The same engine. Nine sectors. Completely different questions.
We do not sell a retail product and a restaurant product. We sell one platform and a
starting set of watches per sector — because a twin makes a new question nearly free,
the vertical is a configuration, not a codebase.
Sector 01
Retail, kirana & supermarkets
The money leaks where the owner is not standing.
In a shop the constraint is almost never demand — it is the twenty minutes a day when the
queue outruns the counter and people put things down and leave. That is invisible from
behind the till and obvious from above.
Start with these four
The billing counter is the whole business
Queue depth, coverage gaps and abandonment all live in one three-metre region.
QueueDepth & wait at the till
ShelfStock-out & refill latency
FunnelEnter → reach → transact
LayoutDisplay engagement A/B
Sector 02
Restaurants, cafés & QSR
Everyone blames the kitchen. It is usually the fifteen minutes after the bill.
Table turn is the single number that decides a busy evening's revenue, and it decomposes
into three intervals that nobody measures: seated-to-first-contact, dining, and
bill-to-vacated. Two of the three are service problems, not cooking problems.
Start with these four
Turn time is three intervals, not one
Only one of them happens in the kitchen.
TurnTable cycle by section
LatencySeated → first service
PassTicket → plate collected
HygieneCompliance at the pass
Sector 03
Schools, colleges & hostels
Configured conservatively by default, and we will not budge on it.
Education is the sector where our privacy position stops being marketing and starts being
the reason a deployment is permissible at all. Campus sites ship with aggregate-only
counting, no demographic estimation, a fourteen-day retention default, and a parent-notice
pack you can send home before the first camera is connected.
Start with these four
Counting, never identifying
Aggregate headcount, congestion and after-hours presence. No recognition of any individual.
Education defaults
Demographic estimationDisabled
Default retention14 days
Clip attachmentOff unless enabled per watch
Parent-notice packIncluded
Also deployed in
Six more places a twin pays for itself
Pharmacies & clinics
Waiting-room dignity and controlled-substance discipline, without watching patients.
Waiting-room dwell and consultation start latency
Restricted-cabinet access outside permitted hours
Counter coverage during the evening rush
Occupancy against seating capacity
Gyms & studios
Equipment utilisation is the only honest input to a capex decision.
Utilisation per machine zone, by hour
Peak-hour floor density against capacity
Unattended weight-floor alerts after hours
Class-studio occupancy versus bookings
Warehousing & light manufacturing
Small units, no WMS, and a dock that is either empty or chaos.
Dock dwell and vehicle turnaround time
Aisle obstruction and forklift-path conflict
PPE compliance in designated zones
Bay occupancy and put-away latency
Showrooms & salons
Long consideration cycles, few walk-ins, every one of them expensive.
Time-to-greet after a customer enters
Dwell per product zone and per display
Chair or bay utilisation through the day
Walk-in to consultation conversion
Hotels & banquet halls
Front desk, lobby and function space, measured rather than guessed.
Check-in queue depth at arrival peaks
Lobby dwell and seating utilisation
Banquet turnaround between functions
Service-corridor obstruction alerts
Multi-site operators
Every site gets its own twin. Watches are templated and pushed across the estate.
Estate rollup ranked on any metric
Outlier detection — which branch is different, and how
One watch definition, deployed everywhere at once
Per-site and per-region access control
At a glance
Which watches matter where
Sector
Primary watch
Second watch
Usual first alert
Typical cameras
Retail & kirana
Queue depth at billing
Entry-to-purchase funnel
Counter unstaffed 5 min
4–8
Restaurants & QSR
Table turn by section
Seated → first service
Plate held 4 min at pass
6–12
Schools & colleges
Gate headcount
Corridor congestion
After-hours block entry
8–24
Pharmacies & clinics
Waiting-room dwell
Counter coverage
Restricted cabinet access
3–6
Gyms & studios
Zone utilisation
Peak floor density
Lone user after hours
4–10
Warehousing
Dock dwell
Aisle obstruction
PPE non-compliance
6–16
Showrooms & salons
Time-to-greet
Zone dwell
Walk-in unattended 3 min
3–8
Hotels
Check-in queue
Lobby utilisation
Service corridor blocked
8–20
Camera counts are the range we typically see at single-site deployments; they are not a requirement. The platform runs from a single camera upward.
Not sure which four watches to start with?
Tell us what kind of site you run and what is annoying you. We will tell you what we would
watch first — before you commit to anything.