In today’s fast-paced world, traditional CCTV systems are no longer enough. They can’t automatically detect specific events or unusual objects without human review. Affirmo AI Smart CCTV transforms surveillance with advanced AI that recognizes and track objects in real time — fully customizable to your organization’s needs.
It can detect people without safety gear, recognize wildlife to prevent obstruction, identify or identify hazards such as smoke and flooding. Affirmo AI can also detect suspicious behaviors such as loitering or intrusion into restricted areas, recognize weapons or unattended objects, and monitor traffic congestion or stopped vehicles within facility grounds. Beyond that, Affirmo AI adapts to any environment and alerts security teams instantly — the smarter choice for government, industrial, and commercial sites.
Why Traditional CCTV Systems Are Falling Behind
Traditional CCTV systems are reactive, meaning they only record footage and require manual review. This process is time-consuming, prone to human error, and can lead to missed incidents. As the world connects more, businesses and public groups need smarter surveillance systems. These systems should automatically spot, analyze, and react to threats in real-time.
Affirmo AI Smart CCTV delivers an advanced solution. It employs AI video analytics to identify specific objects, behaviors, and movements. While typical AI cameras can only identify people or vehicles, Affirmo’s AI can be trained to recognize exactly what matters to your organization.
It can be customized to detect people using wheelchairs or crutches, individuals carrying weapons, or workers who have fallen down. It can also spot those not wearing required safety gear like helmets or vests.
For environmental and security applications, the system can identify wildlife or animals approaching restricted zones, as well as detect hazards like smoke, fire, and flooding.
These are insights that ordinary CCTV systems cannot provide. Affirmo AI Smart CCTV is built to recognize the specific objects of interest unique to your business or agency — giving you the precision and awareness that standard systems simply can’t deliver. It’s equally valuable in commercial and retail environments — analyzing customer movement to improve layout efficiency, detecting theft attempts, and monitoring production lines for real-time quality control.
Key Features & Benefits of Affirmo Establish AI
| Custom AI Models | AI detects any object: wildlife, vehicles, PPE violations, and more. Models can be trained for any use case. | Precision detection of objects with up to 98% accuracy. Minimal false alarms. Highly customizable. |
| Edge & Cloud Deployment | Hybrid deployment: real-time processing on the edge or centralized cloud-based storage. | Low-latency alerts for instant action. Centralized cloud for large-scale deployments. |
| Geofencing & Privacy Masking | Set geofences for restricted areas. Mask private zones automatically to ensure privacy. | Enhanced privacy protection with automated masking. Smart geofencing alerts for target intrusion. |
| Real-Time Alerts & Intelligent Monitoring | AI-powered monitoring detects abnormal activities (e.g. loitering, aggression). Real-time notifications sent. | Instant action with intelligent alerts. Continuous, automated monitoring without human intervention. |
| Video Search & Analytics | Search hours of footage by object, time, and location. Reports and dashboards for historical data analysis. | Fast search capabilities with detailed historical reporting. Easy access to real-time and past data. |
| End-to-End Deployment | From AI software to camera installation and maintenance. Affirmo handles everything. | No need for multiple vendors. Full-service solution for installation, support, and maintenance. |
Exploring the Core Features of Affirmo AI Smart CCTV
1. Custom AI Models
Affirmo’s AI Smart CCTV uses special deep learning models. These models can be set up to spot and identify many objects, including long-tailed macaques, wild boars, vehicles, PPE compliance, and human intrusions.
These models use the SimpleDL framework and are optimized for edge and cloud GPUs. They achieve up to 98% detection accuracy and maintain real-time processing speeds, even in low light, rain, or dense foliage.
Case Study – Runway Safety & Wildlife Detection
When airport authorities faced repeated disruptions caused by animals straying into airfield runways, they turned to Affirmo’s AI Smart CCTV for an automated detection and prevention system. Traditional motion sensors and standard CCTV often triggered false alarms or missed real intrusions — especially in low-light and high-activity areas.
Affirmo deployed its AI-powered Computer Vision system, trained to detect wildlife or foreign objects entering runway and taxiway zones. The AI model was fine-tuned to differentiate between vehicles, maintenance personnel, and animals by analyzing size, shape, and movement patterns — ensuring accurate classification and rapid alerts.
After implementation, the system achieved:
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97.8% detection accuracy across all test conditions (including night and rain).
