Platform Overview · for End-Users & Partners

Ethical AI
for Public Safety

Turn any camera network into an intelligent, ethical security ecosystem.

250,000+ cameras across 8 countries · 100,000+ cameras proven per single instance
The 2026 Shift

Four Forces Reshaping Video Intelligence

What IREX Is

IREX is a cloud-based video-intelligence platform — real-time threat detection, investigation agents, and Vision-Language Models across your existing cameras, from one site to a whole country.

Real-Time Threat Detection

Specialized AI modules watching every camera, every second.

Agentic Investigations

Video search and Ask IREX run multi-step searches from plain language.

Prompt-Defined Detectors

StreamVLM™ turns a sentence into a working detector.

Engineered for Ethics

Transparency by Design — a Case ID on every high-risk action.

Sovereign Private Cloud

Your hardware, your data, national scale.

Works with Existing Cameras

No rip-and-replace — an upgrade path, not a forklift.

How It Works

Connecting Thousands of Users
to Thousands of Sensors

IREX brings the cameras and sensors you already operate onto one secure platform, then puts what they see in the hands of the people who keep communities safe.

Data sources

Cameras

The networks you already operate

Drones

Aerial video from patrol and response UAVs

Environmental Sensors

Live signals from across your sites

Mobile Media Uploads

Field photos and video from any device

Secure private cloud
IREX AI & Big Data
Open API
Sovereign Communication
Government Databases
Operational users

First Responders

Faster, better-informed response

Transportation Agencies

Safer transit, roads, and stations

Law Enforcement

Search and investigate with a Case ID

Government Agencies

Coordinated, jurisdiction-wide oversight

Vision-Language Models · Beta

Describe what to detect.
In plain English.

StreamVLM™ turns a text prompt into a working detector — no datasets, no training, no waiting. Shipping in beta on selected instances; included in the standard IREX price.

“Person lying on the ground”
“Graffiti on a wall”
“Flooding in the underpass”
“Illegal dumping”
Multiple VLM detectors per camera · real-time alerts · every match logged

What is a Vision-Language Model? An AI model that has learned to connect what it sees with the words people use to describe it — so it can be told what to look for in a sentence, instead of being trained on thousands of labelled examples first.

Station concourse camera view: a person lying on the floor beside a dropped bag
Person lying on the ground · StreamVLM™
CAM 12 · Station concourse
Today 06:41:19 · Case ID #IRX-2026-0417
Play VideoShare
Agentic Investigations

Investigate in Plain Language

Search people, vehicles, and events across petabytes of video — by map, filter, or natural language (English, Spanish, Arabic). The investigation agent reads intent, cross-references watchlists, and runs the multi-step search through the IREX API.

Proprietary descriptor clustering and indexing searches through billions of objects — faces, person figures, and vehicles.

Ask IREX · Beta

Natural-language queries and investigation agents — from the main IREX interface and from a Sover chat — same Case ID, same permissions, same audit log.

Real-Time Analytics

Turn All Your Existing Cameras
into Super-Focused Agents

Transparency by Design

Engineered for Ethics, Not Just Performance

Case ID: Required for Every Search and Every Access to Data

Before an operator can search, watch, or export anything, the platform demands a Case ID: a reference to the lawful grounds for that action — a case file, court order, or missing-person report. Who acted, what they did, when, and why is written to one consolidated, non-erasable Logbook, exported daily as digitally signed files that supervisors and independent oversight bodies can audit.

People searchesVehicle searchesEvent searches Watchlist changesAlarm monitorsLive & archived videoEvidence export

Full Transparency

Every action — searches, database edits, alert configuration, exports, permission changes — lands in a searchable audit log that cannot be erased.

Cybersecurity & Privacy

Private cloud on open-source components: TLS 1.3 end to end, WAF/IDS/IPS in depth, JWT with rotating keys, MFA, and penetration testing every major release.

Narrow Constraints

Pre-identified people only — wanted suspects, missing children, trafficking victims. Biometric database size is capped; random individuals cannot be recognized or tracked.

Permission-Driven Interface

Hierarchical role-based access: cameras, databases, modules, alerts, and results appear only for the roles that need them. Configuration is top-role only, and logged in full.

Bias Awareness & Mitigation

Balanced training data and continuous tuning on a 40-million-image dataset optimized for CCTV. Where systematic bias exists, IREX discloses it and its estimated impact.

Ethics Best Practices

User guidelines, audit processes, and compliance checklists built with outside experts — designed to support FBI CJIS, GDPR, and the EU AI Act.

