Founded by Mr. Samson Li, CarryAI LAB Limited has rapidly become a significant player in applying artificial intelligence to industrial challenges.

The company specializes in Vision Language Models (VLM) and computer vision, crafting smart, effective solutions for critical sectors like construction, healthcare, and facilities management. With over 18 years in security, cloud, and other digital-related fields, Mr. Li has consistently pushed the boundaries of what’s possible with technology. His journey, from building high-traffic web platforms to pioneering cutting-edge architecture, has given him a deep technical grounding, allowing him to guide CarryAI towards creating scalable, privacy-focused solutions that not only succeed commercially but also make a real difference in society.Hong Kong’s industrial sectors grapple with high human costs and systemic vulnerabilities. CarryAI’s Vision-Language Models (VLM) have emerged as a vital tool to address these issues. The city’s construction and facility management industries are at a crossroads, facing operational pressures from rapid urban development and the increasing strain of outdated, labour-intensive monitoring. With a noticeable shortage of skilled workers and an ageing workforce, relying on manual oversight to maintain extensive infrastructure is simply no longer sustainable.

Data from the Association for the Rights of Industrial Accident Victims (ARIAV), the Labour Department’s Occupational Safety and Health Statistics Bulletin, and Housing Authority performance reports reveal the following disturbing trend in construction industry accidents:

Year

Recorded Industrial Accidents

 Recorded Fatalities

2024

3,037

14

2025

2,425

23

2026 (Jan-May)

1,100

11

These figures clearly demonstrate a persistent pattern of safety failures. Manual inspections and human vigilance, however well-intentioned, are no longer enough to prevent such incidents. Apart from this, the devastating Wang Fuk Court fire in Tai Po in November 2025 starkly illustrated these systemic failures, highlighting regulatory gaps and the urgent need for reliable, unbiased monitoring systems that operate independently of human error or corrupt practices.
Similarly, managers of Hong Kong’s vast commercial and residential complexes face an equally formidable task. The sheer size of modern properties makes thorough manual monitoring almost impossible, forcing a constant, difficult balancing act between cutting operational costs and maintaining safety standards. Across both sectors, stakeholders prioritize three essential pillars: efficiency, safety, and privacy.

Mr. Samson Li, Founder of CarryAI LAB Limited

“In a bustling, fast-paced city like Hong Kong, we can no longer afford to rely solely on human observation to manage the inherent risks across our industrial sectors. CarryAI’s goal is to offer an unwavering, objective eye that doesn’t just watch, but actively protects – shifting us from a reactive approach to one of proactive prevention, where every life is safeguarded.”
– Mr. Samson Li, Founder of CarryAI LAB Limited

There is a clear and growing demand for solutions that provide real-time, actionable insights and optimize resource allocation without needing a complete infrastructure overhaul or compromising individual privacy. CarryAI’s Vision-Language Models (VLM) technology bridges this gap, directly addressing these critical needs as the solution offers an objective, ever-vigilant eye that spots hazards and ensures compliance in real-time.

The VLM Advantage: Seeing, Thinking, Acting

CarryAI’s unique approach fundamentally reshapes how artificial intelligence interacts with the physical world. It moves beyond simple object detection to a sophisticated “See. Think. Act.” framework. This ground-breaking method utilizes advanced Vision-Language Models (VLM) deployed directly at the edge, transforming ordinary infrastructure cameras and robots into smart, responsive agents. This powerful capability allows CarryAI’s VLM to interpret complex scenes, understand context, and generate precise, actionable insights. Unlike older AI systems that often rely on basic object detection and constant cloud connections, CarryAI’s edge-native architecture provides human-like reasoning in situations where speed, privacy, and accuracy are paramount. This distinctive design philosophy makes CarryAI an essential partner for organizations that prioritize data security, operational speed, and rock-solid reliability. Some of its key strengths include:

