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OZ brings Visual Intelligence to physical venues, a managed edge layer that lets real-world environments see, understand, and act in real time.

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Arcflow spatial graph database architecture
March 7, 2026

Introducing Arcflow: The Spatial Graph Database That Powers the World Model

OZ is opening pre-release access to Arcflow, a C++ spatial-first graph database with native spatial predicates and GPU acceleration. The...

Latest

Latest News

A2A Protocol — Google's open protocol for AI agents
engineeringMarch 29, 2026

The New Intent-Source License: How AI Agents Contribute to Software with Agency

A new licensing model where researchers and developers contribute to software through AI agents. You describe what you need. An agent bui...

Arcflow v0.1.0-alpha: Spatial Graph Engine for World Models

March 7, 2026
companyMarch 5, 2026

One Platform, Many Verticals: How the Same Node Serves Sports, Security, and Robotics

The same hardware, the same runtime, the same API, configured with different playbooks for different environments. Each new vertical is a...

companyMarch 5, 2026

Network Effects in Physical Infrastructure: How Each Node Makes the System Smarter

Every node deployed enriches the Venue Graph, improves playbooks, and lowers the cost of the next deployment. Physical infrastructure tha...

companyMarch 5, 2026

The Land-and-Expand Model for Venue Infrastructure

Land with PanoNode. Expand to VI Venue. Compound through Spatial API. Every venue is a node. Every node is recurring revenue. Revenue per...

engineeringMarch 5, 2026

Why Cloud AI Fails at the Physical Edge

Cloud AI is elastic, scalable, and irrelevant for real-time physical systems. When a robotic gimbal needs to move in under a second, a ro...

companyMarch 5, 2026

Why Physical-AI Infrastructure Is Inevitable

Several forces converged in the last 18 months that made permanent visual intelligence at the physical edge not just viable, but inevitable. The timing window is narrow and the first movers are already deploying.

Continue reading
More from OZ
companyMarch 5, 2026

From Football to Every Physical Environment: The Concentric Expansion Model

Football first. Then basketball. Then every sport. Then broadcasting, CCTV, robotics, defense. Each ring uses the same platform. New play...

companyMarch 5, 2026

Why We Started Where the Physics Is Hardest

Live sports demands more from spatial infrastructure than any other civil application. We chose the hardest environment first because the...

companyMarch 5, 2026

46 Releases, 5 Products, 24 Months: What Shipping Velocity Looks Like at the Edge

Five products from sensing to API. 39 production releases. Every entry deployed, measured, and operating at live venues. This is what pla...

companyMarch 5, 2026

Every Camera Is an Intelligence Endpoint

Visual intelligence is not limited to venues or sports. Almost every camera in the world can become an intelligence endpoint, and we star...

engineeringMarch 5, 2026

Vertical Integration at the Edge: Why OZ Owns the Full Hardware Stack

Enclosure, electronics, compute, and robotics, designed as one system, not assembled from off-the-shelf parts. Vertical integration at th...

engineeringMarch 5, 2026

Inference at the Edge: Why Real-Time AI Can't Live in the Cloud

Cloud inference is elastic. Edge inference is budgeted. Every model at the venue edge runs within a fixed compute and latency envelope, n...

Interview Series

Voices Behind OZ

View all interviews
Dr. Bhagyashree Lad

Dr. Bhagyashree Lad

One JSON File Runs Six Cameras for Ninety Minutes

Dr. Rushikesh Deshmukh

Dr. Rushikesh Deshmukh

It Fits in One Hand and Tracks Every Player for $500

Baldur Stefansson

Baldur Stefansson

Why OZ Grows Through Partners, Not Just Sales Teams

Audur Erlingsdottir

Audur Erlingsdottir

What It Actually Takes to Make a Stadium Intelligent

Explore

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Jagruti Patil

Jagruti Patil

The Hiring Signal That Matters Most in AI-Native Teams

A new hire used an AI agent to audit an entire subsystem in their first week (hundreds of files, thousands of lines)...

engineeringMarch 5, 2026

Enclosure Engineering: Designing Edge Hardware for Decade-Long Venue Lifecycles

Permanent venue infrastructure means hardware that operates through rain, heat, frost, and dust, season after season, without on-site mai...

productMarch 5, 2026

Deploy Before You Install: How Pre-Deployment Simulation Cuts Venue Commissioning to Hours

Deployment certainty starts before install. OZ Designer lets operators define zones, priorities, and capture policies, then replicate the...

productMarch 5, 2026

Spatial API Integration: How Partners Ship in Days, Not Months

The Spatial API is a stable contract. These integration patterns show how partners connect their products to live venue data without buil...

