Industry Insights
·
May 1, 2026

Viso Alternatives

Team Voxel

Viso Suite has positioned itself as an enterprise computer vision platform supporting multiple industries and use cases, from manufacturing to construction to retail. For EHS professionals and operations teams in industrial environments, selecting an AI-powered solution that addresses risks related to people, vehicles, equipment, and the broader working environment is essential. Choosing a purpose-built AI safety platform can help organizations transform their safety programs to be more proactive and drive stronger results. This guide examines seven alternatives that serve different industrial safety needs in 2025. It starts with Voxel, an AI safety solution that delivers real-time insights to proactively reduce risk, all by leveraging your existing camera infrastructure.

Key Takeaways

  • Purpose-built safety platforms deliver specialized capabilities: Platforms designed specifically for workplace safety provide insights into risks related to ergonomics, vehicle operations, PPE compliance, and environmental hazards. General computer vision platforms may require additional configuration to address these industrial safety priorities.
  • Existing camera integration reduces deployment costs: Solutions like Voxel work with current security camera infrastructure, eliminating new hardware investments and enabling 48-hour deployment timelines.
  • Privacy-first design enables union workplace adoption: Platforms that do not use facial recognition and offer role-based access controls gain acceptance in unionized environments where surveillance technology faces resistance.
  • Operational intelligence adds ROI beyond injury prevention: Voxel's dual focus on safety and operations delivers efficiency gains like 60% material handler utilization rates alongside safety improvements.
  • Documented results matter for business case justification: Platforms with quantified outcomes like 77% injury reduction provide evidence for procurement teams evaluating investments.
  • Detection accuracy impacts real-world outcomes: Voxel achieves 95%+ detection accuracy by deploying AI models fine-tuned to each site's unique environment, ensuring reliable hazard identification.

1. Voxel

Voxel delivers an AI-powered site intelligence platform that transforms safety and operations across industrial work environments. Leveraging existing camera infrastructure, the platform turns everyday video footage into actionable insights that enable safer, more efficient operations. Backed by $44M in Series B funding, Voxel's mission is to redefine workplace safety and operations using AI for the betterment of all.

How Does Voxel Work?

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: Deploy to any site in 48 hours using existing camera infrastructure
  • Insights: Uncover and identify risks 24/7 across all sites 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 Results

Voxel's enterprise deployments show consistent, quantifiable outcomes across industries:

  • Americold achieved 77% injury reduction and $1.1M annual EBITDA savings at a 500,000+ square foot California facility
  • Carlex Glass increased safety vest compliance by 86% and reduced no-stop incidents at the end of aisles by 47% in under 3 months
  • NSG Group expanded from one pilot to over 20 facilities across the globe, reducing safety vest incidents 62% in 30 days
  • Piston Automotive cut vehicle incidents 86% in 3 months while uncovering 60% material handler utilization rates
  • Port of Virginia decreased truck speeding 50% and improved safety team productivity 85%
  • Verst Logistics reduced vehicle incidents 82% and ergonomic issues 50% in 5 months

Privacy-First Approach

Voxel does not use facial recognition or identify individuals by face; facial blurring is available upon request. The platform offers role-based access with permissions configurable at the location and camera levels. This design has enabled successful deployments in union environments, including facilities working with the United Auto Workers. Multiple clients use Voxel footage for "Caught You Being Safe" recognition programs rather than disciplinary actions.

What Makes Voxel Unique

  • Purpose-Built for Workplace Safety: Its AI is trained on extensive real-world industrial workplace scenarios, including ergonomics, vehicles, PPE, equipment, and other common events in industrial environments.
  • End-to-End Site Intelligence Platform: It supports site intelligence from detection through resolution, turning risks into recommended actions, assigning owners and deadlines, and demonstrating impact through reporting tied to real outcomes.
  • Expert-Backed Safety Intelligence: More than a technology platform, it also provides access to certified safety professionals with decades of experience in safety, risk, and operational excellence to drive measurable results.
  • AI Built for High Accuracy: It achieves 95%+ detection accuracy with models fine-tuned to each site's environment. A hybrid cloud architecture enables continuous learning, ensuring detection quality improves as more real-world data is captured.

Best For: Enterprises seeking a purpose-built workplace safety platform that adapts to any site within 48 hours, delivers end-to-end site intelligence with high AI accuracy, and scales globally across multiple sites with expert-backed implementation and SOC 2 Type II certified security.

2. Intenseye

Intenseye provides real-time hazard detection with a focus on Serious Injury and Fatality (SIF) prevention. The platform processes 22 billion frames daily and offers specialized hardware options through its Sentinel device family.