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81% reduction in false alarms compared to standard motion-based systems.
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Real-time automated alerts sent to the airport operations center within 1.3 seconds of detection, enabling ground teams to respond immediately.
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In addition to runway monitoring, the same AI framework was extended for intrusion detection, traffic movement analysis, and object recognition across nearby service roads. This multi-purpose setup enhanced both operational safety and situational awareness for the entire airfield.
2. Edge & Cloud Deployment
Our hybrid AI setup lets clients choose. They can use Edge Computing for quick on-site analysis or Cloud Processing for central data gathering and model updates.
Each Smart CCTV device has an NVIDIA Jetson AGX Orin or similar GPU to run inference locally. Processed metadata syncs with our secure IoT Data Platform in the cloud, allowing for remote oversight and large-scale analytics.
Case Study – Construction & City-Wide Deployment:
A top infrastructure contractor in Singapore's Tuas region needed a safety monitoring system. This solution had to work across multiple sites with limited internet access. Affirmo deployed 30 Smart CCTV units with edge capabilities. Each unit processes video locally and triggers alarms for PPE non-compliance. The system found missing helmets and vests. It also noted unsafe proximity to heavy machinery. Alerts went straight to supervisors' tablets over a private 4G network.
Later, the framework expanded to cover the entire city. Now, over 1,000 cameras link to Affirmo’s cloud-based monitoring dashboard. The hybrid approach offered:
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- <1-second latency for on-premise alerts.
- Centralized reporting across all construction zones.
- Automatic model updates from the cloud every 48 hours.
The result: Faster incident response, standardized compliance metrics across projects, and 40% fewer on-site violations in the first three months.
3. Real-Time Alerts & Intelligent Monitoring
Our Smart CCTV is designed for continuous, autonomous monitoring with deep-learning-based behavior analysis. The AI detects objects and understands movement patterns. It can spot normal and unusual activities, including loitering, aggression, or entering after curfew.
The system works with Affirmo’s Geo-Alert Dashboard. It sends color-coded alerts—blue, yellow, orange, and red—based on the severity of an event. This helps response teams prioritize incidents immediately.
Case Study – Restricted Zone Surveillance:
We deployed Smart CCTV units around the airbase and hangar zones to enhance perimeter security. The system detected unauthorized individuals in restricted areas by analyzing their gait, posture, and uniform type. This method avoids using facial recognition, maintaining full privacy compliance.
Alerts were sent through secure MQTT channels to the Defence Operations Centre, where incident logs were checked against personnel schedules.
Outcome:
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- Zero undetected intrusions post-deployment.
- Reduced security manpower by 36%.
- Real-time alarm verification lowered false positives by 73%.
This deployment confirmed that Affirmo’s Smart CCTV is essential for continuous, defense-grade operations.
4. Video Search & Analytics
Our AI Smart CCTV doesn’t just monitor — it builds a searchable video intelligence database. Every event is tagged with metadata such as object type, timestamp, location, and event severity. Users can easily get clips with simple queries. For example, they might say, “show macaques near Block 12 after 7 PM” or “list PPE violations from yesterday.”
The system’s dashboard shows camera trends. It highlights wildlife movement paths and peak safety violation hours, helping organizations improve their operations.
Case Study – Enterprise Factory Network
Affirmo set up Smart CCTV for a multinational electronics maker. This system monitors safety zones for forklifts and pedestrians in three factories. The company used video analytics dashboards to spot repeated near-miss areas. Then, they changed the warehouse traffic flow to improve safety.
After 90 days:
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- 24% improvement in workplace safety compliance.
- Reduction of incident analysis time from 3 hours to under 10 minutes.
- Implementation of predictive maintenance scheduling based on movement pattern analytics.
5. Geofencing & Privacy Masking
Affirmo’s Smart CCTV features a graphical geofence editor and a dynamic privacy masking engine. This allows users to draw and configure spatial zones directly within the video feed. Each geofence is a virtual boundary. When a vehicle, person, or animal enters a restricted area, the system sends alerts right away. It also logs metadata and can trigger connected deterrents, like warning lights or sirens.
AI-based privacy masking automatically conceals sensitive visuals such as windows, license plates, or private operational areas. This ensures full compliance with Singapore’s PDPA and international GDPR standards, protecting privacy without compromising situational awareness.