OZ Studio onboarding, from first login to production workflows
productMarch 5, 2026

From Credentials to Production in Hours: What Platform Onboarding Looks Like at Infrastructure Scale

Platform onboarding isn't a tutorial. It's the bridge between credentials and operational fluency. OZ Studio makes that bridge short.

Spatial Robotics
engineeringMarch 5, 2026

When AI Moves Physical Systems: The Spatial Graph as Real-Time Control Plane

The gap between seeing and acting is where most AI systems stall. Spatial robotics closes that gap; real-time graph queries drive physica...

Venue Graph Data Contracts
engineeringMarch 5, 2026

The API Layer Every Venue Will Need: Why Spatial Data Contracts Are the Next Infrastructure Primitive

The Venue Graph carries full provenance, stable versioned schema, and backwards compatibility. Integrate once, build many products.

engineeringMarch 5, 2026

From Raw Perception to Structured Intelligence: The Data Asset Every Venue Generates

Raw perception data isn't a product. The Spatial Graph transforms real-time sensor output into versioned, queryable spatial data that dow...

companyMarch 4, 2026

Edge-First AI: Why Sub-Second Latency Is the Only Metric That Matters

All time-critical decisions run on-venue. Cloud handles everything that can wait. This split isn't an optimization; it is the product arc...

From Pilot to Fleet
companyMarch 4, 2026

From Pilot to Fleet: Why Each Venue Deployment Gets Faster and Cheaper

Each new venue gets faster because we transfer standardized intent and telemetry, not tribal knowledge. Pilot learning compounds into dep...

Management as Code
companyMarch 4, 2026

Governance as Code: How We Operate Hundreds of Autonomous Edge Nodes

SLOs, override policies, escalation rules, and audit trails, versioned, executable, and drift-resistant. Management should be code, not t...

Ops Economics of AI at the Edge
companyMarch 4, 2026

The Unit Economics of Edge AI: How On-Venue Inference Beats Cloud at Scale

AI doesn't just automate work. It changes the operating model's unit economics. Maintenance drops 53%, MTTR falls below 5 minutes, and pe...

Trust by Design
companyMarch 4, 2026

Zero-Trust at the Physical Edge: Why Data Governance Is a Deployment Prerequisite

Zero-trust edge security, signed runtime, auditable overrides, and explicit data covenants. Trust isn't a feature. It's the architecture.

Venue Ops as Code
companyMarch 4, 2026

Venue Ops as Code: One Playbook from First Venue to Hundredth

Install, commission, run, and recover, encoded as playbooks and policies. One venue equals a deployable system, not a project.

Suresh Gohane

Suresh Gohane

What If a Database Could Predict Where Every Player Will Be?

What if a database could answer: 'If the defensive line holds for three more seconds, which attackers reach scoring p...

Suresh Gohane

Suresh Gohane

We Stopped Writing Code and Started Directing Intelligence

During a live match, the Action Manager makes hundreds of decisions per minute while a director sets intent. Suresh G...

changelogFebruary 23, 2026

3D Match Viewer: Live Spatial Scene in the Browser

Ball, 22 players, zone activations, and camera FOVs rendered as a live 3D scene in Studio. Operators see the full spatial state, the same...

Gudjon Gudjonsson

Gudjon Gudjonsson

Why We Had to Build a Spatial Engine from Scratch

Powerful GPUs sat idle at every venue while spatial queries crawled on the CPU. After years of accumulated problem st...

changelogFebruary 16, 2026

Context-First Onboarding: Productive From First Login

New operators see live venue data and active systems from first login. Progressive disclosure reduces training time, so OZ scales to new...

changelogFebruary 16, 2026

Venue Ops as Code

Deterministic deployment from site survey to go-live in under one day, with explicit quality gates and measurable acceptance criteria. Th...

