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Gather AI offers inventory intelligence through its Prana platform, combining autonomous drone scanning (Drone Vision) with forklift-mounted computer vision (MHE Vision) for inventory tracking during warehouse operations. The platform focuses on barcode reading, cycle counting, pallet location verification, and warehouse management system reconciliation. For EHS professionals and operations teams evaluating warehouse technology investments, understanding that inventory intelligence and safety intelligence address different operational challenges is important.
Organizations seeking to reduce safety incidents, near-misses, and operational risks may find that a purpose-built AI safety platform provides complementary capabilities. This guide examines alternatives and approaches serving different warehouse needs, starting with Voxel, an AI-powered industrial intelligence platform that delivers real-time safety and operational insights using existing camera infrastructure.
Voxel delivers an AI-powered industrial intelligence platform that supports workplace safety and operational efficiency across industrial environments. While Gather AI focuses on inventory counting and location verification, Voxel addresses safety and operational risks through continuous visual monitoring. Leveraging existing camera infrastructure, the platform transforms video footage into actionable insights that support safer, more efficient operations. Voxel raised $44 million in Series B funding in June 2025 to expand its AI capabilities and industrial safety platform.
Voxel's industrial intelligence platform delivers real-time insights to proactively identify and reduce safety and operational risks using compatible existing camera infrastructure. It connects risk detection with corrective actions and reporting, helping teams move from observation to measurable intervention.
Voxel's published customer stories report measurable outcomes across industrial environments:
These results reflect individual customer deployments and operating conditions rather than guaranteed outcomes.
Voxel monitors multiple risk categories across warehouse environments:
Voxel does not use facial recognition or identify individuals through facial recognition technology. Face and body blurring are available, alongside role-based access controls with configurable permissions. This approach has supported deployments in unionized environments, including Carlex Glass, where management collaborated with United Auto Workers leadership on non-punitive monitoring practices. Customers such as Americold have also used Voxel footage for positive recognition programs, including "Caught You Being Safe," rather than relying solely on disciplinary responses.
Verity provides autonomous inventory drones designed for recurring warehouse scanning operations. Founded in 2014, the company reports deployments across more than 150 facilities globally, with a focus on high-bay inventory management and warehouse visibility.
Verity's approach requires dedicated drone hardware, charging infrastructure, and site configuration. Its autonomous drone fleet supports frequent inventory scanning, while Collaboration Mode enables operation alongside warehouse personnel under configured conditions.
The system supports inventory verification in high-bay environments where manual counting can require specialized equipment. Its deployment requirements depend on facility layout, navigation configuration, and operational schedules.
Corvus Robotics offers autonomous solutions for warehouse inventory management. Founded in 2017, the company provides aerial scanning through Corvus One and equipment-mounted inventory tracking through Corvus Trident.
Corvus Robotics emphasizes reducing the navigation infrastructure requirements associated with some autonomous warehouse systems. Corvus One performs inventory scanning during scheduled autonomous flights, while Trident captures pallet movements as material-handling equipment operates.
The combined approach supports inventory visibility for stored pallets and inventory in motion. Deployment still requires site assessment, equipment setup, and system configuration, although dedicated navigation markers are not required.
Dexory combines autonomous ground robots with digital twin technology to deliver warehouse intelligence. Founded in 2015 as BotsAndUs and rebranded as Dexory in 2022, the company uses ground-based robotics to capture inventory and facility data.
Dexory's ground-based approach provides inventory scanning without the airspace considerations associated with drone systems. Its autonomous robots capture warehouse data that feeds into the DexoryView digital twin platform, supporting inventory reconciliation and facility visualization.
The platform also provides space utilization insights beyond inventory counting. Deployment suitability depends on aisle access, floor conditions, robot navigation requirements, and available charging space.
Vimaan delivers inventory tracking through computer vision systems. Founded in 2017, the company offers autonomous, equipment-integrated, and fixed scanning solutions for warehouse inventory management.
Vimaan's approach provides options for different warehouse workflows. Its StorTRACK solutions support automated cycle counting, while PalletSCAN and ParcelSCAN provide verification at receiving and shipping points.
Equipment-integrated and fixed scanning configurations allow facilities to select deployment methods suited to their operational processes. The appropriate solution depends on inventory types, scanning frequency, facility layout, and existing material-handling workflows.