Core Capabilities

  • Real-time hazard detection with SIF prevention focus
  • Sentinel device family including thermal, 3D depth, and solar-powered cameras
  • GDPR-compliant data handling with face blurring
  • 24/7 monitoring across multiple safety categories
  • Integration with existing CCTV infrastructure

Specialized Hardware

Intenseye's Sentinel devices provide options for environments requiring specialized detection capabilities, such as thermal imaging for temperature-sensitive areas or 3D depth cameras for precise spatial monitoring.

Best For: Large enterprises requiring SIF prevention capabilities and organizations with specialized environmental monitoring needs that benefit from thermal or 3D camera technology.

3. Protex AI

Protex AI focuses on behavioral workplace safety through computer vision applied to existing CCTV infrastructure. The company emphasizes edge processing and offers a Gen-AI Copilot for advanced insights generation.

Key Features

  • Edge processing keeps video data on-site
  • Gen-AI Copilot for advanced reporting and insights
  • Customizable safety rules engine
  • PPE detection and near-miss monitoring
  • Integration with EHS platforms including Intelex

Privacy Architecture

Protex AI's edge processing approach means most sensitive video footage stays within facility premises rather than transmitting to external cloud servers. This architecture appeals to organizations with strict data sovereignty requirements.

Documented Results

Protex AI reports results including an 84% reduction in targeted behaviors at Bendix and an 80% reduction in overall incidents at Marks & Spencer during the first 10 weeks of deployment.

Best For: Organizations prioritizing on-premises video processing and those with analytics expertise to configure behavioral detection rules.

4. Spot AI

Spot AI offers a hybrid edge-cloud video intelligence platform with pre-built safety AI agents. The company has raised $93M in total funding, including a $31M Series B extension round with participation from investors like Qualcomm Ventures.

Key Features

  • Hybrid edge-cloud architecture with on-premises AI inference
  • Camera-agnostic platform supporting ONVIF cameras
  • Pre-built safety AI agents for PPE detection, forklift near-miss monitoring, and slip-and-fall identification
  • Iris no-code AI agent builder
  • Fast semantic video search capabilities

Safety Agents

Spot AI ships several pre-built safety-focused AI agents covering forklift near-miss detection, missing PPE monitoring, slip-and-fall identification, and unattended workstation alerts.

Best For: Organizations seeking a camera-agnostic video intelligence platform with hybrid edge-cloud processing and pre-built safety agents, particularly those prioritizing fast video search for investigations.

5. Verxkada

Verkada delivers cloud-managed video security with integrated analytics. The platform requires proprietary Verkada cameras and operates on a subscription model.

Platform Approach

  • Cloud-only architecture with centralized management
  • Proprietary camera hardware required
  • Plug-and-play deployment process
  • Contract terms spanning 1, 3, 5, or 10 years
  • Enterprise multi-site management capabilities

Hardware Considerations

Verkada's approach requires organizations to invest in proprietary camera hardware, with varying camera costs plus ongoing subscription fees. This model provides standardized deployment but requires replacing existing camera infrastructure.

Best For: Organizations willing to invest in proprietary hardware for standardized multi-site security and safety management, particularly those starting without existing camera infrastructure.

6. viAct

viAct offers 50+ AI safety modules designed for construction sites and high-risk industrial environments. The platform emphasizes scenario-specific detection through its viHUB dashboard.

Specialized Capabilities

  • Extensive module library covering construction-specific hazards
  • viHUB centralized dashboard for multi-site visibility
  • Instant alert functionality
  • GDPR-compliant privacy features
  • Plug-and-play deployment with existing cameras
  • Edge AI processing capabilities

Construction Industry Focus

viAct's strength lies in its deep library of construction-specific scenarios, addressing hazards unique to building sites, heavy equipment operations, and outdoor work environments.

Best For: Construction companies and contractors requiring specialized safety monitoring for building sites and outdoor industrial operations.

7. Coram AI

Coram AI provides AI-powered video intelligence focusing on security operations with safety monitoring capabilities. The platform supports camera-agnostic deployment.

Core Capabilities

  • Camera-agnostic platform supporting existing infrastructure
  • AI-powered search and analytics
  • Lower upfront costs with subscription model
  • Hybrid deployment options
  • Multi-site management capabilities

Value Proposition

Coram AI positions itself as a cost-effective alternative for organizations seeking video intelligence without proprietary hardware requirements, offering flexibility in deployment architecture.

Best For: Budget-conscious operations seeking AI video analytics with existing camera infrastructure and flexible deployment options.