Sunil Kashyap

Sunil Kashyap

What Match Day Looks Like with One Person and a Browser

No broadcast truck. No camera operators. No cable runners. Two hours before kickoff at a Nordic venue, the entire pro...

Audur Erlingsdottir

Audur Erlingsdottir

The Survival of the Adopters

What used to require multiple departments and large teams now fits in one role. Not through longer hours, but because...

changelogFebruary 9, 2026

OZ CLI: Remote Fleet Operations From a Terminal

One CLI to diagnose, monitor, and control every venue in the fleet remotely. Health checks, device discovery, and live data streams. Oper...

Baldur Stefansson

Baldur Stefansson

What Happens When Every Match Can Be Produced

Permanent venue infrastructure changes what's possible across the football pyramid. Better quality, lower cost per ma...

changelogFebruary 2, 2026

Studio Core: Action Manager & Engine Architecture

Replace camera-by-camera control with semantic actions. Tell the system what moment matters and it orchestrates all cameras automatically...

changelogJanuary 26, 2026

Full Data Lineage (GA)

OZ PanoNode reaches general availability with complete data traceability and a documented upgrade path to OZ VI Venue without replacing e...

changelogJanuary 26, 2026

Studio Core: Playbook Runtime

Define venue operating rules as versioned playbooks. The system executes them deterministically with canary rollout and automatic rollbac...

Suresh Gohane

Suresh Gohane

12 Milliseconds vs 0.4: Why Spatial Computing Needs Its Own Engine

Every major database claims spatial support. Suresh Gohane ran the benchmark: 12 milliseconds on a traditional proces...

Sunil Kashyap

Sunil Kashyap

Twelve Venues, Four Months: Why Deployment Starts in Software

Twelve venues, four months, one season. The traditional approach (send an engineer to each site, carry the configurat...

changelogJanuary 5, 2026

GPU-Accelerated Broadcast Graphics Pipeline

Broadcast overlays rendered directly on the venue GPU via Chromium and CUDA: scorebugs, lower thirds, sponsor graphics, and real-time dat...

Suresh Gohane

Suresh Gohane

Why the Real Moat in AI Is Integration, Not Any Single Layer

"If you cut any one connection, the whole system degrades. That is not a design flaw. That is the design." Suresh Goh...

Dr. Rushikesh Deshmukh

Dr. Rushikesh Deshmukh

The Prototype That Passed Every Lab Test and Failed at the Coast

A prototype passed every lab test: thermal cycling, waterproofing, UV, vibration. Six weeks at a coastal venue, and s...

changelogDecember 15, 2025

Camera Cueing: Panoramic Tracking to Optical Zoom Handoff

PanoNode streams predicted target positions to PTZ cameras in real time. Panoramic tracking hands off to optical zoom automatically. The...

Jagruti Patil

Jagruti Patil

Why Clarity Matters More Than Any Technical Credential

Two candidates interview in the same week. Both have strong resumes. Both can talk distributed systems. One gets an o...

changelogDecember 8, 2025

Playbook V5.1: Production-Ready Orchestration Format

External signals bind directly to camera sequences via intent bindings. Playbook V5.1 is the stable orchestration format, a versioned con...

Dr. Bhagyashree Lad

Dr. Bhagyashree Lad

What Breaks When Computer Vision Meets a Live Stadium

Academic benchmarks test AI models on clean clips under controlled lighting. Live production tests them against rain,...

changelogNovember 24, 2025

Commissioning Acceleration

Validate capture policies against venue geometry before installation. Reduces install risk and raises first-attempt success rates, cuttin...

Sunil Kashyap

Sunil Kashyap

From First Login to Live Match: The OZ Platform

A production director asks the only question that matters: 'Just show me what I'm getting.' Sunil Kashyap answers wit...

Baldur Stefansson

Baldur Stefansson

Does Your Hundredth Deployment Cost More or Less Than Your Tenth?

