On-Premises AI Vision Platform

Every frame watched.
Every risk caught.

Three-layer AI detection running on your hardware, inside your walls. Real-time PPE compliance, safety alerts, and tamper-proof audit trails — with zero data leaving the building.

30fps Real-time Detection
3 AI Detection Layers
0 Cloud Dependencies
24/7 Unattended Operation
Built for regulated environments
GxP Ready 21 CFR Part 11 SOC 2 Compatible HIPAA Aligned ISO 27001
The Challenge

Labs are blind spots in an age of total visibility

Manual safety audits catch violations hours — or days — after they happen. Camera systems record, but nobody watches. Critical incidents go undetected until the incident report lands on your desk.

73%
of lab safety incidents involve PPE non-compliance that could have been caught in real time
4.2h
average delay between a safety violation occurring and it being discovered
$2.1M
average cost of a single FDA laboratory compliance violation including remediation
89%
of labs still rely on manual walk-throughs as their primary safety monitoring method
Core Technology

Three layers of intelligence.
One unified view.

Each frame passes through three concurrent AI detection layers running at different speeds, from millisecond reflexes to deep scene comprehension.

30 FPS • REAL-TIME

Layer 1: Reflex

MediaPipe • Apple Neural Engine

Instant detection of human activity at full frame rate. Gesture recognition, full-body pose estimation, and motion tracking with sub-33ms latency.

  • 21-point hand landmark tracking per hand
  • 33-point full-body pose estimation
  • Simultaneous tracking of up to 5 people
  • Motion intensity heatmaps with region isolation
  • Hand gesture classification with confidence scoring
12 FPS • DETECTION

Layer 2: Recognition

YOLOv11 • Metal Performance Shaders

State-of-the-art object detection with laboratory-specific class mapping. Identifies equipment, PPE, and hazards in every frame with GPU-accelerated inference.

  • Lab-specific object vocabulary (reagent bottles, beakers, flasks)
  • Per-object bounding boxes with confidence scores
  • Native Apple Silicon MPS acceleration
  • Configurable confidence and IOU thresholds
  • Automatic CPU fallback for resilience
ON-DEMAND • ~5 SEC

Layer 3: Comprehension

Vision LLM • MLX Framework

Deep scene understanding powered by vision language models. Natural language analysis of lab activities, safety observations, and risk assessment — running locally on Apple Silicon.

  • Natural language scene captions and activity logging
  • Automated risk level assessment (low / medium / high)
  • PPE compliance verification per person
  • Lab zone classification and equipment tracking
  • Graceful degradation — Layers 1 & 2 continue if VLM is unavailable
What’s Included

A complete system.
Not just software.

We deliver, install, and support every component — from the camera lens to the dashboard pixel. One vendor, one contract, total accountability.

Industrial Cameras

High-resolution industrial cameras with Sony IMX sensors. GigE Vision compliant for uncompressed, low-latency streaming over standard Ethernet infrastructure.

Sony IMX Sensor • GigE Vision • 1080p/4K • IP67

Network Infrastructure

Cat6A cabling, managed PoE+ switches, and fiber backbone. Engineered for sustained multi-camera bandwidth with zero packet loss across your facility.

Cat6A • PoE+ • Managed Switches • Fiber Backbone

Compute Cluster

Apple Silicon Mac Studio server cluster configured for your camera count and detection requirements. Native GPU acceleration without CUDA dependency.

Apple M-Series • MPS Acceleration • Rack-Mounted

LabVision Software

Three-layer AI detection pipeline, real-time monitoring dashboard, event management, and compliance reporting — all running on your hardware.

Licensed • Perpetual Updates • On-Premises

Installation & Integration

White-glove installation with camera placement optimization, network configuration, system tuning, and integration with your existing safety workflows.

Site Survey • Installation • Calibration • Training

Ongoing Support

Dedicated support with proactive monitoring, quarterly system reviews, software updates, and hardware replacement coverage under enterprise SLA.

Enterprise SLA • 24/7 Support • Quarterly Reviews
Capabilities

Engineered for the lab
you actually run

Every feature built from real laboratory safety requirements — not repurposed from retail surveillance or general-purpose analytics.

🛡

PPE Compliance Detection

Automated zone-based PPE rules. Detects gloves, lab coats, goggles, and face shields per person. Configurable requirements per lab zone.

Real-Time Safety Alerts

Instant webhook notifications to Slack, Microsoft Teams, or PagerDuty when safety violations or high-risk conditions are detected.

👤

Personnel Tracking

Digital sign-in/sign-out with badge ID and role tracking. Vision-based occupancy counting with mismatch alerts when counts diverge.

Multi-Camera Grid

Monitor up to 9 simultaneous camera feeds with live detection overlays. Click any tile to focus. Adaptive grid layout with per-camera status.

💬

Scene Intelligence

Ask the AI questions about what it sees in natural language. “Is anyone near the fume hood without goggles?” — instant answers from the vision model.

