roles for admins, operators, and analysts with granular access rights and AD/LDAP support
Search events using natural language, visual attributes, or filters like “person in red jacket” or “crowd detected”
Perform precise attribute-based searches for people, vehicles, and objects - even with partial descriptors
How It Works
Ingest & Detect
Cameras stream via RTSP/ONVIF - Operator AI detects objects (people, vehicles, bikes, unusual items) and timestamps each detection.
Attribute Extraction
The system extracts clothing color, accessories, motion traits, vehicle type, and other attributes into compact embeddings.
Scenario Matching & LLM Context
Predefined or custom scenarios trigger event workflows. An embedded LLM generates a human-readable, summarized description of the event.
Alert, Archive & Search
Alerts include the screenshot, timeline, and relevant metadata. Operators can search by attributes, reconstruct routes across cameras, and export results (JSON, CSV, PDF).
Works With Your Existing Stack
Deploy alongside your current cameras, hardware, and VMS - no forklift upgrade required.
IP Cameras
Any ONVIF / RTSP stream
VMS Platforms
Native plugin & SDK support
Edge Hardware
GPU-accelerated inference
Why Operator AI?
Detect what matters - not just what’s standard
Traditional analytics rely on fixed rules and brittle thresholds. Operator AI uses scenario templates plus LLM-generated context so you can detect non-standard events - from a scooter blocking an emergency exit to an unusual crowd pattern near a dock.
Faster investigations, fewer false alarm
Our integrations with VMS platforms like Milestone XProtect and Luxriot let operators act fast. Our team discovered through using this product that time-to-identify latency drops dramatically when context and screenshots are delivered alongside alerts.
Directions of Operator AI
Safe City
Enhances urban security with real-time detection of unusual events, crowd anomalies, and suspicious objects across public spaces.
Retail
Prevents losses and improves operations by identifying unusual behavior, tracking movement patterns, and detecting restricted-area access.
Industry
Boosts workplace safety with automated detection of risks, unauthorized access, and abnormal equipment or worker activity.
Education
Improves campus safety by monitoring unauthorized entry, crowding, violence, and suspicious activity in school areas.
Public Transportation
Ensures passenger safety by detecting congestion, abnormal behavior, and unattended items in stations, platforms, and transit hubs.
Private Property
Provides 24/7 security with alerts for suspicious movement, unexpected activity, and perimeter breaches on residential or commercial sites.
Operator AI vs. Traditional Video Search
Technical Specs & Compatibility
Supported OS & Platform
- Linux (Ubuntu 20.04+), Windows 10+, Windows Server 2019+ - x64 platform.
- Hardware acceleration: Intel OpenVINO, NVIDIA TensorRT.
Video & Data
- Camera protocols: RTSP / HTTP / HTTPS / ONVIF
- Video formats: MP4, MKV, AVI, MJPEG; Codecs: H.264, H.265, MJPEG.
- Output: JSON / XML / CSV / PDF.
- Databases: MySQL, PostgreSQL, MS SQL, Oracle.
Security, Compliance & Privacy
Enterprise-grade security
- Active Directory / LDAP support, roles & group permissions, centralized management, data encryption.
Privacy-by-design options
- Configure attribute-only modes (no facial matching).
- Territory-specific deployment recommendations (on-premises or controlled cloud).
Deployment Options & Sizing
- Light: Small retail or private site - 1–10 cameras, single GPU edge server for real-time analytics.
- Medium: Multi-floor building or campus - 10–50 cameras, dedicated GPU server (single or dual GPU) for continuous video processing.
- Enterprise: Smart city or large transport hub - hundreds of cameras, distributed GPU clusters with load balancing for high-availability, large-scale deployments.
Why Choose IncoreSoft
Deep AI Expertise
We build advanced computer vision and LLM-driven solutions backed by years of real-world deployments across cities, retail, industry, and transportation.
Flexible, Scenario-Based Detection
Operator AI adapts to your environment - detecting non-standard events, unusual behavior, and complex situations that traditional analytics miss.
Seamless System Integration
Works smoothly with Milestone XProtect, Luxriot Evo, Nx Meta, major databases, BI tools, and existing infrastructure.
Strong Privacy & Security
GDPR-friendly modes, data encryption, and role-based access ensure safe and compliant operation without compromising performance.
Proven Results in the Field
Trusted by organizations worldwide. Our solutions consistently reduce response time, simplify investigations, and improve operational efficiency.
Built to Scale
From small facilities to large smart-city projects, Operator AI scales effortlessly with GPU acceleration and distributed architecture.
Frequently Asked Questions
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