Most AI companies die from the same disease: their costs scale as fast as their revenue. Baldur Stefansson draws the...

changelogNovember 10, 2025

30 Shot Types, 21 Auto-Triggers: Fully Autonomous Match Coverage

30+ reusable shots and 21 event-triggered sequences produce full match coverage without operator input. Each shot and trigger authored on...

Suresh Gohane

Suresh Gohane

The Gap Between an AI Demo and AI Infrastructure

A model update passed every benchmark and failed in production. The culprit: 15 milliseconds of lag triggered by LED...

changelogOctober 27, 2025

24-Event Camera Sequences: Goals to VAR Reviews

Multi-stage camera sequences for 24 match event types, authored once and executed at every venue. Codified production knowledge that comp...

Gudjon Gudjonsson

Gudjon Gudjonsson

What If the Physical World Remembered Everything?

A football match produces ninety minutes of the most spatially complex motion in any commercial context, and when the...

changelogOctober 13, 2025

On-Device Spatial Intelligence: No Cloud Required

Zone occupancy, formation shape, compactness, and line height computed on-device from raw tracking. No cloud round-trip, no data egress....

Audur Erlingsdottir

Audur Erlingsdottir

The Playbook That Blocks Bad Deployments Before They Ship

A tiny team runs what traditionally takes a department. The secret isn't heroic effort; it's a commissioning playbook...

Jagruti Patil

Jagruti Patil

Why OZ Hires for Leverage, Not Headcount

An engineer turned down a major cloud provider to join a company with no career ladder. His reasoning reveals why OZ...

changelogSeptember 29, 2025

16 Spatial Game Contexts: Sport-Agnostic Orchestration

16 football-specific game situations authored as spatial rules: attack, counter, breakaway, pressing. The orchestration model is sport-ag...

Suresh Gohane

Suresh Gohane

The Missing Schema for the Physical World

A football pitch is 105 meters of grass. Twenty-two players generate thousands of spatial events every ninety minutes...

changelogSeptember 15, 2025

Schema Governance & Sunset Policy

Fields stabilized since v0.2 now follow additive-only evolution. Deprecated fields carry sunset dates with migration guidance. Preparing...

Sunil Kashyap

Sunil Kashyap

Most Enterprise Platforms Die at Hour 50

Most enterprise platforms die at hour 50, buried under configuration screens and optimistic documentation. Sunil Kash...

OZ Goal Cam
productSeptember 4, 2025

Production Without Trucks: How Software Replaces the Outside Broadcast Unit

The New OB Units: How OZ Is Redefining Sports Production-as-a-Service

changelogSeptember 1, 2025

Capability-Based Camera Assignment (Beta)

Cameras assigned by shot capability rather than fixed roles. The system optimizes which camera delivers which shot per-moment, a constrai...

Dr. Rushikesh Deshmukh

Dr. Rushikesh Deshmukh

Why the Hardest Problem in AI Is the Box, Not the Model

They melted three prototypes before the thermal architecture worked. Dr. Rushikesh Deshmukh on why OZ builds its own...

changelogAugust 25, 2025

Sandbox Environment: Build Against Production Contracts

A synthetic data sandbox running the exact production API contract. Partners develop without live venue access. Code written in sandbox d...

Dr. Bhagyashree Lad

Dr. Bhagyashree Lad

What Happens When a Vision Model Meets Physics

Production perception isn't a harder version of research; it's a different discipline entirely. Rain, sealed hardware...

Gudjon Gudjonsson

Gudjon Gudjonsson

The Stadium That Forgot Everything After Every Match

Fourteen people, two trucks, two hundred kilos of cable, all for ninety minutes of play. Standing on a stadium gantry...

changelogAugust 11, 2025

22-Player + Ball Tracking From a Single Sensor

One panoramic sensor tracks all 22 players and the ball continuously with per-detection confidence scoring. Zero per-match setup. The low...

changelogJuly 28, 2025

Entity Registry & Automated Schema Diff

Every entity type published with stable identifiers and an automated schema diff tool. Partners detect breaking changes before they deplo...

changelogJuly 14, 2025

Batch Exports With Full Data Lineage

Every exported data point traces to its source sensor, model version, and confidence level. Full lineage is a prerequisite for regulated...

