Architecture

Engineering for Harsh Environments

Every architectural decision is driven by one constraint: this software runs on remote mine sites, offshore platforms, and heavy industrial facilities where failure is not an option and connectivity is not guaranteed.

Command Center

Actionable Safety Telemetry

The system doesn’t just detect defects. It creates an immutable, verifiable trail of safety events. The Command Center provides site managers with immediate, centralized visibility across all deployed edge nodes.

Live Anomaly Log

Automatically tracks and timestamps every detected defect, translating visual data into actionable maintenance tickets in real time.

Fleet Management Ready

Designed to scale via Over-The-Air (OTA) updates to hundreds of connected mining sites globally. Zero-touch deployment.

False Positive Elimination

Engineered to cleanly differentiate between human workers and infrastructure defects. Tuned for precision — alerts are actionable, not noisy.

COMMAND CENTER
Demo
LIVE
14:32:07Class 4 corrosion detectedGantry B-7
14:31:42Fastener vibration alertCrane A-3
14:30:15Bolt elongation flagTower C-12
14:28:53Spalling detectedColumn D-4
14:27:11System health checkAll nodes
FLEET STATUS
47
ONLINE
3
ALERTS
2
OFFLINE
Simulated data • Real product interface • Request live demo

See the Command Center Demo

Watch our dark-mode Command Center actively tracking infrastructure defects in real time. Timestamped anomaly logging, detection overlays, and confidence scoring.

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What Rust Gives Us

These are properties of the language, not marketing claims.

Memory Safety at Compile Time

Buffer overflows and use-after-free eliminated before code runs. The compiler enforces safety — no runtime checks, no garbage collector.

Deterministic Performance

No garbage collector means no surprise pauses during inference. When a falling object alert has milliseconds to fire, you need deterministic latency.

Compiles to ARM / Edge

Same codebase compiles natively for edge ARM hardware. No Python interpreter, no JVM, no container overhead on the edge device.

Thread Safety by Default

Multiple camera feeds processed concurrently with compile-time guarantees. Data races aren’t unlikely — they’re structurally impossible.

Strong Type System

Sensor data, alert payloads, and equipment IDs are strictly typed. Mismatches caught at compile time, not in production at 3 AM.

24/7 Uptime

No memory leaks means no degradation over weeks of continuous operation. The inference engine runs as long as the hardware does.

Edge Deployment Model

Each monitoring point consists of industrial-grade cameras feeding a ruggedized AI compute module. All inference runs locally. The only outbound traffic is kilobyte-sized encrypted alert payloads.

Fleet management is handled via secure OTA updates. Model improvements, configuration changes, and security patches deploy to the entire edge fleet simultaneously without physical site access.

Ruggedized AI Hardware

Enterprise-grade compute module rated for extreme temperature ranges and heavy vibration environments.

Secure OTA Updates

Signed, encrypted firmware updates. Zero-touch deployment with automatic rollback on failure.

Local-First Storage

Embedded database with offline-first operation. Secure bidirectional sync when connectivity returns.

DEPLOYMENT ARCHITECTURE
[Camera Array]────▶Edge AI Module
LOCAL INFERENCE
Real-time • Proprietary GPU backend
Encrypted Alert── KB ──▶Command Center
Work Order────▶[SAP PM / Maximo]
No video streaming • KB payloads • Cryptographic audit trail

Due Diligence Ready

Designed to pass Tier 1 mining company procurement and vendor qualification processes.

SCRUTARI AI LLC — US-domiciled, strict FCPA compliance
AES-256 encryption for all transmitted alert payloads
Signed OTA updates with automatic rollback on verification failure
Cryptographic audit trail — hash chain for every safety event
No raw video data leaves the site — only KB-sized alert metadata
Hardware-agnostic installation via Tier-1 electrical contractors
ESG-ready reporting with export formats for regulatory submissions
Role-based access control for multi-site fleet management

Request the Full Architecture Whitepaper

Our NDA-protected engineering specifications include detailed deployment architecture, hardware configurations, inference benchmarks, and API integration documentation.

Request Under NDA