Patent-Pending Accuracy with Dynamic TrustMatrix™: Many AI systems struggle with changing environmental conditions, leading to inconsistent results. CarryAI’s exclusive Dynamic TrustMatrix™ algorithm dynamically adapts to complex environments, delivering unparalleled object detection accuracy without constant manual adjustments. This guarantees dependable performance, even in challenging settings.
TrueAlert Shield™ (90% False Alarm Reduction): To combat the widespread problem of alarm fatigue in security and facility teams, TrueAlert Shield™ aggressively filters out environmental distractions. It can tell the difference between harmless events like glare or fog and genuine threats such as smoke or fire, cutting false alarms by up to 90%. This allows teams to focus on real incidents.
100% Edge-Native & Cloud-Independent: Designed to run flawlessly on powerful hardware like Apple Silicon and NVIDIA Jetson, CarryAI’s VLM processes visual data locally. This means zero reliance on the cloud, complete data control, and immunity to network outages, all while handling complex visual reasoning tasks in under 3 seconds. This also ensures absolute data privacy, as no sensitive visual information ever leaves your local network.
Context-Aware Reasoning in Complex Environments: Rather than merely spotting a person or door, CarryAI’s VLM interprets relationships between objects and their surroundings. This allows it to identify why someone may be in a restricted area or recognize when a wet mop near an electrical box creates a safety risk. The system can also read temporary ‘Out of Order’ signs and respond to a property manager’s text queries, enabling teams to investigate unusual conditions without relying on a fixed list of pre-programmed events.

“Real intelligence isn’t just about identifying an object. It’s about truly understanding the context of a situation in real-time. By bringing our ‘See. Think. Act.’ approach directly to the edge, we’re giving infrastructure the power to reason and respond with the speed and absolute privacy that today’s industries demand.” – Mr. Samson Li

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CarryAI’s VLM solutions are set to transform the construction and facilities management sectors. They introduce a fresh approach to quality control, safety, and project management. In the construction industry, this means significantly boosting project efficiency and oversight through:
Precision Progress vs. Plan Validation: The system precisely compares daily site photos against Building Information Modeling (BIM) data. This enables accurate verification of elements like rebar spacing, formwork alignment, and Mechanical, Electrical, and Plumbing (MEP) rough-ins, slashing Request for Information (RFI) cycles by as much as 60%.
Proactive Quality Control Checkpoints: CarryAI’s VLM can spot tiny flaws such as concrete cracks, weld imperfections, or missing anchors across large areas. These findings are automatically tagged on images and directly linked to punch lists, ensuring quick fixes and strict adherence to quality standards.
Efficient Material Tracking & Waste Reduction: By identifying excess lumber, misplaced rebar cages, or unused fixtures on-site, the VLM helps match inventory against delivery records. This smart tracking dramatically cuts down on material waste and rework costs, leading to more sustainable and budget-friendly projects.

Mr. Li further elaborates on the tangible benefits, “We’re moving past mere data collection to genuine, actionable intelligence. Whether we’re cutting RFI cycles by 60% in construction or achieving 95% accuracy in property valuations, our aim is to transform visual data into a tangible competitive edge that drives outstanding operational performance for our partners.”

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Turning Visual Data into Actionable Facility Intelligence

In the facilities management sector, CarryAI’s technology supports safer, more responsive property operations through practical applications that include automated CCTV-based compliance checks on external, restricted, and fire doors, as well as the following eight scenario-specific alerts:

1.) People Falling & Prolonged Sitting: CarryAI’s VLM identifies visitors who have fallen or remained incapacitated for an extended period, immediately alerting the control centre so that medical assistance can be arranged.
2.) Aggressive Behaviour & Fighting: Through analysis of limb movements and physical interactions, the system can recognize fights and aggressive behaviour, allowing security teams to intervene and mediate at an early stage.
3.) Children Riding Scooters or Bicycles: Unauthorized indoor riding in malls or estate corridors is detected promptly, enabling frontline staff to respond before the activity creates a risk to pedestrians.
4.) Spilled Drinks & Litter on Floors: Visual recognition of spilled beverages and discarded rubbish enables the nearest cleaning team to respond quickly and reduce slip-and-fall risks.
5.) Unattended Luggage: Luggage, boxes, and backpacks left unattended for extended periods can be tracked and flagged, supporting both security responses and lost-and-found procedures.
6.) Smoking Behaviour: Smoking in non-smoking areas or concealed corners is identified proactively, helping property managers enforce smoking restrictions more effectively.
7.) Fully Covered Faces & Suspicious Visitors: The system flags and cross-checks suspicious individuals who deliberately conceal their faces, supporting earlier security intervention.
8.) Overstay Vehicle Detection: Vehicle dwell times in residential drop-off zones and private roads are recorded automatically, with alerts sent to on-duty security when a vehicle overstays or causes an obstruction.