changelogJuly 7, 2025

Graph Queries & Stable Coordinate Contract

Point-in-time graph queries and a locked coordinate system: the first stable contract surface in the Spatial API alpha. Partners can buil...

changelogJune 30, 2025

Pre-Install Coverage Simulation Across 6 Cameras

Simulate six-camera coverage against venue geometry before installation. Flag blind spots, test orchestration rules, and catch layout err...

changelogJune 23, 2025

Spatial API: Partner Preview With Live Venue Data

First integration partners receive live entity positions, match events, and trajectory streams. Real partner feedback shapes the API cont...

changelogJune 16, 2025

Ghost Mode: Simulation-in-the-Loop for Live Venues

New playbooks, models, and camera logic now run first in ghost mode, processing real match data in a simulated copy of the venue before t...

changelogJune 9, 2025

Contribution Gateway

Deliver programme output via SRT or RIST with automatic cellular failover. Production reaches the broadcast centre even when the primary...

changelogMay 19, 2025

22-Player Fusion: One Identity Per Player, Six Cameras

The fusion engine resolves every player to a single spatial identity across six overlapping camera views. Zero duplicates, zero drops. Th...

changelogApril 28, 2025

Zone-Based Camera Activation Rules

Named pitch zones with rule-based camera activation. Behaviour changes based on ball position and player formations. Declarative rules re...

changelogApril 7, 2025

Hardware Abstraction Layer: One API, Every Device

A single control API for PTZ cameras, gimbals, enclosures, and compute modules. New hardware integrates without platform changes. The abs...

changelogMarch 17, 2025

3D Venue Design & Playbook Editor (Beta)

Model sightlines, motion corridors, and camera orchestration rules in 3D before a single bracket is mounted. Pre-installation design redu...

changelogMarch 3, 2025

GPU-Accelerated Video Routing: 3 Billion Pixels Per Second

Six 4K60p streams processed simultaneously through a GPU-accelerated pipeline, over 3 billion pixels per second at the venue edge. No sti...

OZ - Big Dreams Bold Moves
productFebruary 25, 2025

OZ Selected for Comcast NBCUniversal SportsTech 2025

OZ has been chosen as one of 10 visionary companies to join the 2025 Comcast NBCUniversal SportsTech program. This prestigious program co...

changelogFebruary 24, 2025

Edge-Sovereign Runtime

Production continues uninterrupted even during network outages. All perception, camera control, and data output run locally at the venue...

EU Seal of Excellence for OZ
companyFebruary 20, 2025

OZ Awarded European Commission’s Seal of Excellence for AI-Driven Sports Broadcasting

EU Seal of Excellence for OZ

4K Multi-Cam Coverage: Elevating Live Sports Production
productFebruary 20, 2025

From One Sensor to Six Virtual Cameras: The Computational Cinematography Stack

High-quality sports coverage is no longer a bonus. It’s an expectation for every match. Single-camera streams often miss key moments, lea...

The Optical Zoom Revolution in AI Sports Broadcasting
productJanuary 15, 2025

Optical Zoom at Scale: Why Software-Defined Lenses Replace Physical Camera Rigs

Real broadcast-quality cameras with human-like AI movements. No pixelation, just crisp 4K detail.

changelogJanuary 13, 2025

System Health Dashboard: Fleet Visibility From Day One

Processing load, network throughput, and stream health for every venue, visible from first login. A shared telemetry layer across all Stu...

changelogDecember 23, 2024

Frame-Accurate Genlock Across 6 Cameras

Six cameras synchronized to sub-frame precision via genlock. Drift-free multi-angle replay and clean integration with broadcast infrastru...

changelogNovember 11, 2024

Audio Desk: Broadcast-Compliant Mixing in the Browser

Programme audio, commentary, and loudness metering in one browser console. Broadcast-compliant output without a physical audio desk. OZ S...

changelogSeptember 30, 2024

Hybrid Mode: OZ Inside Any OB Truck via 12G SDI

OZ cameras integrate into existing OB trucks via 12G SDI. Broadcasters add AI angles without changing their workflow. A land-and-expand w...

changelogSeptember 9, 2024

In-Browser Graphics: Scorebugs to Sponsor Overlays

GPU-rendered scorebugs, lower thirds, and sponsor graphics composited into the live feed. Sponsor overlays are a direct revenue surface f...

changelogAugust 19, 2024

Self-Healing Capture: Automatic Recovery in Seconds

Camera failures trigger automatic coverage redistribution and recovery within seconds. No operator pager, no missed footage. Self-healing...