Case Study – Airfield Runway Intrusion Detection
To enhance runway and perimeter safety, Affirmo deployed AI Smart CCTV with intelligent geofencing at a major airfield. The system was trained to detect both wildlife and unauthorized ground vehicles entering runway and taxiway zones. When motion was detected within the geofenced perimeter, the AI differentiated between service vehicles, ground crew, and potential hazards using shape, movement, and time-of-day patterns.
Once an intrusion was detected, color-coded alerts were sent to the operations center via Affirmo’s Geo-Alert Dashboard, while warning lights were automatically activated near active runway sections.
Results achieved:
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Real-time alerts within 2 seconds of perimeter breach.
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Zero missed intrusions across the monitored test period.
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Compliant video analytics include automated privacy masking. This protects aircraft parking and personnel zones.
The same AI framework now monitors more than just wildlife and vehicle intrusion. It checks restricted areas, unauthorized personnel, and traffic near maintenance hangars. This boosts safety, efficiency, and response coordination across the airfield.
6. End-to-End Deployment
Affirmo stands out from traditional CCTV providers because it offers a complete ecosystem, including hardware procurement, AI software deployment, edge integration, and connectivity (4G/5G/LTE-M). It also provides post-installation support.
Every project starts with a site survey and ends with a fully operational Smart CCTV network. Affirmo’s AI engineers and IoT technicians support this network. The solution includes solar-powered outdoor units, weatherproof housings, and remote firmware update
Case Study – Smart City Public Infrastructure:
Affirmo joined forces with a local infrastructure authority. They will install solar-powered Smart CCTV systems at 40 intersections in the city. Each unit had edge AI modules. They detected traffic events like illegal turns, jaywalking, and vehicle congestion.
Key outcomes:
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- Continuous uptime through solar-battery integration.
- Edge-first design ensured operations even during temporary network outages.
- City command centers used Affirmo’s Unified IoT Data Platform for live analytics. This improved urban safety response by 42%.
Affirmo’s comprehensive approach removes vendor fragmentation, guaranteeing reliable systems, faster performance, and easier maintenance from planning to operation.
Expanded Features & Capabilities
1. AI Accuracy & Reliability
AI Smart CCTV is engineered for real-world accuracy, not just lab conditions. Our deep-learning computer vision models achieve 95–98% precision in many settings, including dense forests, industrial yards, and urban streets.
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High Accuracy in Variable Environments:
Each Smart CCTV unit uses multi-spectral imaging (infrared + optical) and Edge GPU inference. This setup ensures reliable object recognition, even in low light, rain, or fog.
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Adaptive Model Training:
AI keeps getting better by learning from feedback. This helps detection models adapt to new patterns, such as animal movement, construction work, and unusual crowd behavior.
Example in Action:
In a public facility accessibility project, Affirmo’s AI Smart CCTV achieved an average detection accuracy of 97.8% in identifying individuals using wheelchairs, crutches, or other mobility aids within large indoor areas such as transport hubs and commercial buildings. Once detected, the system automatically alerted on-site personnel or service kiosks to provide assistance, ensuring safe navigation and faster support for mobility-impaired visitors. The same AI model also monitored PPE compliance and restricted-area breaches in maintenance zones, with alerts triggered in less than a second — improving both safety and customer experience across the facility.
Key Benefits:
- Reliable, real-time detection accuracy (95–98%).
- Drastically reduced false alarms versus traditional motion sensors.
- Continual self-optimization for new environments.
2. Scalability & Nationwide Deployments
Affirmo AI Smart CCTV isn’t confined to small setups — it’s built to scale. No matter if you manage 10 cameras in one place or 10,000 across a city, our system offers reliable performance, easy control, and low maintenance.
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Modular & Distributed Architecture:
Each node, made up of a camera and an AI edge unit, operates independently. It connects with the Affirmo IoT Data Platform to stay in sync. This design allows for ongoing functionality, even during brief network interruptions.
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Seamless Scaling Across Sites:
Deploy additional cameras or edge nodes within minutes. Affirmo’s auto-device registration quickly syncs new units with current dashboards in the cloud.
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Edge + Cloud Synergy:
Run key detections on edge AI units for quick alerts. The cloud backend collects all event data, analytics, and visuals. This setup allows for city-wide surveillance or monitoring across the nation.
