Exciting News: Ventral AI Is Joining Voxel!

Learn More
Industry Insights
ยท
October 23, 2026

Best Pedestrian Detection Systems For Industrial Facilities In 2026

Team Voxel

According to National Safety Council reporting on U.S. Bureau of Labor Statistics data, forklifts, order pickers, and powered platform trucks were the source of 25,110 work-related injury and illness cases involving days away from work, job restriction, or transfer (DART) across 2023โ€“2024. Pedestrian-vehicle interactions are an important safety consideration in warehouses, manufacturing plants, and distribution centers. Traditional controls such as floor markings, mirrors, and manual supervision remain important, but may provide limited visibility into pedestrian-vehicle interactions across large industrial facilities operating around the clock.

AI-powered pedestrian detection software provides EHS professionals and operations leaders with additional visibility into pedestrian-vehicle interactions and recurring workplace risks. These systems can analyze video footage to identify proximity risks and provide information that supports timely safety interventions. For facilities seeking proactive safety management, AI-powered detection technologies complement established controls.

Key Takeaways

  • AI camera-based systems provide automated visibility into pedestrian-vehicle interactions in monitored areas. Computer vision technology enables continuous monitoring without requiring wearable compliance.
  • Voxel uses compatible existing cameras to support industrial risk detection, corrective actions, and reporting. The platform deploys in as little as 48 hours and achieves documented injury reductions across enterprise facilities.
  • UWB, RFID, and hybrid technologies offer different warning and proximity detection approaches. Systems combining multiple detection methods can address varying facility conditions and coverage requirements.
  • Deployment requirements vary according to camera infrastructure, vehicle retrofits, and workforce procedures. Leading platforms work with existing IP cameras, while others require new hardware installation.
  • Technology selection should consider coverage, privacy features, validated outcomes, and operating conditions. Documented customer results provide evidence for safety technology investment decisions.

Why Advanced Pedestrian Detection Matters for Industrial Facilities

Pedestrian safety in industrial facilities traditionally relies on physical barriers, painted walkways, and operator training. In facilities spanning hundreds of thousands of square feet with multiple forklifts operating simultaneously, additional monitoring technologies can help identify interactions that may otherwise go undetected.

The business case extends beyond injury prevention. Workplace injuries can lead to medical expenses, productivity losses, administrative costs, and operational disruptions. Proactive safety monitoring helps organizations identify recurring risks and prioritize preventive actions.

AI-powered pedestrian detection changes the approach by providing continuous, automated monitoring across multiple risk scenarios. Computer vision models trained on industrial safety data can identify pedestrians in forklift paths, detect vehicles approaching intersections without stopping, and flag near-miss events that would otherwise go unreported.

The OSHA pedestrian-traffic guidance recommends separating forklift and pedestrian traffic where possible, with walkways, barriers, and other visibility measures. Pedestrian detection systems complement these controls, along with operator training and documented operating procedures.

1. Voxel

Voxel delivers an AI-powered site intelligence platform that transforms safety and operations across industrial work environments. Unlike vehicle-mounted systems that require retrofitting each forklift, Voxel analyzes footage from existing facility cameras to identify pedestrian-vehicle proximity events, unsafe stopping behaviors, and recurring safety risks.

How Voxel Works

Voxel's site intelligence platform delivers real-time insights to proactively reduce risk in safety and operations, all by leveraging existing camera infrastructure. Key highlights:

  • Deployment - Voxel can deploy in as little as 48 hours using compatible existing camera infrastructure, depending on site readiness and configuration requirements
  • Insights - Uncover and identify risks 24/7 across all camera-covered areas involving people, vehicles, equipment, and the workplace environment
  • Actions - Turn insights into action with workflows for task assignments, follow-ups, and coaching opportunities
  • Impact - Receive executive-level reporting that demonstrates ROI and the impact of completed actions

Documented Customer Results

Voxel's enterprise deployments show quantifiable outcomes across multiple facilities:

  • Piston Automotive reduced vehicle safety incidents by 86% within three months and cut no-stop-at-end-of-aisle incidents from 5 per day to 0.4 per day (92% reduction)
  • Americold achieved a 70% reduction in injuries, eliminated lost-time days, and reported $1.1 million in EBITDA savings at a 500,000+ square foot cold storage facility
  • Carlex Glass reduced no-stop incidents at end of aisles by 47% and at doors by 37% in under 3 months, working with United Auto Workers leadership on non-punitive implementation
  • Port of Virginia decreased truck speeding by 50% and improved safety team efficiency by 85% over six months

Key Differentiators

Voxel combines existing-camera safety monitoring with industrial risk analytics, corrective-action workflows, and executive-level reporting. The platform achieves 95%+ detection accuracy using AI models fine-tuned to each site's unique environment. Voxel reports compatibility with approximately 95% of existing IP cameras.

