Cameras & Network
We survey, install and cable the right cameras, or reuse the ones you already own. Angle, lighting and bandwidth are set up for AI from day one.
AI Vision · 12 Industries
Your Cameras Already See Everything. We Teach Them What Matters.
A factory needs to know who's missing a helmet. A mall needs to know how many people came in. A substation needs to know which panel is overheating. Avaiden installs the cameras, builds the AI and connects it to your workflow, so every alert reaches the right person with the evidence attached.
12Industries with ready-made use cases
9Core AI capabilities, mix and match
1Team from cabling to AI models
0Footage sent off-site on on-premise setups
How It Works
Four Layers, One Accountable Team
Most AI vendors stop at the software. Most installers stop at the camera. We cover the whole stack, so nothing falls between two contractors.
Vision AI Models
IndepthX Vision detects, counts, reads and classifies on the live feed, tuned to your site, your products and your lighting.
Rules & Alerts
Thresholds per zone, shift and site turn raw detections into alerts people trust, with a snapshot and clip attached to each one.
Workflows & Reports
Alerts become tasks, gate actions, alarms or reports in the systems your team already uses, compared across every site.
Choose Your Industry
Same Technology, Tuned to How You Work
Pick an industry to see what the AI watches for, what it changes, and where we've already delivered.
01
Manufacturing
Safer lines, fewer defects, less downtime
4 use cases →
02
Warehouse & Logistics
Faster docks, safer aisles, accurate counts
4 use cases →
03
Retail
Full shelves, shorter queues, smarter layouts
4 use cases →
04
Shopping Malls
Footfall, tenant insight and car park flow
4 use cases →
05
Food & Beverage
Hygiene, service speed and kitchen safety
4 use cases →
06
Construction
PPE, exclusion zones and site progress
4 use cases →
07
Oil, Gas & Utilities
Perimeter security and predictive maintenance
4 use cases →
08
Plantation & Agriculture
Counting, grading and estate security
4 use cases →
09
Healthcare
Patient safety and secure wards
4 use cases →
10
Education
Safe campuses and automatic attendance
4 use cases →
11
Smart City & Public Safety
Traffic, enforcement and faster response
4 use cases →
12
Residential & Commercial Property
Smarter guardhouses and safer lobbies
4 use cases →
● LIVE · LINE 03 · CAM-21
IndepthX Vision
Helmet missing · Station 40.94
01 · Safer lines, fewer defects, less downtime
Manufacturing
Production floors move fast. A single missed defect or safety lapse can stop a line or reach a customer, and supervisors can't watch every station on every shift.
What the AI does
- PPE complianceHelmets, vests, gloves and goggles checked at every station and zone entry.
- Defect detectionDamaged, mislabelled or incomplete items flagged on the conveyor before packing.
- Line & machine monitoringJams, stoppages and idle stations detected and logged as downtime automatically.
- Machine danger zonesInstant alert when someone steps into a robot cell or press area while it's running.
What changes
- Safety checks run every shift, not just on audit days
- Defects caught at the station instead of in customer returns
- Downtime logged with video evidence for root-cause review
Related Avaiden workON Semiconductor · Fraser & Neave
Discuss a project
● LIVE · DOCK B · CAM-09
IndepthX Vision
Pedestrian near forklift0.96
02 · Faster docks, safer aisles, accurate counts
Warehouse & Logistics
Forklifts, pedestrians and trucks share the same space under constant time pressure. Near-misses go unreported, and one late dock throws off the whole day's schedule.
What the AI does
- Forklift–pedestrian proximityWarns drivers and supervisors when people and forklifts get too close.
- Dock & bay utilisationTracks truck arrivals, idle bays and turnaround time for every dock.
- Parcel & pallet countingInbound and outbound quantities counted on camera and matched to orders.
- Gate ANPREvery truck and contractor vehicle logged automatically at the gate.
What changes
- Near-misses recorded and reviewable, not forgotten
- Turnaround time measured per dock, per shift
- Count disputes settled with video instead of arguments
● LIVE · AISLE 07 · CAM-12
IndepthX Vision
Shelf gap · 3 facings empty0.91
03 · Full shelves, shorter queues, smarter layouts
Retail
Empty shelves and long queues quietly cost sales. Most stores only find out from end-of-day reports, or from customers who have already walked out.
What the AI does
- Out-of-stock alertsEmpty facings spotted on shelf cameras and sent to staff as restock tasks.
- Queue & wait timeAlerts to open another counter before the line gets too long.
- Footfall & heatmapsSee which aisles, promotions and displays actually draw shoppers.