🔗

Tamper-Proof Audit Trail

SHA-256 hash chain on all events for cryptographic tamper detection. Every detection, alert, and acknowledgment is permanently recorded.

24/7 Unattended Operation

Auto-reconnecting cameras, database failover, event throttling, and graceful degradation. Built for continuous unattended operation in production labs.

🔒

Data Sovereignty

100% on-premises. Zero cloud APIs. Zero external calls. Your lab data stays on your servers, inside your network, under your control.

Hardware Platform

Industrial-grade sensing.
Consumer-grade simplicity.

IMX
Sony Sensor Technology
Camera Sensor Sony IMX Series CMOS
Interface GigE Vision • RTSP • USB3
Resolution Up to 4K @ 30fps
Environment IP67 • -20°C to 60°C
Compute Apple M-Series Mac Studio
AI Acceleration Metal Performance Shaders
Networking Cat6A • PoE+ • 10GbE
Database PostgreSQL 16 • Local
Data Retention Configurable • Up to 5 Years
Enterprise Security

Your data never leaves
your building. Period.

LabVision processes everything on-premises. No cloud APIs. No external model calls. No telemetry. Complete data sovereignty by architecture, not by policy.

🔒

Zero Cloud Dependencies

All AI models run locally on Apple Silicon. No API keys for external services. No internet connection required for operation.

🔐

Bearer Token Authentication

API key-protected endpoints with per-request token validation. WebSocket connections require authenticated handshake.

🔗

Cryptographic Audit Chain

SHA-256 hash chain links every event to its predecessor. Any tampering breaks the chain and is immediately detectable.

Frame Privacy

Video pixels never travel over WebSocket. Only detection metadata (coordinates, labels, events) is transmitted. Raw frames stay on the local network.

🗃

Configurable Data Retention

Set retention policies from 30 days to 5+ years. Automatic cleanup runs every 6 hours. Full database backup tooling included.

┌─────────────────────────────────────────────┐
  YOUR FACILITY — AIR-GAPPED CAPABLE        
                                             
  ◉ Cam 1  ◉ Cam 2  ◉ Cam 3  ◉ Cam N  
     │         │         │         │      
     └────┬────┘─────────┘─────────┘      
            GigE / RTSP / USB             
  ┌───────▼────────────────────────────┐  
    Mac Studio Cluster                 
    ┌──────────┐  ┌───────────────┐   
  Layer 1  │  │ Layer 2  
    │ MediaPipe │  │ YOLOv11 (MPS) │   
    └──────────┘  └───────────────┘   
    ┌──────────────────────────────┐   
  Layer 3  Vision LLM (MLX)   │   
    └──────────────────────────────┘   
             ZeroMQ                   
    ┌──────▼──────────────────────┐   
  PostgreSQL 16  (encrypted)  │   
    └─────────────────────────────┘   
  └────────────────────────────────────┘  
                                             
  ◆ Dashboard  (Browser, local network)    
  ◆ Alerts  → Slack / Teams / PagerDuty    
                                             
  ● NO EXTERNAL API CALLS                  
  ● NO CLOUD DEPENDENCIES                  
  ● NO DATA LEAVES THIS BOX                
└─────────────────────────────────────────────┘
Dashboard

Mission control for
your laboratory

Real-time monitoring dashboard with live video feeds, detection overlays, event timelines, and natural language scene queries — accessible from any browser on your network.

labvision.local:3000
PERSON 94%
PERSON 89%
Detections Scene Personnel
PERSON Moving
PERSON Stationary
OBJECT reagent_bottle 91%
OBJECT lab_notebook 87%
GESTURE Pointing (Right)
Event Feed
INFO person entered
INFO scene analyzed
Live Detection Overlays
Bounding boxes, pose skeletons, and gesture landmarks rendered in real time on every camera feed
Natural Language Queries
Ask the AI about the scene — “Who is near the fume hood?” — and get instant answers from the vision model
Event History & Export
Full event timeline with type/severity filtering, CSV export, and incident reporting workflow
What Lab Leaders Say

Trusted in regulated
environments

LabVision caught a PPE violation within 8 seconds of it happening. Our previous system would have caught it during the next morning’s audit walk-through — if at all.

DR
Dr. Rebecca Hartwell
Director of Lab Operations, Gene Synthesis Co.

The on-premises architecture was non-negotiable for us. We cannot have video of our proprietary cell lines going to any cloud. LabVision was the only solution that met that requirement without compromise.

MS
Marcus Steinberg
CISO, Vertex Biologics

The tamper-proof audit trail alone justified the investment. During our last FDA inspection, we pulled a complete chain of custody for every safety event in under two minutes.

AK
Dr. Ananya Krishnamurthy
VP Quality Assurance, PharmaCore Labs
Get Started

See LabVision
in your lab

Custom-configured for your facility, your cameras, your compliance requirements. Schedule a consultation to see how LabVision fits your operation.

Enterprise pricing • No self-serve • Custom configuration for every deployment