Industry Insights
·
March 12, 2026

Assaia Alternatives

Team Voxel

Assaia has established itself as a notable player in AI-powered airport operations, using computer vision to monitor aircraft turnarounds and ground handling workflows. With one forecast (IndustryARC) estimating the AI-in-aviation market could reach about $13.3B by 2030, though published estimates vary widely by definition and methodology, organizations across aviation and industrial operations are evaluating platforms that can transform existing camera infrastructure into actionable intelligence. For operations teams prioritizing workplace safety alongside efficiency, choosing a purpose-built AI safety platform can help transform safety programs and deliver measurable results. This guide examines seven alternatives serving different operational needs in 2026, starting with Voxel, a site intelligence platform that delivers real-time insights to proactively reduce risk while leveraging existing camera infrastructure.

Key Takeaways

  • Computer vision AI transforms existing cameras into intelligence systems: Platforms like Voxel and Assaia use AI to analyze video feeds from existing camera infrastructure, reducing the need for significant new hardware investments and enabling rapid deployment
  • Safety-first platforms address different priorities than turnaround optimization: While Assaia focuses on aircraft turnaround efficiency, alternatives like Voxel prioritize workplace safety and injury prevention across industrial operations
  • The ground handling market is expanding rapidly: The ground handling services industry reached $29.45B in 2025 and is projected to grow at 6.4% CAGR to $40.59B by 2030, driving demand for AI solutions
  • Privacy-first design enables adoption in regulated environments: Platforms that avoid facial recognition and offer role-based access controls can facilitate acceptance in unionized workplaces and facilities with strict data requirements
  • Documented results justify technology investments: Platforms with quantified outcomes like 77% injury reduction and 50% truck speeding reduction provide evidence for procurement teams evaluating solutions

1. Voxel

Voxel delivers an AI-powered site intelligence platform that transforms safety and operations across industrial work environments, including ports and terminals. 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, including port operations:

  • Port of Virginia reduced truck speeding 50% and improved safety team productivity 85%, saving 125 minutes daily in footage review
  • Americold achieved 77% injury reduction and $1.1M annual EBITDA savings at a 500,000+ square foot facility
  • NSG Group expanded from one pilot to over 20 global facilities after reducing safety vest incidents 62% in 30 days
  • Piston Automotive cut vehicle incidents 86% in 3 months while uncovering 60% material handler utilization rates
  • Carlex Glass increased safety vest compliance by 86% and reduced no-stop incidents at aisle ends by 47% in under 3 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 more than 5 billion hours of 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 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: Organizations across aviation, ports, logistics, and manufacturing 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 with expert-backed implementation and SOC 2 Type II certified security.

2. Schiphol Deep Turnaround

Schiphol Deep Turnaround is an AI-powered turnaround monitoring system developed by Schiphol Airport in collaboration with Eindhoven Airport. The system uses apron-mounted cameras to monitor turnaround tasks in real time, with AI models that detect the start and end of each task automatically.

Core Capabilities

  • Real-time monitoring of turnaround tasks via computer vision
  • AI-driven prediction of aircraft departure readiness
  • Automatic flagging of potential delays before they escalate
  • Integration with existing apron camera infrastructure where conditions support it

Airport-Developed Solution

As an airport-developed system rather than a third-party vendor offering, Deep Turnaround demonstrates how aviation operators can build in-house AI capabilities. The collaboration between major European airports enables shared best practices and continuous improvement.

Best For: Airports interested in developing proprietary AI turnaround monitoring capabilities or seeking proven implementations from peer organizations.

3. INFORM Software (GroundStar)

INFORM Software brings decades of aviation expertise to ground operations optimization. The company offers AI-powered solutions for ground handlers, addressing areas such as predictive maintenance and intelligent task allocation.