- Loss preventionLoitering, suspicious behaviour and after-hours intrusion flagged in real time.
What changes
- Staff restock before customers notice a gap
- Counters opened based on real queues, not guesswork
- Layout and promotion decisions backed by traffic data
● LIVE · ATRIUM L2 · CAM-07
IndepthX Vision
Footfall 482 / hr · Atrium busy
04 · Footfall, tenant insight and car park flow
Shopping Malls
Mall operators need to prove traffic to tenants, manage crowds on peak weekends and keep car parks moving, across hundreds of cameras and several control rooms.
What the AI does
- Entrance & zone footfallAccurate visitor counts per entrance, floor and wing, hour by hour.
- Dwell time & heatmapsEvidence of how shoppers move, to support leasing and tenant mix.
- Car park guidance & ANPROccupancy per level, ticketless entry and faster exits.
- Crowd & incident alertsOvercrowding, fights, slips and unattended bags flagged to security.
What changes
- Leasing conversations backed by real traffic numbers
- Faster security response on peak days
- Smoother car park entry and exit
● LIVE · KITCHEN · CAM-03
IndepthX Vision
Hairnet & gloves · OK0.97
05 · Hygiene, service speed and kitchen safety
Food & Beverage
One hygiene lapse can close an outlet, and slow service loses regulars. Area managers can't be in every kitchen at once.
What the AI does
- Hygiene complianceHairnets, masks, gloves and handwashing checked throughout the shift.
- Service time trackingOrder-to-pickup times measured to find bottlenecks by hour.
- Table occupancy & turnoverSee seating use in real time and plan staffing around it.
- Pest & after-hours alertsRodent sightings and unauthorised access detected overnight.
What changes
- Audit-ready hygiene records every day
- Service bottlenecks found by time of day
- The same standards enforced across every outlet
Related Avaiden workFraser & Neave
Discuss a project
● LIVE · LEVEL 12 · CAM-05
IndepthX Vision
Crane radius breach0.93
06 · PPE, exclusion zones and site progress
Construction
Construction sites change every week, and the risks change with them. Safety officers can't watch every lifting zone, open edge and gate across a large site.
What the AI does
- PPE & harness complianceHard hats, vests and harnesses checked at gates and work zones.
- Exclusion zonesAlerts for crane radius, excavation and open-edge breaches.
- Worker & vehicle accessDaily headcount, contractor verification and ANPR at site gates.
- Progress & material trackingTime-lapse progress, delivery logs and after-hours theft alerts.
What changes
- Fewer unsafe acts go unnoticed
- Accurate daily headcount for compliance reports
- Visual progress evidence for clients and claims
● LIVE · SUBSTATION · THERMAL-02
IndepthX Vision
Hotspot 68.4°C · Panel 2
07 · Perimeter security and predictive maintenance
Oil, Gas & Utilities
Refineries, plants and substations are large, remote and high-risk. Intrusions, fires and overheating equipment have to be caught early, day and night.
What the AI does
- Perimeter intrusionFence and line-crossing detection with video verification to cut false alarms.
- Thermal hotspot monitoringContinuous temperature watch on transformers, panels and cable joints.
- Fire, smoke & flare monitoringVisual detection of flame and smoke across open plant areas.
- PPE & permit zonesFlame-resistant coveralls and restricted-area access checked on camera.
What changes
- Fewer false alarms at remote sites
- Equipment faults found before they cause outages
- 24/7 coverage without adding guards
Related Avaiden workPetronas POC · KLCC Power Substation
Discuss a project
● LIVE · MILL GATE · CAM-11
IndepthX Vision
FFB count 214 · Grade A 88%
08 · Counting, grading and estate security
Plantation & Agriculture
Estates cover thousands of hectares. Manual counting and grading is slow, disputes with suppliers are common and theft is hard to prove.
What the AI does
- FFB counting & gradingFresh fruit bunches counted and graded for ripeness at the ramp or mill.
- Weighbridge & lorry ANPREvery lorry and load linked to its plate number automatically.
- Estate perimeter & theftNight-time intrusion alerts at stores, collection points and gates.
- Worker & machinery safetyPPE checks and danger zones around mills and heavy equipment.
What changes
- Consistent grading and fewer supplier disputes
- Lorry and load records matched without manual entry
- Theft backed by time-stamped evidence
● LIVE · WARD 5 · CAM-14
IndepthX Vision
Fall detected · Corridor B0.95
09 · Patient safety and secure wards
Healthcare
Hospitals and clinics have to protect patients, staff and medicines around the clock, while keeping patient privacy front of mind.
