Full-Stack Technology

Engineered from
Chip to Cloud.

Full-stack retail technology. Designed, built, and deployed by one team.

10+
Years in Retail Tech
3
Core Technology Layers
99.6%
AI Recognition Accuracy
150+
Patents & Copyrights
Architecture

Three Layers. One Architecture.

Every component — from cabinet hardware to cloud analytics — is designed and built in-house.

Layer 03
Cloud Platform & Data
Remote operations · Analytics · Content delivery
Proprietary SaaS
Remote Operations Configure, restock, and update any cabinet fleet-wide from a single dashboard.
Real-Time Inventory Shelf-level stock tracking with automatic low-stock alerts and reorder triggers.
Analytics Dashboard Sales velocity, heatmaps, and consumer behavior reports across all locations.
Content Management Push product images, pricing, and promotions to cabinet screens in real time.
Layer 02
Computer Vision & AI
On-device inference · No cloud dependency
Proprietary Model
Pure Vision Recognition No barcodes, no RFID — products identified by visual appearance alone.
99.6% Accuracy Trained on millions of retail SKUs across varying lighting and orientation.
Real-Time Processing Sub-second inference on embedded hardware — no network latency required.
Adaptive Learning Models continuously improve with new SKU data — zero manual retraining.
Layer 01
Intelligent Hardware
Industrial-grade cabinet · Embedded compute
Proprietary Design
Industrial-Grade Build Powder-coated steel frame, tempered glass, IP-rated anti-fog coating.
Precision Climate Control ±0.5 °C temperature stability for beverages, fresh food, and pharmaceuticals.
Modular Architecture Shelf configs, door types, and screen sizes customized per deployment.
Plug-and-Play Deployment Power-on ready in under 30 minutes — no specialist installation required.
Intellectual Property

150+ Patents and Copyrights.
One Vision.

A decade of R&D. Every core algorithm, every hardware design, every software system — proprietary and protected.

SenseUni Patent Certificate
SenseUni Patent Certificate
SenseUni Patent Certificate
SenseUni Patent Certificate
SenseUni Patent Certificate
SenseUni Patent Certificate
SenseUni Patent Certificate
SenseUni Software Copyright Certificate
SenseUni Software Copyright Certificate
SenseUni Software Copyright Certificate
SenseUni Software Copyright Certificate
SenseUni Software Copyright Certificate
0+
Patents & Software Copyrights
Registered with China National Intellectual Property Administration and related bodies.

AI recognition algorithms, hardware systems, cloud architecture

Proprietary retail OS, analytics engine, device firmware

No licensed cores. No third-party dependencies on critical systems.

Computer Vision

See What Our AI Sees.

Computer vision that identifies products in milliseconds — without barcodes, RFID tags, or weight sensors.

LIVE RECOGNITION Identified ✓ Identified ✓ Identified ✓ Identified ✓ Identified ✓ Identified ✓ Identified ✓ Identified ✓ Identified ✓ Identified ✓ Identified ✓ Identified ✓
Multi-SKU Recognition

Hundreds of products simultaneously identified in a single frame.

Occlusion Handling

Accurate even when products overlap or are partially hidden from view.

Rapid Onboarding

New products trained and deployed to the fleet within hours, not weeks.

Environment Adaptive

Consistent recognition across varying lighting conditions and humidity levels.

99.6%
Recognition Accuracy

Verified across 100,000+ real-world transactions

Hardware

Built to Last. Built to Scale.

Industrial-grade retail hardware, engineered for 24/7 unattended operation.

4G Connectivity Always-on data sync. Dual-SIM supported.
21.5″ Touchscreen Advertising & promotions (Halo Max model)
Tempered Glass Anti-fog coating. Full-perimeter LED illumination.
32–68 °F Cooling Wind-cooled precision climate. ±0.5 °C stability.
Universal Payment Visa · Mastercard · Apple Pay · Google Pay · NFC
220–364 lbs Powder-coated steel frame. Commercial grade.

Two models. One platform.

Halo Mini (508 L) and Halo Max (608 L) share the same software, cloud backend, and service network. Compare Models →

Security & Compliance

Enterprise-Grade. Privacy-First.

Built for the compliance requirements of large-scale retail deployments.

Payment Security

PCI DSS compliant. Visa, Mastercard, Apple Pay, Google Pay, and NFC all natively supported.

Data Privacy

No biometric collection. Anonymous transactions. Full operator data ownership and portability.

Cloud Infrastructure

AWS hosted. Enterprise SLA with 99.9% uptime. Private on-premise deployment available on request.

OTA Updates

Remote firmware and software updates. Zero downtime. Centralized fleet management across all locations.

Get Started

See the Technology
in Action.

Schedule a technical walkthrough with our engineering team. Or download the full hardware specification sheet.

Schedule a Demo View Full Specs