The platform's AI is trained on more than 5 billion hours of real-world industrial workplace scenarios. Voxel's hybrid cloud architecture enables continuous model improvement as more real-world data is captured.

Voxel's privacy features support workforce-sensitive deployments. The platform does not use facial recognition, and facial blurring is available upon request. Role-based access controls enable deployment in union environments. At Carlex Glass, management collaborated with United Auto Workers leadership to establish a non-punitive approach focused on training and safety improvement.

Voxel provides access to certified safety professionals who bring expertise in safety, risk, and operational excellence. This expert-led implementation accelerates time to value and ensures the platform delivers measurable results aligned with facility priorities.

2. Trio Mobil

Trio Mobil offers a hybrid platform combining AI vision with UWB proximity technology in one integrated system. The AI Risk Radar monitors over 100 safety scenarios continuously, while dynamic speed control automatically reduces vehicle speeds in hazardous areas.

Key Features

  • Hybrid detection combining AI camera vision with UWB proximity sensors
  • AI Risk Radar monitoring 100+ safety scenarios continuously
  • Dynamic speed control and intelligent zone management
  • Configurable warning distances with automated interventions

Industrial Facility Relevance

Trio Mobil reports deployment at more than 2,000 industrial sites across 65+ countries. The company reports reductions of up to 98% in near-miss incidents and an average 3-4x return on investment across its reported deployments. These are company-reported outcomes, not guaranteed results for individual facilities.

The platform was recognized by Frost & Sullivan as a Global Technology Innovation Leader in AI-Based Industrial Safety in 2026. Enterprise customers include Collins Aerospace and TE Connectivity.

3. ELOKON

ELOKON offers several pedestrian detection technologies, including UWB proximity sensing (ELOshield), AI camera detection (ELOvision), and hybrid systems (ELOshieldAI). This modularity allows facilities to deploy different technologies in different areas based on specific risk profiles.

Key Features

  • Three detection approaches available from a single vendor
  • ELOfusion platform providing unified fleet analytics
  • Automatic speed reduction in configured zones
  • Modular architecture allowing mixed deployments

Industrial Facility Relevance

ELOKON serves more than 4,250 customers worldwide including Lufthansa, Mercedes-Benz, and Porsche. The company's ELOfusion platform won Silver in the 2026 Plant Engineering Product of the Year Awards.

ELOKON's German engineering heritage and strong European presence, combined with US expansion through their Atlanta office, provides global support capabilities. Customer base includes Airbus, Audi, Bosch, Crown, Henkel, and Jungheinrich.

4. Blaxtair (ARCURE)

Founded in 2009, ARCURE began commercializing Blaxtair in 2012. By October 2026, the company reported more than 30,000 units sold across over 50 countries. The system detects pedestrians even when crouching or partially visible, with IP69K-rated hardware designed for demanding industrial environments.

Key Features

  • Detection of partially visible pedestrians including crouching workers
  • IP69K-rated hardware for extreme environments
  • Blaxtair Connect cloud analytics platform
  • OEM partnerships with vehicle manufacturers

Industrial Facility Relevance

Blaxtair's continuous development provides extensive operating history in AI pedestrian detection. The company won the euroTest-Preis 2022 award and maintains offices in the US, Germany, and Spain with distributors worldwide. The platform has proven scalability across diverse industrial environments.

5. Speedshield Technologies AiVA

Speedshield's AiVA system uses AI-powered 3D vision technology for pedestrian detection, with configurable zones and automatic slowdown capability. The OptiX cloud analytics platform provides fleet-wide visibility into safety performance.

Key Features

  • AI-powered 3D vision with depth perception for distance measurement
  • Configurable warning zones with automatic speed reduction
  • OptiX cloud platform for fleet management and analytics
  • Connected ecosystem including telemetry and operator access control

Industrial Facility Relevance

Speedshield Technologies holds ISO 9001:2015 certification. The company maintains presence in mining, construction, agriculture, and waste management beyond traditional warehouse applications. Distributed by Adaptalift Group in the Asia-Pacific region. The multi-award-winning AiVA technology has established Speedshield in multiple industrial sectors.