Key Features

  • AI-powered predictive maintenance for ground support equipment
  • Intelligent decentralized task allocation for ground crews
  • Cargo staging optimization for efficient turnarounds
  • Weather prediction integration informed by research suggesting AI-based weather models could reduce weather-related delays by up to 20%, according to a 2023 study cited by INFORM

Enterprise Ground Operations Focus

INFORM positions itself as a comprehensive ground operations platform rather than a turnaround-specific tool. The company hosts the AI Aviation Summit, demonstrating thought leadership in applying artificial intelligence to aviation challenges.

Best For: Ground handlers and airport operators seeking a comprehensive operations management platform with AI capabilities layered onto proven legacy systems.

4. ZestIoT

ZestIoT positions itself as an AI platform specifically targeting aircraft turnaround and resource management. The company emphasizes enhancing Aircraft Turnaround and Resource Management while improving the passenger journey.

Platform Focus

  • AI-driven turnaround optimization
  • Resource management and allocation
  • Passenger journey improvement integration
  • Focus on overcoming AI adoption hesitancy in aviation

Industry Engagement

ZestIoT actively engages with the aviation community through industry events and thought leadership on AI adoption challenges, helping airports understand how to implement AI for turnaround management effectively.

Best For: Airports and airlines seeking a focused AI solution for turnaround and resource management with an emphasis on practical implementation.

5. Neural Lab (Ops Assist)

Neural Lab offers AI-driven airport operations optimization with a focus on baggage transfers and staff scheduling at airport hubs.

Core Capabilities

  • AI optimization of baggage transfers
  • Algorithm-powered staff scheduling and deployment
  • Identification of high-priority flights for timely handling
  • AI-generated recommendations for complex operational scenarios

Operational Intelligence

Neural Lab's platform delivers significant staff savings and improved on-time performance through intelligent resource allocation. The AI identifies patterns and generates recommendations that help operations teams make better decisions under pressure.

Best For: Airports seeking AI-native solutions for baggage handling and staff optimization with a focus on operational efficiency.

6. QOCO Systems

QOCO Systems delivers AI-supported aviation solutions with a focus on maintenance, tooling control, and data exchange. The company has established partnerships with major airlines, including Finnair's implementation of MROTools.io for digital tool management.

Key Features

  • AI-supported predictive maintenance integrated with inventory
  • Real-time data streams and automated exchange via Aviadex and EngineData.io
  • Digital tooling control and traceability through MROTools.io
  • Fleet-wide optimization automating task assignment and resource planning

Tooling Control and Data Exchange

QOCO's solution set centers on MROTools, Aviadex, EngineData, and Assignment, providing airlines and MROs with digital tooling management, automated data exchange, and planning visibility. The platform supports audit trails and compliance workflows, including tooling traceability.

Best For: Airlines and MRO organizations seeking AI-powered maintenance optimization with digital tooling control and data exchange capabilities.

7. Transoft AeroCENTRAL

Transoft Solutions offers AeroCENTRAL, an airport operations management platform with a focus on stand management and apron operations. The platform receives regular feature updates, with documented releases through 2026.

Platform Capabilities

  • Stand Guide application for publishing and viewing aircraft stand configurations, restrictions, and operational procedures
  • Stand adjacency restriction management
  • External file linking for operational documentation
  • Integration with airport planning workflows

Active Development

Transoft demonstrates ongoing commitment to the platform through regular feature updates, addressing evolving airport operational needs and user feedback.

Best For: Airports seeking stand management and information-sharing tools from an established aviation design software company.

Why Voxel Stands Out for Industrial and Port Operations

Computer Vision Technology Proven Across Physical Operations

Voxel uses the same core technology as Assaia: computer vision AI applied to existing camera infrastructure. While Assaia focuses specifically on aircraft turnaround efficiency, Voxel has proven this technology across logistics, manufacturing, and port operations. The Port of Virginia deployment demonstrates how computer vision AI can transform safety outcomes in high-volume, mixed-workforce environments similar to airports.

Safety-First Alternative to Pure Efficiency Optimization

For organizations where worker safety is the primary concern, Voxel offers a fundamentally different value proposition. The platform detects ergonomic risks, PPE compliance issues, vehicle safety hazards, and environmental dangers. This safety-first approach addresses leading indicators of workplace injuries rather than focusing solely on operational throughput.