Beyond drone-based systems, several inventory tracking approaches use computer vision without requiring aerial devices. These represent alternative implementation methods rather than specific vendor platforms.
When evaluating warehouse technology investments, a facility's operational priorities determine the most appropriate solution. Inventory intelligence platforms address stock accuracy and tracking, while safety intelligence systems help identify workplace risks and support preventive action. Warehouses experiencing frequent forklift-pedestrian interactions, ergonomic injuries, or inventory discrepancies may benefit from addressing these challenges through complementary technologies.
Different warehouse priorities require different capabilities:
Selecting the right solution requires evaluating deployment requirements, integration capabilities, documented customer outcomes, and long-term operational needs.
Voxel provides an AI-powered industrial intelligence platform that helps warehouses proactively identify and address safety and operational risks. Unlike inventory-focused systems, Voxel uses existing camera infrastructure to deliver continuous visibility into workplace conditions involving people, vehicles, equipment, and the surrounding environment.
Voxel monitors ergonomic and PPE risks, forklift safety violations, pedestrian interactions, and environmental hazards. Its platform connects risk detection with corrective action workflows, enabling teams to assign responsibilities, track improvements, and evaluate outcomes through executive-level reporting.
Voxel can deploy in as little as 48 hours using compatible existing security cameras, minimizing additional infrastructure requirements. Its privacy-first approach includes no facial recognition, configurable access controls, and support for non-punitive safety coaching. Multi-site reporting also helps organizations maintain visibility across warehouse and distribution networks.
Understanding the ROI of safety technology requires considering both injury-related costs and operational efficiency improvements. Piston Automotive identified a 60% material-handler utilization rate, providing insights for workload redistribution. The Port of Virginia reported an 85% improvement in safety team efficiency, reducing daily footage review from two to three hours to approximately 20–30 minutes.
These documented outcomes illustrate how Voxel supports safety and operational improvements across industrial environments. For warehouses seeking to complement inventory intelligence with continuous safety monitoring, Voxel provides a way to identify risks, coordinate corrective actions, and measure their impact.
Ready to strengthen warehouse safety and operational visibility? Schedule a meeting with a Voxel expert to explore how the platform can support your facilities.
Inventory management AI focuses on inventory counting, pallet location verification, barcode reading, and warehouse management system reconciliation. These capabilities help improve inventory accuracy, cycle counting, and stock visibility. Workplace safety AI platforms like Voxel monitor observable hazards involving vehicles, ergonomics, PPE compliance, and environmental conditions. Both technologies address different operational needs and can complement each other in warehouse environments.
Computer vision systems integrate through existing cameras, equipment-mounted devices, or fixed scanning installations. Platforms like Voxel use compatible security cameras to monitor safety and operational conditions without requiring a complete camera replacement. Other systems attach cameras to forklifts or install scanning portals at warehouse checkpoints. Deployment requirements depend on the selected technology, infrastructure compatibility, and integration needs.
Deployment timelines depend on the technology, facility layout, and existing infrastructure. Camera-based platforms like Voxel can deploy in as little as 48 hours at compatible sites, while drone-based systems may require additional mapping, charging infrastructure, and configuration. Equipment-mounted and fixed scanning solutions also require installation and integration planning. Organizations should confirm expected timelines based on their specific facility requirements.
ROI depends on the platform's purpose, deployment costs, and measurable operational improvements. Safety intelligence outcomes may include fewer injuries, reduced workers' compensation costs, and improved productivity, while inventory systems track counting efficiency, inventory accuracy, and labor savings. Voxel customer results include 70% fewer injuries and $1.1 million in annual EBITDA savings at Americold, an 82% reduction in vehicle incidents at Verst Logistics, and 73% lower workers' compensation costs at an MSI facility. These results reflect individual customer circumstances and are not guaranteed outcomes.
EHS professionals should evaluate detection accuracy, monitored risk categories, corrective action workflows, and data privacy protections. Platforms should support risks involving ergonomics, PPE, vehicles, and workplace conditions while enabling assigned actions and follow-up. Voxel combines these capabilities with existing-camera integration, certified safety expertise, and reporting across multiple facilities. Reviewing documented customer outcomes and deployment requirements helps organizations assess suitability for their safety programs.