6. Riodatos RioV360

Riodatos takes a different approach to pedestrian detection, processing all data on-device without cloud connectivity. The RioV360 system uses four cameras to provide up to 360-degree coverage around industrial vehicles, with onboard 1080p video recording for incident documentation.

Key Features

  • Four-camera configuration for up to 360-degree vehicle coverage
  • Edge AI processing without mandatory cloud connectivity
  • Onboard video recording at 1080p resolution
  • One-time hardware purchase without recurring software subscription

Industrial Facility Relevance

RioV360 uses four cameras and onboard AI processing to provide up to 360-degree visibility around industrial vehicles. The system operates without requiring an internet connection or recurring software subscription, addressing data privacy concerns and connectivity challenges in remote facilities. The "Validate One Forklift" approach allows single-unit trials before fleet commitment, reducing deployment risk.

7. SIERA.AI S3

SIERA.AI's S3 is a machine-vision pedestrian detection system that distinguishes people from objects and provides audible and visual proximity alerts without requiring pedestrian tags. The platform uses computer vision to scan for pedestrians frequently.

Key Features

  • Frequent scanning for pedestrian proximity monitoring
  • Machine vision-based detection without tags or wearables
  • Automatic pedestrian/object discrimination
  • Audible and visual operator alerts

Industrial Facility Relevance

SIERA.AI's focus on "active intelligence" positions the platform for environments requiring continuous proximity monitoring. The multi-sensor approach is designed to reduce false alarms from pallets, columns, or stationary equipment.

8. Proxicam

Proxicam uses AI-enabled cameras with onboard processing to detect pedestrian proximity around industrial equipment including excavators, loaders, and mining vehicles. The system is designed for heavy equipment operations beyond traditional forklift environments.

Key Features

  • Up to 360-degree pedestrian awareness around heavy equipment
  • Edge computing for onboard AI processing
  • Modular camera configurations for different vehicle types
  • Optional connectivity for video and event reporting

Industrial Facility Relevance

Proxicam addresses mining, construction, and heavy equipment applications where warehouse-focused systems may not apply. Optional connectivity and cloud reporting provide additional access to safety-event data when network infrastructure is available. Modular configurations allow customization for different equipment types and operational requirements.

9. ZoneSafe

ZoneSafe's RFID-based Vehicle-to-Person system detects pedestrians wearing compatible active tags, including in areas with obstructed sightlines. The company also offers AI camera-based and combined detection configurations. The RFID system creates 360-degree detection zones around vehicles, alerting both operators and pedestrians through wearable tag vibration when they enter dangerous proximity.

Key Features

  • 360-degree RFID detection zones around vehicles detecting tagged pedestrians
  • Dual alerts notifying both operator and pedestrian
  • Wearable vibration alerts ensuring pedestrians feel warnings
  • Configurable warning distances for different risk scenarios

Industrial Facility Relevance

ZoneSafe's RFID system works in conditions where camera-based systems may struggle, including complete darkness, heavy dust, and obstructed sightlines. The dual-alert capability ensures pedestrians receive direct notification rather than relying solely on operator response. For facilities with established wearable programs and high tag compliance, ZoneSafe provides detection regardless of visibility conditions.

10. Kiwitron KiwiEye

Kiwitron's KiwiEye supports published detection distances of up to 25 meters, combining depth sensing, configurable alarm zones, and near-miss analytics. Three configurable alarm zones with automatic speed reduction enable graduated responses based on proximity.

Key Features

  • Up to 25-meter detection range specification
  • Optical depth sensing providing 3D spatial awareness
  • Three configurable alarm zones with graduated responses
  • Near-miss heatmap analytics identifying risk patterns over time

Industrial Facility Relevance

KiwiEye's extended detection range specification provides early-warning capability for large outdoor yards, port terminals, and facilities requiring maximum advance notice. The optical depth sensors add 3D spatial awareness beyond 2D camera systems. Near-miss heatmap analytics help facilities identify recurring risk patterns and prioritize infrastructure changes.

Why Voxel Stands Out for Industrial Pedestrian Safety

When evaluating pedestrian detection systems for industrial facilities, Voxel delivers capabilities that address the full spectrum of safety challenges facing operations leaders.

