SeeChange Alternatives

SeeChange markets retail loss-prevention software, including AI self-checkout, AI produce recognition, and AI hazard detection for customer-facing retail environments. One market forecast cited by SeeChange values the self-checkout market at $5.5B in 2024 and $17.3B by 2032, though public forecasts vary. As retailers increasingly recognize that comprehensive facility safety extends beyond customer transactions, modern operations require protection across loading docks, warehouses, and back-of-house areas. For EHS professionals and operations teams seeking a purpose-built AI safety platform, this guide examines seven alternatives that address total facility safety needs in 2026. It begins with Voxel, a site intelligence platform that delivers real-time insights to proactively reduce risk across industrial environments while leveraging existing camera infrastructure.

Key Takeaways

• Purpose-built safety platforms address comprehensive facility risks: While SeeChange focuses on customer-facing retail scenarios, platforms designed for workplace safety provide insights into risks related to people, vehicles, equipment, and the broader working environment
• Existing camera integration eliminates hardware investments: Solutions like Voxel connect to current security cameras and deploy within 48 hours, avoiding costly infrastructure changes and operational disruptions
• Privacy-first features may reduce deployment friction in some unionized environments: Platforms that avoid facial recognition and offer role-based access controls may gain acceptance in unionized workplaces where surveillance technology faces resistance
• Operational intelligence delivers ROI beyond injury prevention: Voxel's dual focus on safety and operations uncovers insights like 60% material handler utilization rates alongside safety improvements
• Documented results justify technology investments: Platforms with quantified outcomes such as 77% injury reduction and $1.1M annual savings provide evidence for procurement teams evaluating enterprise solutions

1. Voxel

Voxel is a site intelligence platform committed to helping organizations reduce safety and operational risk in industrial environments. Leveraging existing camera infrastructure, the platform transforms everyday video footage into actionable insights that enable safer, more efficient operations. Backed by $83M in total funding including a Series B round, Voxel's mission is to redefine safety and operations in the workplace 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 include:

• Deployment: Deploy to any site in 48 hours using existing camera infrastructure
• Insights: Uncover and identify risks 24/7 across all sites related to people, vehicles, equipment, and the workplace environment
• Actions: Turn insights into action with workflows that include 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 aisle ends by 47% in under 3 months
• NSG Group reduced safety vest incidents 62% in 30 days and expanded from one pilot to over 20 global facilities
• Piston Automotive cut vehicle incidents 86% in 3 months while uncovering 60% material handler utilization rates
• Port of Virginia reduced 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 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: Voxel's AI is trained on more than 5 billion hours of real-world industrial workplace scenarios, including ergonomics, vehicles, PPE, equipment, and other events found in industrial environments
• End-to-End Site Intelligence Platform: Voxel provides complete site intelligence from detection to resolution, converting risk into recommended actions, assigning owners and deadlines, and proving impact with reporting that shows real results
• Expert-Backed Safety Intelligence: More than a technology platform, Voxel provides organizations access to certified safety professionals who bring decades of expertise in safety, risk, and operational excellence to drive measurable results
• AI Built with the Best Accuracy: Voxel achieves 95%+ detection accuracy by deploying AI models that are fine-tuned to each site's unique environment

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 95%+ AI accuracy, and scales globally across 250+ sites with expert-backed implementation and SOC 2 Type II certified security.

2. Protex AI

Protex AI delivers enterprise safety automation through computer vision applied to existing CCTV infrastructure. The company raised $36M in Series B funding and emphasizes edge processing where video analysis occurs on-site rather than in external cloud servers.

Key Features

• Plug-and-play vision processing box connects to existing CCTV
• Custom safety rules and dashboards using in-house EHS expertise
• Gen-AI "Copilot" tool for instant insights into unsafe behaviors
• PPE detection and near-miss monitoring
• Actions feature for creating and tracking corrective measures

Documented Results

According to Protex AI's case-study materials, the platform has demonstrated results across retail and industrial environments, such as a UK packaging manufacturer reduced safety events by 62% and unlocked £750k in funding

Privacy Architecture

Protex AI's edge processing approach means most sensitive video footage stays within facility premises rather than transmitting to external cloud servers. Protex emphasizes on-site processing and edge deployment.

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

3. Intenseye

Intenseye provides an AI workplace safety and compliance platform with a focus on comprehensive hazard visibility and ergonomic assessments. Founded in 2018 and based in New York, Intenseye markets an AI workplace safety platform for industrial and enterprise users, including ergonomic and compliance use cases.

Core Capabilities

• Real-time hazard detection across multiple categories
• Ergonomic assessment specialization
• Compliance monitoring and safety equipment tracking
• GDPR-compliant data handling
• Integration with existing CCTV infrastructure

Enterprise Focus

Intenseye positions itself for organizations requiring comprehensive safety analytics at scale, with features designed for complex multi-site industrial environments where ergonomic risks and compliance monitoring are priorities.

Best For: Large enterprises seeking comprehensive hazard visibility with specialized ergonomic assessment capabilities.

4. Observia

Observia markets vision AI for safer workplaces, emphasizing existing-camera deployment, privacy, and safety-manager usability. The platform offers edge processing and custom AI models tailored to specific facilities and says it can deploy in days using existing cameras.