What the AI does
- Fall detectionImmediate alerts when a patient falls in corridors, wards or bathrooms.
- Restricted area accessPharmacy, ICU and nursery doors protected with face or card verification.
- Waiting area & queuesCrowding in A&E and pharmacy queues tracked to adjust staffing.
- Aggression alertsFights and aggressive behaviour in waiting areas flagged to security.
What changes
- Faster response to falls and incidents
- Controlled, auditable access to sensitive areas
- Privacy masking and on-premise processing by default
● LIVE · LECTURE HALL B · CAM-04
IndepthX Vision
Attendance 142 / 150
10 · Safe campuses and automatic attendance
Education
Schools and universities need to know who is on campus, keep students safe and stop losing lesson time to manual roll calls.
What the AI does
- Automatic attendanceConsent-based face verification that takes attendance in seconds.
- Campus access & visitorsUnknown visitors flagged at gates, with pre-registration for guests.
- Class-level engagementAggregate participation trends for educators, with no individual scoring.
- After-hours & safety alertsPerimeter intrusion, fights and bullying hotspots flagged to staff.
What changes
- Attendance taken in seconds, not minutes
- Unknown visitors identified at the gate
- Safer campuses after dark
● LIVE · JLN TUN RAZAK · CAM-18
IndepthX Vision
Illegal parking · 4 min0.98
11 · Traffic, enforcement and faster response
Smart City & Public Safety
Cities are growing faster than their roads, police and emergency services. Operators need cameras that flag what matters, not more screens to watch.
What the AI does
- Traffic flow & incidentsCongestion, stalled vehicles and wrong-way driving detected automatically.
- ANPR & enforcementWatchlist matching, illegal parking and red-light detection.
- Crowd monitoringDensity and flow at events, transport hubs and public spaces.
- Command centre integrationConverged command and visual dispatch across agencies.
What changes
- Incidents detected in seconds, not by phone call
- Enforcement without extra patrols
- One shared view for police, traffic and emergency teams
Related Avaiden workAvaiden Safe City Solution
Discuss a project
● LIVE · LOBBY · CAM-01
IndepthX Vision
Visitor verified · Unit 18-3
12 · Smarter guardhouses and safer lobbies
Residential & Commercial Property
Residents and tenants expect hotel-level security, yet many guardhouses still run on logbooks and manual checks.
What the AI does
- ANPR resident entryRegistered vehicles enter without cards; visitors are logged automatically.
- Face access & visitor pre-registrationResidents and pre-approved guests get fast, verified entry.
- Tailgating & loiteringAlerts when people follow others through doors or linger in car parks.
- Common area safetyVandalism, falls and smoke in lifts, lobbies and car parks.
What changes
- Faster, cardless entry for residents
- Every visitor recorded with photo and time
- Incidents found in seconds with attribute search
Related IndepthX Vision workParadigm Mall Johor Bahru
Discuss a project
Capability Matrix
Which AI Works Where
Every capability runs on the same platform, so you can start with one and add more as you grow.
| Industry | PPE & Safety Gear | Zone Intrusion | ANPR | People Counting | Face Verification | Fire & Smoke | Object Counting | Defect & Quality | Behaviour Alerts |
|---|---|---|---|---|---|---|---|---|---|
| Manufacturing | – | – | |||||||
| Warehouse & Logistics | – | – | |||||||
| Retail | – | – | – | – | |||||
| Shopping Malls | – | – | – | – | |||||
| Food & Beverage | – | – | – | ||||||
| Construction | – | ||||||||
| Oil, Gas & Utilities | – | – | – | ||||||
| Plantation & Agriculture | – | – | – | ||||||
| Healthcare | – | – | – | ||||||
| Education | – | – | – | ||||||
| Smart City & Public Safety | – | – | |||||||
| Residential & Commercial Property | – | – | – |
Why Avaiden
Built for Real Sites, Not Demos
We install and we build
Security integrator and AI developer under one roof. If detection accuracy drops, we can fix the camera, the network or the model ourselves.
Works with your cameras
Hikvision, Dahua, Axis, Honeywell, CP Plus and standard ONVIF IP cameras. We only recommend new hardware where it genuinely helps.
Private by design
Run fully on-premise so footage and identity data stay inside your network, with privacy masking and consent-based enrolment.
Local, live support
A Malaysian team that answers the phone. Maintenance, model tuning and site visits handled by the people who built the system.
Free Camera Readiness Check
Find Out What Your Cameras Can Already Do
We review your existing cameras (placement, resolution, lighting and network) and tell you which AI use cases they can run today, and what small upgrades would unlock more.