Beyond the eight scenarios, additional VLM capabilities include:
Automated Damage & Maintenance Patrols: Beyond the scenario-specific spill and litter alerts described above, the VLM detects broken glass, structural cracks, dents, and flickering or burnt-out lighting across large commercial properties. It also performs continuous visual checks on waste and recycling stations, confirming proper bin closure to maintain hygiene and prevent odours.
High-Performance Mobile & Robotic Integration: CarryAI transforms robotic dogs from simple patrol machines into intelligent safety agents. These agents can navigate construction sites, complex warehouses, and night-time mall patrols to identify critical dangers. It also carries out rigorous, scheduled visual inspections of vital infrastructure, such as emergency power boxes and server rooms, providing reliable 24/7 oversight.

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Early deployment experience points to measurable administrative benefits. Local case studies indicate that upgrading traditional building cameras to smart sensors has improved the processing efficiency of daily facility inspections and anomaly reports by 60%, reducing the burden on frontline security staff. CarryAI has also been approached by a major property-management company in Thailand with a plan to upgrade 2,000 CCTV cameras over five years, illustrating the potential scale of the transition from human-only monitoring to AI-assisted inspection.
Its adaptability extends beyond a fixed catalogue of events. Property managers can use natural-language queries to investigate unusual conditions, such as flammable clutter or abnormal analogue meter readings in a pump room. By considering surrounding safety labels and equipment conditions, CarryAI’s VLM can support inspections that are not limited to a pre-programmed list of events.

The Road Ahead: A Year of Focused Innovation

This year, CarryAI is sharpening its focus on the facility management industry, building on its past successes and expanding its influence. Mr. Li highlights the concrete benefits clients are already experiencing: “Those who are using AI detection are seeing a significant boost in their capabilities, much better accuracy and understanding, and the flexibility to adjust detection parameters. This translates into a noticeably improved operational experience, moving beyond just collecting data to gaining truly intelligent insights.”A key advantage for CarryAI in 2026 is its pricing model. By offering clear and competitive pricing, CarryAI aims to make advanced VLM technology accessible to more businesses, ensuring a clear return on investment. This dedication to value, combined with the positive experiences of current users, strongly supports wider adoption of VLM in daily operations.
To further accelerate this industry shift, CarryAI is actively planning a series of seminars with key partners. These events will serve as platforms for sharing real-world success stories and demonstrating how CarryAI’s VLM solutions are reshaping the industry, fostering a collaborative environment for innovation. Earlier this year, CarryAI also participated in the “Enterprise AI Upgrade and Transformation Exchange Day,” organized by HK01, where it joined international corporate representatives and developers to examine practical applications and business opportunities for AI in property and facilities management.

Beyond its commercial pursuits, CarryAI remains deeply committed to social responsibility through SenianAI. This non-profit initiative uses CarryAI’s advanced edge-AI architecture to tackle pressing societal needs, especially in elderly care. By focusing on solutions like fall detection and continuous health monitoring, SenianAI perfectly illustrates how cutting-edge technology can be used to protect vulnerable people while strictly maintaining personal privacy. It’s a powerful testament to CarryAI’s belief that innovation should serve both business goals and the greater good, showcasing the ethical application of AI for community benefit.The Mediazone Group extends its heartfelt congratulations to CarryAI LAB Limited for earning the prestigious Hong Kong’s Most Valuable Companies 2026 award. This esteemed recognition powerfully affirms their dedication to excellence, their groundbreaking work in Vision-Language Model (VLM) solutions, and their profound commitment to both their clients and the broader community within Hong Kong’s dynamic AI and smart construction sectors.
We celebrate their remarkable achievements and look forward to their continued growth, leadership, and invaluable contributions to the global AI landscape. For comprehensive information on CarryAI’s cutting-edge solutions, please visit their official website: https://www.carryai.co