Hypermarkets & Malls · Hypermarkets & Supermarkets
Shelf Availability & Checkout Vision Agent Gaps on shelves are found by walking the aisles, promo displays drift from the planogram, and self-checkout shrinkage is discovered at stock count, not at the moment it happens.
On-shelf availability 92% to 98% Payback 6-9 weeks
HORECA · Restaurants & Cafés
Kitchen Hygiene & Service Floor Agent Hygiene routines, PPE in the kitchen and table-service standards live or die on the shift manager’s attention. Municipality inspections arrive unannounced.
Verified hygiene completion 61% to 97% Payback 5-8 weeks
Construction · Construction & Contracting
Site Safety & Progress Verification Agent HSE walks cover a fraction of the site, near-misses vanish unrecorded, and monthly progress claims are argued from photos taken by the party that benefits.
Recordable violations down 55% Payback 6-10 weeks
Manufacturing · Manufacturing
Line Safety & Micro-Stoppage Vision Agent Machine guards get bypassed, micro-stoppages never make the downtime log, and quality escapes are caught at final inspection, three processes too late.
OEE +4 to +8 points Payback 6-10 weeks
Logistics & Supply Chain · Warehousing & Fulfilment
Dock, Yard & Forklift Safety Agent Trucks wait because nobody sees which dock is actually free, loading times are folklore, and forklift near-misses are known only to the people who jumped.
Truck turnaround down 30% Payback 6-9 weeks
HVAC & Facility Management · HVAC, FM, MEP & AMC
Job Evidence & Site Verification Agent Technicians say the PPM was done; the client asks for proof. Before-and-after photos live in WhatsApp threads, and disputed visits become credit notes.
Disputed visits down 70% Payback 4-7 weeks
Healthcare · Hospitals
Waiting Area & Patient Flow Agent Waiting rooms overflow while consult rooms sit empty, porters are found by phone calls, and falls in corridors are discovered when someone shouts.
Door-to-seen time down 35% Payback 6-9 weeks
Government · Municipal & Citizen Services
Facility Utilisation & Crowd Flow Agent Service-centre queues, event crowds and facility usage are managed on radio calls and estimates. Reports to leadership are compiled days later.
Charter compliance 81% to 97% Payback 6-10 weeks
Media & Communications · Broadcast, Publishing & Digital Media
Broadcast Monitoring & Compliance Agent Regulatory compliance of what actually went to air, competitor monitoring and ad verification are done by people watching screens in shifts.
Ad verification disputes down 85% Payback 6-9 weeks
Sports, Fitness & Wellness · Sports Clubs & Academies
Training Load & Performance Video Agent Match and training video piles up unwatched, player development reports are written from memory, and parents ask for evidence of progress.
Termly video reports 0% to 100% of players Payback 6-9 weeks
Event Management · Corporate Events & Exhibitions
Event Crowd & Floor Vision Agent At a summit or exhibition, registration queues, hall density and booth traffic are managed by radio calls and guesswork. Sponsors ask for footfall numbers nobody actually has.
Registration wait down 45% Payback 4-7 weeks
Aviation & Airlines · Airlines & Air Cargo
Ramp Turnaround & FOD Vision Agent Turnarounds slip minute by minute across fueling, catering, loading and boarding, and nobody sees the whole ramp at once. FOD walks happen when someone remembers.
Controllable turnaround delays down 30% Payback 7-10 weeks
Automotive · Aftersales, Service & Parts
Showroom & Service Lane Vision Agent Nobody measures how long a customer stands unattended in the showroom, or how vehicles actually flow from reception to ramp to wash. Walk-outs and idle bays are invisible.
Ungreeted visitors down 80% Payback 5-8 weeks
Oil & Gas · Upstream to Downstream
Site Safety, Flare & Leak Vision Agent PPE rounds cover a fraction of the site, flare behaviour is checked by looking out of the window, and small leaks announce themselves only when they become incidents.
Abnormal-event detection hours to minutes Payback 8-12 weeks
Utilities · Power, Water & District Cooling
Grid & Plant Asset Inspection Vision Agent Substations, lines and plant rooms are inspected on a calendar, not on condition. Hotspots, corrosion and vegetation encroachment wait patiently for the next scheduled visit.
Pre-failure detection up 3x Payback 7-10 weeks