Data & Technology Sovereignty

Your Data. Your Hardware. Your Rules.

The cameras, the servers, and the people who use them all sit inside one network you control — nothing leaves it unless you decide.

100% open source, inspectable — Kubernetes, Ceph, Cassandra, Kafka; no lock-in; source review and escrow for sovereign customers.
National scale — up to 1,000,000 cameras, 100,000 users, and 1-year retention; triple replication and automatic failover.
Hardware-agnostic — your CPU/GPU mix on bare metal, private cloud, or fully offline; IREX never owns or accesses your data.
Open analytics — continuous export to Apache Superset dashboards: heatmaps, suspect analytics, compliance auditing.
IREX runs on bare-metal hardware in a self-contained private cloud with state-of-the-art security. No third-party commercial components are required.
Full technology transfer is available — including an unrestricted country-wide license, source code, and local team training.
YOUR COUNTRY
Cameras
Data centers
Your teams
Remote site
?No access
?No access
?No access
By the Numbers

Proven scale. Measured impact.

Scale
100,000+
Cameras per single instance
250,000+
Cameras deployed globally
1,000+
Active users globally
8
Countries in production
Impact
20%+
Crime reduction in the first year
10x+
Reduction in response time
vs. manual surveillance
100x+
Reduction in investigation time
vs. manual surveillance
100%
Data ownership, control and audit

Figures reflect IREX platform deployments and can be confirmed under NDA. Outcomes vary by site, configuration, and agency processes.

Deployed Worldwide

In Production across 8 Countries

Peru

National Police and multi-city command centers

United Kingdom

London Underground safety and critical infrastructure

United States

Southern California law enforcement, multi-jurisdiction

Ireland

Dublin Airport: watchlists, unattended items, weapons

Mongolia

Nationwide multi-camera traffic enforcement

Kazakhstan

National smart-city program, full AI module catalog

Bosnia & Herzegovina

Premier League stadium security, banned-fan watchlists

Israel

Retail loss prevention, repeat-offender alerts

GovernmentLaw enforcementMunicipalitiesRoads & traffic Metros & railwaysAirports & portsBorders & customs Universities & schoolsStadiums & arenasCorrectional facilitiesCritical infrastructure
How We Deliver

From Demo to Go-Live in 6–12 Months

Seven stage-gated phases. Each gate has named owners and a written output before the next one starts.

01

Discovery & Demo

Qualification against the live demo zone; output is an opportunity brief.

IREX
02

Analysis & Requirements

Sites, cameras, networks, integrations and sovereignty posture mapped.

Joint
03

Pilot / Proof of Value

Time-boxed 4–8 weeks on real cameras, pre-agreed success criteria.

IREX
04

System Design & Commercials

Production sizing, deployment model, and the commercial package.

Joint
05

Procurement & Mobilization

Contracting, hardware, site access and the delivery team stood up.

Partner
06

Build, Deploy & Integrate

Private cloud built, cameras onboarded, analytics and integrations live.

Joint
07

Go-Live, Hypercare & Run

Operator training, hypercare, then steady-state run and support.

Joint

IREX owns the platform & cloud (L3/L4); the certified integration partner owns site, network, onboarding & first-line support (L1/L2). Governance: weekly delivery standup, bi-weekly steering committee, monthly executive review.

Who We Are

A Global Team with Security, Fortune 500, and AI Experience

Calvin Yadav

Calvin Yadav

Co-Founder & CEO

Nik Ptitsyn

Nik Ptitsyn, PhD

President, CTO & Co-Founder

David K. Bain

David K. Bain

Advisor, Ethics & Compliance

Juan Felipe Gonzalez

Juan Felipe Gonzalez

Advisor, Investments

Daniel Eborall

Daniel Eborall, MBA

Advisor, Partnerships

Chris Pritchard

Chris Pritchard

Director of Operations & Deployment

Alex Peterson

Alex Peterson

Business Development

Denis Koch

Denis Koch

Sales Operations

Roberto Varela

Roberto Varela

Business Development, LATAM

Luís Pinto Ferreira

Luís Pinto Ferreira

Public Sector Partnerships

100+ people 50+ engineers & data scientists ~30 in machine learning
Ecosystem

Built with Partners We Trust

Leading technology companies extend the platform — and mission-driven organizations put it to work protecting people.

Technology Partners
Grupo Amper
Cestel
Commend
Dell
HorizonIQ
Visium Networks
Picacity
MetroCCTV
Mission Partners
Zero Trafficking Anti-Human Trafficking Intelligence Initiative Million Kids National Child Protection Task Force
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