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INDUSTRIES / F&B
02 · INDUSTRY

F&B

Service speed, hygiene and table turn

In food service the margin sits in seconds and standards. We measure both — counter service time, table turn, hygiene compliance — without asking managers to run a clipboard.

LIVE · COUNTER 1 · CAM-03
samurai scout
SERVICE TIME OK
22%
faster average service time
90s
SLA tracked per order window
100%
hygiene checks logged, not sampled
01 · WHAT WE WATCH FOR

Four categories, tuned to your operation.

Productivity, SOP, safety and experience. Every deployment covers all four on existing CCTV, and lands as an alert or a task rather than a dashboard nobody opens.

01
PRODUCTIVITY & WORKFORCE
Crew productivity & presence
Worker presence or absence by station, staff smartphone usage, on-time store opening and closing, and output per crew member through peak.
02
SOP COMPLIANCE
Kitchen hygiene & prep SOP
Handwash compliance, grooming and PPE, freezer-left-open, pest detection, food prep steps and a pass/remake call on every plate.
03
SAFETY & SECURITY
Safety & asset protection
Slips and spills, fire and smoke in the kitchen, back-door and cash-area breaches, and after-hours access.
04
SERVICE QUALITY
Service speed & table turn
Counter and drive-thru service time by stage, order accuracy, uncleaned-table detection, table dwell and curbside handover.
02 · WHAT CHANGES

The outcomes we hold ourselves to.

01
Peak-hour staffing decided on measured queue curves
02
Brand standards audited across every outlet, daily
03
Franchisee performance compared on the same evidence
03 · THE STACK BEHIND IT
Platforms used in this industry
DEPLOYMENT
Pilot on one site in weeks, not quarters — existing cameras, on-prem or cloud inference, and a named engineer through rollout.
04 · ALSO DEPLOYED IN

Eight other industries.

01
Retail
Out-of-stock, footfall and queue intelligence
03
Shopping Malls
Footfall, tenant performance and parking
04
Manufacturing
Quality inspection, PPE and line uptime
05
Warehouse & Logistics
Dock turnaround, forklift safety and counting
06
Agriculture
Fruit counting and grading, tree health, estate logistics
07
Construction
PPE, exclusion zones and progress
08
Smart Cities
Traffic, enforcement and city operations
09
Other Industries
Schools, airports, EV charging, banks, theme parks and oil & gas

Put this to work in F&B.

Send one hour of footage from a live F&B site. We will come back with what we detected, what we would automate and what it is worth.

30 MINUTES · ONE FOOTAGE · WE DO THE REST