  • Facility-Wide Intelligence Using Existing Infrastructure. Most pedestrian detection systems require retrofitting each forklift with cameras or sensors, creating per-vehicle costs that multiply across fleets. Voxel analyzes footage from existing security cameras to monitor pedestrian-vehicle interactions across camera-covered areas without per-vehicle hardware investment.
  • Purpose-Built for Workplace Safety. Voxel's AI is trained on more than 5 billion hours of real-world industrial workplace scenarios. The platform detects not just pedestrian proximity but also vehicle safety risks like speeding, unsafe stops, and intersection violations. This multi-hazard approach addresses various risks in industrial environments.
  • Complete End-to-End Platform. Voxel goes beyond detection to provide a workflow from identification to resolution. The platform turns unsafe moments into assigned, trackable corrective actions, drives accountability through owner assignment and deadlines, and proves impact through reporting tied to measurable outcomes.
  • Expert-Backed Implementation. Voxel provides access to certified safety professionals who bring expertise in safety, risk, and operational excellence. This expert-led implementation accelerates time to value and ensures the platform delivers measurable results aligned with facility priorities.
  • Privacy-First Design. Voxel does not use facial recognition, and facial blurring is available upon request. Role-based access with permissions configurable at location and camera levels has enabled successful deployments in unionized workplaces. Multiple clients use Voxel footage for "Caught You Being Safe" recognition programs, building safety culture through positive reinforcement.
  • Proven Enterprise Scale. NSG Group expanded Voxel's platform from an initial Canadian pilot to manufacturing facilities across 10 countries. This scalability demonstrates the platform's ability to deliver sustained value as organizations expand.

Facilities looking to reduce forklift accidents can schedule a meeting with a Voxel expert to explore how the platform supports workplace safety.

Frequently Asked Questions

What are the primary benefits of implementing pedestrian detection systems in industrial facilities?

Pedestrian detection systems provide continuous, automated monitoring that helps identify risk conditions in real time. These systems can enable intervention opportunities before collisions occur and document near-miss events for analysis. Beyond injury prevention, benefits include reduced workers' compensation costs, lower insurance premiums, decreased equipment damage, and improved operational visibility. Documented customer results show injury reductions ranging from 50% to 86%, though individual outcomes depend on facility conditions, implementation approach, and how teams use detection insights.

How do pedestrian detection systems address employee privacy in industrial environments?

Leading platforms incorporate privacy features through multiple mechanisms. Face and body blurring prevents individual identification while still detecting unsafe behaviors. Role-based access controls limit who can view footage and at what level of detail. Many systems process video at the edge, keeping footage on-premises rather than transmitting to external servers. These features have enabled deployments in union environments, with some facilities using the systems for positive recognition programs rather than punitive enforcement. Organizations should verify specific privacy features and compliance with applicable regulations during vendor evaluation.

Can these systems integrate with existing security camera infrastructure?

Many AI-powered pedestrian detection systems can work with existing security cameras, though compatibility varies by platform. Voxel, for example, reports compatibility with approximately 95% of existing IP cameras and can deploy in as little as 48 hours using existing infrastructure. However, some platforms require proprietary cameras, edge servers, or vehicle-mounted hardware. During evaluation, verify whether the system works with your current cameras or requires additional infrastructure investment. Camera placement, image quality, and network capacity also affect deployment feasibility.

How quickly can pedestrian detection systems be deployed?

Deployment timelines vary significantly across platforms. Systems using existing camera infrastructure can go live within 48-72 hours of installation, depending on site readiness and configuration requirements. Vehicle-mounted systems require retrofit time per forklift, potentially extending deployment across weeks or months for large fleets. Tag-based systems require distributing wearables and achieving compliance among the workforce. When evaluating systems, consider total deployment time including hardware installation, software configuration, staff training, and achievement of full operational coverage.

How does Voxel's approach differ from vehicle-mounted detection systems?

Voxel analyzes footage from existing facility cameras to provide continuous monitoring across camera-covered areas, rather than requiring cameras or sensors on each vehicle. This facility-wide approach eliminates per-vehicle retrofit costs while providing visibility into pedestrian-vehicle interactions, intersection management, and facility-level risk patterns. Voxel's platform combines real-time risk detection with corrective-action workflows, safety expert support, and executive reporting tied to measurable outcomes. The system achieves 95%+ detection accuracy using AI models fine-tuned to each site's environment and trains on more than 5 billion hours of real-world industrial workplace scenarios.

Letโ€™s Build a Safer,โ€จ
More Efficient Operation.