Core Value Proposition

• Edge processing for on-premise video analysis
• Custom models trained per facility on actual site conditions
• EHS-first interface designed for safety managers
• Fast deployment with minimal infrastructure friction
• SOC 2 certification and GDPR alignment

Implementation Approach

Observia says it works with existing cameras and supports RTSP/ONVIF-compatible deployments, making the platform accessible to organizations with mixed infrastructure. The emphasis on custom facility models allows detection scenarios to adapt to site-specific layouts and hazards.

Best For: Industrial operations seeking customized AI models and transparent pricing. 

5. Visionify

Visionify delivers AI-powered workplace safety with an emphasis on streamlined EHS tasks and accessible entry points. The platform offers a starter kit option, PPE scenario, edge server, and white-glove onboarding.

Key Features

• 24/7 detection of hazards and violations through existing CCTV cameras
• Visionify can use existing cameras, but some deployments include additional on-prem edge hardware or software
• Compact edge server for on-site real-time analysis
• Multiple safety scenarios including PPE compliance, slip/fall detection, confined spaces, and working at heights

Starter Kit Accessibility

Visionify's starter kit includes PPE compliance scenario, edge server, and white-glove onboarding.

Best For: Organizations seeking an accessible entry point to AI safety with starter kit options and straightforward deployment. 

6. Arvist AI

Arvist AI specializes in hazard detection and PPE compliance monitoring for warehouses, 3PL hubs, distribution centers, and airport cargo facilities.

Specialized Capabilities

• Real-time hazard monitoring and automated risk detection
• PPE compliance detection with automated alerts
• Fallen person detection and near-miss monitoring
• Lone worker detection for isolated area safety
• Focus on environments where human error and heavy machinery create accident-prone conditions

Evaluation Options

Organizations interested in Arvist AI should contact the vendor directly for current evaluation and trial options.

Best For: Warehouses and logistics operations requiring specialized PPE and hazard detection. 

7. CompScience

CompScience combines workplace safety analytics with workers' compensation insurance in a unique hybrid model. The platform pairs workers' compensation insurance with AI safety analytics and claims/risk insights, publicly framing the offering around total cost of risk.

Hybrid Model

• Safety analytics platform integrated with insurance product
• Workers' compensation insurance paired with AI safety analytics and claims/risk insights
• CompScience publicly claims reduced claims and lower total cost of risk; public evidence on specific premium mechanics is limited
• Data-driven approach to identifying and mitigating workplace risks

Financial Incentive Alignment

CompScience positions safety improvements as a way to reduce claims and insurance-related cost.

Best For: Organizations seeking to connect safety technology investments directly to workers' compensation insurance outcomes. 

Why Voxel Stands Out for Comprehensive Facility Safety

Purpose-Built for Workplace Safety

Voxel's platform is specifically designed for industrial safety environments, with AI trained on over 5 billion hours of 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 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.

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 supports global operations with multi-site dashboards and standardized metrics across locations. NSG Group expanded from one pilot to over 20 global facilities. This scalability demonstrates the platform's ability to deliver sustained value as organizations expand their safety programs internationally.

For EHS professionals evaluating alternatives to customer-facing retail platforms like SeeChange, Voxel's combination of workplace-specific safety detection, operational intelligence, and proven enterprise results makes it the clear choice for comprehensive facility coverage. Explore Voxel customer stories to see documented outcomes across logistics, manufacturing, and distribution operations.

Frequently Asked Questions

What is the difference between SeeChange and industrial safety AI platforms?

SeeChange focuses on customer-facing retail scenarios including self-checkout security, fresh produce recognition, and in-store hazard detection for shoppers. Industrial safety AI platforms like Voxel address employee protection across warehouses, manufacturing plants, distribution centers, and back-of-house operations. For retailers, this means comprehensive coverage of receiving docks, stocking areas, and operational spaces.

How does Voxel ensure worker privacy while monitoring safety?

Voxel ensures data security and privacy through SOC 2 Type II audited controls, end-to-end encryption in transit (TLS 1.2) and at rest (AES-256), strict role-based access controls, and ISO 27001 certified AWS cloud infrastructure. In addition, Voxel incorporates workforce anonymization features, such as worker body blurring, to further protect individual privacy. The platform does not use facial recognition or identify employees by face.

Can Voxel integrate with existing security camera systems?

Yes. Voxel integrates with existing camera infrastructure to detect leading indicators of safety and operational risk in real-time. The platform connects to any existing security cameras and goes live within 48 hours of installation, requiring no new hardware investment or infrastructure changes.

What kind of ROI can organizations expect from implementing Voxel?

Documented results demonstrate significant returns. Americold achieved 77% injury reduction and $1.1M annual EBITDA savings. Piston Automotive identified 60% material handler utilization rates enabling workload optimization. Port of Virginia improved safety team efficiency by 85%, reducing footage review from 2-3 hours daily to 20-30 minutes.

Does Voxel support international operations and multilingual workforces?

Yes. Voxel supports 12 languages and operates across facilities in North America, South America, Europe, and Asia. NSG Group's expansion from one pilot to over 20 global facilities across multiple countries demonstrates the platform's ability to support diverse international operations with round-the-clock support availability across time zones.