Hybrid Production: Integrating OZ’s 6-Cam System into Your Broadcast
productAugust 4, 2024

Hybrid Production: Zero-Disruption Integration into Existing Broadcast Workflows

Modern sports production does no longer need to be an either/or choice between a fully manual workflow or complete automation. With OZ’s...

changelogJuly 29, 2024

Replay From 6 Angles, No Replay Hardware

Tag any live moment, replay from six angles with variable speed and digital re-framing. Replaces dedicated replay hardware entirely. One...

changelogJuly 8, 2024

80%+ Autonomous Production: AI Handles the Cuts

AI now executes over 80% of cuts, pans, and zooms without human input. Each venue generates broadcast-quality coverage at a fraction of t...

changelogJune 17, 2024

OZ Studio Launch: Full Broadcast Control in a Browser

Six live feeds, programme output, AI autopilot, and manual override, all in a browser. No dedicated hardware room, no on-site operator. P...

changelogMay 27, 2024

All-Season Enclosures: -20°C to +55°C, Zero Maintenance

Passive thermal management keeps cameras operational from -20°C to +55°C year-round. No maintenance visits, no seasonal shutdowns. Hardwa...

productMay 23, 2024

The Software-Defined Venue: How Stadium Infrastructure Evolves Over Time

The OZ VI Venue uses software updates delivered through the cloud to stay at the forefront. New features, ranging from improved AI tracki...

changelogMay 6, 2024

3-Layer AI Stack: Track, Frame, Direct, Autonomously

Three AI layers (perception, framing, direction) run on-venue to produce broadcast coverage autonomously. Each layer compounds the next;...

changelogApril 15, 2024

Unified Event Bus: Six Cameras, One Reaction Time

A single real-time event system coordinates all cameras, AI, and operators. Six feeds react to the same moment within milliseconds. This...

changelogMarch 25, 2024

Real-Time On-Venue Processing

All six 4K streams now process on-venue with less-than-one-frame delay. What happens on the pitch appears on screen instantly, with no cl...

changelogMarch 4, 2024

6-Camera Permanent Array: Zero Setup, Every Match

Six 4K60p cameras with 25x optical zoom, permanently installed. Every match produces broadcast-quality multi-angle coverage with zero on-...

Building the Research Pipeline: How University Partnerships Accelerate Edge AI
companyFebruary 17, 2024

Building the Research Pipeline: How University Partnerships Accelerate Edge AI

At OZ, we believe collaboration fuels innovation in AI-powered sports solutions. That’s why we partner with talented university students...

Introducing the OZ Changelog
changelogFebruary 16, 2024

Introducing the OZ Changelog

We're opening up our engineering and product release cadence to development partners, investors, and anyone paying attention. Every produ...

Invisible Integration: Why AI Infrastructure Must Not Disrupt Venue Operations
productDecember 29, 2023

Invisible Integration: Why AI Infrastructure Must Not Disrupt Venue Operations

Modern sports venues are evolving beyond their physical structures. Much like the arrival of floodlights changed the way evening matches...

Baldur Stefansson

Baldur Stefansson

"I Did Not See an AI Company. I Saw a Telecoms Company."

"When I looked at OZ, I did not see an AI company. I saw a telecoms company." Infrastructure investor Baldur Stefanss...

Zero On-Site Crew: The Operating Model That Scales Without Headcount
productJune 2, 2022

Zero On-Site Crew: The Operating Model That Scales Without Headcount

Modern multi-camera sports broadcasts often require more than 12 people on-site: camera operators, directors, engineers, replay specialis...

OZ Named One of Fast Company World's Most Innovative Companies
companyMarch 10, 2021

OZ Named One of Fast Company World's Most Innovative Companies

LONDON, March 10, 2021 -- Tech innovation company OZ has been named on Fast Company’s prestigious annual list of the World’s Most Innovat...

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