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ETHICAL AI · VISION-LANGUAGE ANALYTICS
Describe What to Detect.
 IREX Builds the Detector
Type what you need in plain English. IREX Vision-Language Model analytics turns your words into a working video detector — instantly, across any camera on your network. No coding. No datasets. No waiting.
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Any IP Camera
Up to 100 Detectors Per Channel
10+ Countries Deployed
Zero Model Training
Ethical AI Built In
HOW IT WORKS
Create Any Detector With a Plain-English Prompt
Traditional video analytics requires months of data collection, labeling, and model training per use case. IREX VLM analytics eliminates that process entirely — with full audit trails, bias safeguards, and data-sovereignty controls built in from day one.
Just type what you need:

IREX sends selected frames from your live camera feeds to a Vision-Language Model that understands both images and language. The model evaluates each frame against your prompts and generates real-time alerts within seconds — with every action logged for transparency and accountability.

  • 01

    Type Your Prompt

    Describe the scenario in plain English. Select the camera or zone. Set a confidence threshold.

  • 02

    IREX Activates the Detector

    The VLM analyzes live frames against your prompt in real time — no training, no waiting. Your detector is live in seconds.

  • 03

    Receive Instant Alerts

    Alerts include thumbnail, timestamp, camera location, and confidence

APPLICATIONS
Adaptable to Any Environment. Any Scenario
Cities, transit agencies, and law enforcement deploy VLM analytics across these scenarios today. With VLM, you define the scenarios — the only limit is what your cameras can see.
PUBLIC SAFETY
Situational awareness for law enforcement, RTCC operators, and campus security
Person Down / Medical Emergency
Detect individuals lying on the ground or in distress — critical for transit stations, campuses, and public spaces.
Unattended Objects
Detect bags, boxes, or packages left unattended beyond a configurable time threshold — with instant
alerts to operators.
Hands Up / Compliance
Supplement weapon-detection systems by identifying individuals with raised hands or lying on the floor during security incidents.
Unauthorized Vehicles
Identify vehicles in restricted zones, on sidewalks, or in areas where they should not be present — across any camera.
CITY OPERATIONS
Continuous monitoring for public works, code enforcement, and city management
Illegal Dumping
Flag unauthorized disposal of trash, debris, or construction waste in monitored zones as it happens.
Graffiti & Vandalism
Detect fresh graffiti, defaced signs, or damaged public property as soon as it appears — enabling rapid response.
Snow & Ice Hazards
Alert when sidewalks, fire exits, or roadways remain uncleared after snowfall — enabling proactive maintenance dispatch.
Text & Signage Recognition
Read vehicle markings, container numbers, warning signs, or plates in non-standard formats across monitored areas.
INFRASTRUCTURE
Automated inspection for facilities, transit networks, and critical infrastructure
Fire & Smoke Detection
Detect fire, smoke, or smoldering materials in buildings, infrastructure, and open areas — replacing legacy fire-detection modules.
Flooding & Water Accumulation
Monitor underpasses, drainage systems, and low-lying areas for standing water or rising flood levels in real time.
Infrastructure Damage
Identify damaged fences, broken barriers, cracked walls, or missing manhole covers before they become hazards.
Equipment & Safety Monitoring
Detect PPE violations on job sites — missing hard hats, unauthorized personnel near heavy equipment, or unsafe positions.

WHY VLM ANALYTICS

Why Agencies Add IREX VLM On Top of Their Existing VMS

Traditional video AI requires a separate model for every scenario. VLM analytics replaces the entire stack — one framework, any detection, no development cycle.

UNIVERSAL BY DESIGN
One Technology. Unlimited Detectors
Legacy analytics required a separate AI model for every use case — each one expensive and time-consuming to develop. IREX VLM analytics uses a single foundation model that understands visual scenes and natural language simultaneously. Describe any condition in plain English and the system starts detecting it immediately — no development cycle required.
IREX VLM analytics replaces and unifies multiple legacy modules — including fire detection, video-quality monitoring, and tamper detection — into one configurable framework.
AGENTIC AI
Tell the System What You
Need. It Handles the Rest
IREX Agentic AI goes beyond simple detection. Describe a complex task in plain language — "Find all incidents of illegal dumping near school zones this month and compile a report" — and the IREX agent plans the workflow, queries the right cameras, applies the right detectors, filters results, and delivers actionable output. No programming. No machine-learning expertise.
A patrol officer, a building manager, or a city official can configure new analytics or launch a multi-step investigation in minutes — not months. When the interface is natural language, every operator is already an expert.
SCALE
Layer Up to 100 Custom Detectors
on Every Camera
Each camera channel supports up to 100 simultaneous prompt-based detectors. A single camera at a transit station can simultaneously monitor for people on the tracks, overcrowding, unattended bags, smoke, graffiti, and flooding — all at once.
  • Every prompt has its own confidence threshold, alert cooldown, and event type.
  • Add or adjust scenarios at any time without taking the system offline.
  • All detectors run within IREX's Ethical AI guardrails — auditable and accountable.
THREE OPERATION MODES
From Live Alerts to Historical
Analysis — All in One Platform
VLM analytics integrates natively with the full IREX platform, powering three distinct operational modes:
  • Real-Time Alerts: Instant notifications when a prompt condition is detected — with thumbnail, timestamp, location, and confidence score.
  • Agentic Investigations: Natural-language commands launch multi-step investigations across thousands of cameras.
  • Big Data Analytics: Aggregate VLM events over time. Export to Apache Superset dashboards to support data-driven decisions on staffing, infrastructure, and resource allocation.
The Standard for Ethical AI
 in Public Safety
Every prompt, every detection, every export — built to be defensible in court, in audit, and in the public eye.
  • Full Audit Trail
    Every prompt, every frame analyzed, every alert generated, and every agent action is logged with a timestamp, operator identity, and Case ID. Nothing happens in the dark.
  • Case ID Verification
    Agentic AI investigations require an authorized Case ID at every step — creating a defensible chain of evidence that holds up to legal and regulatory scrutiny.
  • Bias Safeguards & Transparency
    VLM prompts and results are fully auditable. IREX provides tools to review detection patterns, flag potential biases, and ensure compliance with civil-liberties standards — in every jurisdiction.
  • Role-Based Access Control
    Granular permissions control which operators can create prompts, access cameras, launch investigations, or export data. Administrators maintain full oversight at all times.
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