Example in Action:
Affirmo turned a 30-unit pilot project for a construction group in Singapore into a national safety network. This network now has over 1,200 AI-enabled cameras and was completed in just six months. Each system kept a response time under two seconds. This shows that Affirmo’s infrastructure can manage petabyte-scale video analytics smoothly, without lag or loss in quality.
Key Benefits:
- Effortless scalability from single-site to nationwide deployment.
- Reliable multi-site coordination via centralized cloud dashboards.
- Minimal latency through distributed edge computing.
| AI Accuracy & Reliability | Deep learning computer vision (infrared + optical fusion) | Wildlife detection and monitoring | 97.8% accuracy; 81% false alarm reduction |
| Scalability & Large Deployments | Distributed edge + cloud architecture | Construction safety & city surveillance | 1,200 cameras scaled; <2s latency |
| Security & Encryption | AES-256 encryption, GDPR compliance, edge data processing | Government & defense projects | Zero data breaches; certified compliance |
Use Cases
| Wildlife Monitoring & Conservation | Detect and deter wildlife entering human zones | Smart CCTV detects wildlife approaching protected zones, triggers alerts, and masks private areas for privacy. | 97 % accurate species recognition; reduced human-wildlife conflict; real-time alerts to rangers; fully PDPA-compliant monitoring. |
| Industrial & Construction Safety | Detect PPE violations and unsafe behavior | Smart CCTV monitors workers on construction sites, flagging missing helmets, unsafe proximity to cranes, or zone breaches. | 40 % drop in incidents; faster supervisor response (< 2 s alerts); automated safety reports for compliance audits. |
| Manufacturing & Warehouse Operations | Monitor production lines and restricted areas | Cameras track forklifts, vehicles, and personnel within geofenced work zones to prevent collisions and improve workflow. | 24 % improvement in on-site efficiency; predictive maintenance insights; lower downtime and insurance claims. |
| Retail & Commercial Spaces | Detect loitering, shoplifting, or crowd buildup | Smart CCTV analyzes visitor movement and behavior in malls or stores to identify suspicious actions or overcrowding. | Loss prevention through early detection; improved customer safety and experience; reduced manpower costs. |
| Traffic & Smart-City Management | Monitor flow, congestion, and violations | Municipal Projects: Solar-powered Smart CCTVs detect illegal parking, jaywalking, and lane misuse at intersections. | 42 % faster traffic incident response; real-time analytics dashboards for city authorities. |
| Logistics & Transport Hubs | Track vehicles, cargo, and perimeter security | Deployed at ports and warehouses to monitor loading zones, container movements, and access points. | Full-visibility tracking; 30 % fewer delays; integration with existing fleet-management systems. |
| Public Safety & Government Facilities | Perimeter intrusion detection and crowd monitoring | Smart CCTV secures airbase perimeters, detecting unauthorized entry without facial recognition. | Zero undetected breaches; 36 % manpower savings; defense-grade reliability and data security. |
| Energy & Utilities | Asset protection and remote site monitoring | AI Smart CCTV oversees substations or solar farms, detecting trespass, smoke, or fire in unmanned areas. | Early threat detection; 24 × 7 autonomous surveillance; optimized maintenance planning. |
Why Affirmo’s AI Smart CCTV?
Proven AI Performance
Affirmo’s Smart CCTV offers up to 98% detection accuracy. It performs reliably in real-world applications such as wildlife monitoring and industrial safety, delivering dependable, mission-critical results.
Secure & Compliant by Design
Every deployment follows GDPR / PDPA compliance and AES-256 encryption standards. Edge processing keeps sensitive video local, while cloud dashboards share only encrypted event data.
Complete End-to-End Solution
We take care of it all—hardware, installation, software integration, analytics, and maintenance. This way, you receive a complete, ready-to-use system with one reliable partner.
Recognized, Trusted, and Award-Winning
IMDA recognizes Affirmo’s technology as innovative. Singapore’s Ministry of Defence uses it for secure, round-the-clock monitoring, which shows its reliability at the highest level.
Scalable & Flexible Architecture
Affirmo AI Smart CCTV is designed to grow. It easily scales from one site to national networks. It combines fast edge AI with cloud-based control for a clear view.
Result
A smart platform that offers accuracy, scalability, and security. Both government agencies and businesses trust it.
Talk to Our Team
Let’s discuss your environment, goals, and deployment size. Our experts will create a custom solution for your site or organization. Your next-generation security starts with Affirmo AI Smart CCTV, where intelligence meets reliability.
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Singapore 408726