Purpose-Built for Workplace Safety

Voxel's AI is trained on more than 5 billion hours of real-world industrial workplace scenarios. The platform identifies unsafe behaviors and conditions across multiple risk categories:

  • Ergonomics: Improper trunk, neck, arm, and leg positioning
  • PPE Compliance: Hard hats, safety vests, and bump caps
  • Vehicle Safety: Speeding, tailgating, parking violations, and no-stops at intersections
  • Area Controls: Spills, blocked exits, unauthorized zone violations

End-to-End Site Intelligence Platform

Voxel goes beyond detection to provide complete site intelligence from identification through resolution. The platform turns risks into recommended actions, assigns owners and deadlines, and demonstrates impact through reporting tied to real outcomes. This closed-loop approach ensures safety issues get resolved rather than simply documented.

Proven Enterprise Scale Across Global Operations

Voxel serves Fortune 500 enterprises across 14 countries with deployments spanning North America, South America, Europe, and Asia. NSG Group expanded from one pilot to over 20 global facilities, demonstrating the platform's ability to scale and deliver sustained value across diverse industrial environments.

Privacy-First Design Enables Union Workplace Adoption

Voxel's architecture does not use facial recognition and offers facial blurring, along with configurable role-based access. This design has enabled adoption in unionized workplaces where surveillance technology typically faces resistance, including facilities working collaboratively with UAW leadership for positive recognition rather than punitive enforcement.

For EHS professionals and operations teams evaluating AI-powered platforms, Voxel's combination of workplace-specific safety detection, operational intelligence, and proven enterprise results makes it a compelling choice. Explore Voxel customer stories to see documented outcomes across port operations, logistics, and manufacturing environments, or schedule a meeting with a Voxel expert.

Frequently Asked Questions

What makes Voxel a leading alternative to other AI safety platforms like Assaia?

Voxel uses the same core technology as Assaia: computer vision AI applied to existing camera infrastructure. The key difference is focus. While Assaia optimizes aircraft turnaround efficiency, Voxel is purpose-built for workplace safety across industrial operations including ports, logistics, and manufacturing. Voxel's AI is trained on more than 5 billion hours of real-world industrial scenarios, achieving 95%+ detection accuracy for safety hazards.

How does Voxel ensure worker privacy while monitoring for safety hazards?

Voxel does not use facial recognition or identify individuals by face. Facial blurring is available upon request, and the platform offers role-based access with permissions configurable at location and camera levels. This privacy-first design has enabled successful deployments in union environments, with clients using footage for coaching and recognition programs rather than disciplinary actions.

What types of industrial environments can benefit most from Voxel's AI technology?

Voxel serves diverse industries including ports and terminals, logistics and supply chain, manufacturing, food and beverage, and retail distribution. The Port of Virginia deployment demonstrates effectiveness in high-volume operations with mixed workforces, achieving 50% truck speeding reduction and 85% safety team efficiency improvement.

What is the typical return on investment for implementing Voxel's safety platform?

Voxel delivers measurable ROI through both injury reduction and operational efficiency gains. Americold achieved $1.1M in annual EBITDA savings alongside 77% injury reduction. Piston Automotive identified 60% material handler utilization rates, enabling workload optimization. These operational insights create business case justification extending beyond injury prevention.

How quickly can Voxel be deployed and integrated into existing security camera systems?

Voxel deploys to any site within 48 hours using existing camera infrastructure. No new hardware installation is required. The platform integrates with standard security systems already installed in industrial facilities, with AI models fine-tuned to each site's unique environment for optimal accuracy.

Does Voxel's platform support a non-punitive approach to workplace safety?

Yes. Voxel emphasizes non-punitive safety culture development where video footage and analytics empower coaching rather than disciplinary action. Multiple clients document using the platform for "Caught You Being Safe" recognition programs and teaching moments that strengthen supervisor-worker relationships. This approach aligns with Human and Organizational Performance (HOP) principles while maintaining compliance documentation capabilities.

Let’s Build a Safer, Smarter Workplace.