Why Voxel Stands Out for Industrial Safety Intelligence

Purpose-Built for Workplace Safety

Voxel's platform is specifically designed for industrial safety environments, with AI trained on extensive real-world workplace safety scenarios. The platform detects ergonomic and PPE risks aligned with your safety standards and enables coaching within the platform. It flags speeding, unsafe stops, and proximity hazards, driving preventive actions that stop accidents before they happen. Environmental controls identify spills, obstructions, and blocked exits and turn them into proactive steps that maintain safe, efficient facilities.

Complete End-to-End Site Intelligence Platform

Voxel delivers comprehensive site intelligence that goes beyond detection. The platform instantly turns unsafe moments into assigned, trackable corrective actions. It drives accountability by assigning owners and deadlines so safety issues actually get resolved. Built-in reporting tracks action completion and shows measurable reductions, proving impact to leadership.

Expert-Backed Safety Intelligence

It takes more than a technology platform to transform safety outcomes; domain expertise is what turns technology into measurable impact. Voxel provides expert-led implementation that accelerates time to value, actionable recommendations that drive impact, and true partnership across strategy, deployment, and ongoing engagement.

AI Built with Best Accuracy

Voxel achieves 95%+ detection accuracy by deploying AI models that are fine-tuned to each site's unique environment. A hybrid cloud architecture enables continuous learning, ensuring detection quality improves as more real-world data is captured.

Speed and Scalability for Industrial Environments

Speed and scalability are critical in industrial environments. Voxel's AI safety solution adapts quickly to new environments, deploys rapidly across multiple sites, and enables safety teams to scale proven practices across the enterprise to build a stronger safety culture. NSG Group expanded from one pilot to more than 20 facilities across the globe, demonstrating the platform's ability to deliver sustained value as organizations expand.

Privacy-First Design for Union Environments

Voxel's architecture, with no facial recognition, facial blurring available upon request, and configurable role-based access, has enabled adoption in unionized workplaces where surveillance technology typically faces resistance. Documented deployments include facilities working collaboratively with UAW leadership, using the platform for positive recognition rather than punitive enforcement.

Proven Enterprise Scale

Voxel is purpose-built for global operations with multi-site dashboards and standardized metrics across locations. The platform supports 12 languages, enabling multilingual teams to work together seamlessly across the enterprise. For EHS professionals evaluating alternatives to general computer vision platforms, Voxel's combination of workplace-specific safety detection, operational intelligence, and proven enterprise results makes it the clear choice for industrial environments. Explore Voxel customer stories to see documented outcomes across logistics, manufacturing, and distribution operations.

Frequently Asked Questions

What makes purpose-built safety AI different from general computer vision platforms?

Purpose-built safety platforms like Voxel train their AI specifically on industrial workplace scenarios, including ergonomics, vehicle operations, PPE compliance, and environmental hazards. Voxel's AI is trained on extensive real-world industrial workplace data, enabling 95%+ detection accuracy for safety-specific use cases. General computer vision platforms may require additional configuration and development resources to achieve similar workplace safety capabilities.

What kind of return on investment can companies expect from implementing AI safety solutions?

Documented results from Voxel deployments demonstrate significant ROI. Americold achieved $1.1M annual EBITDA savings alongside 77% injury reduction. Piston Automotive uncovered 60% material handler utilization rates enabling workload optimization. Port of Virginia improved safety team efficiency by 85%, reducing daily footage review from 2-3 hours to 20-30 minutes. These operational insights create ROI beyond injury prevention alone.

Can AI safety platforms integrate with my existing security camera infrastructure?

Voxel connects to any existing security cameras and goes live within 48 hours of installation, requiring no new hardware infrastructure. The platform works with standard IP cameras already installed in industrial facilities. Other alternatives like Protex AI, Intenseye, and Spot AI also support existing camera integration, while Verkada requires proprietary camera hardware.

What is the typical deployment timeline for an AI-powered safety system?

Deployment timelines vary significantly across platforms. Voxel deploys to any site in 48 hours using existing camera infrastructure, with measurable results typically visible within 30 to 90 days. Other platforms range from days to weeks depending on complexity and customization requirements. Viso Suite, as a development platform, typically requires longer implementation timelines due to its configuration complexity.

Are AI safety solutions suitable for unionized environments?

Privacy-first platforms designed without facial recognition can successfully deploy in unionized environments. Voxel has documented deployments in facilities working collaboratively with UAW leadership. Multiple clients use Voxel footage for "Caught You Being Safe" recognition programs rather than disciplinary actions, emphasizing coaching and positive behavior change over punitive enforcement. 

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