Inspection sampling driven by AI score (consistently high scorers are inspected less)

AI photo scores are tracked per attendant
arrow_forwardConsistently high scorers are inspected less often
arrow_forwardSupervisors spend their time where it matters

Inspection samplingWho gets inspected todaySampling rate follows the last 30 days of AI scores. Minimum 1 in 10 for everyone.

Rooms today

164

To inspect

Supervisor hours saved

5.2

Random spot checks

Attendant	Avg. AI score (30 d)	Sampling	Inspect today
Fatima	96	1 in 8	2
Maria	94	1 in 6	3
Ayesha	88	1 in 3	5
Noura (new, week 2)	—	Every room	14

Sample screen · synthetic data onlySample

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Other HK features (16)

HK-01Live room board: VD/VC/OD/OC/OOO/DND/Inspected, by floorLive
HK-02Room assignment: credit-based fair allocation (checkout 1.0 / stayover 0.5 / suite 2.0, configurable), drag-drop override, floor/wing routingLive
HK-03Room entry/exit timestamps with who entered (tap, QR or NFC at door)Live
HK-04Dynamic checklists by room type & clean type (departure, stayover, VIP, deep clean, turndown), with pictogramsLive
HK-05Cleaning timer with target per clean type. Gentle cues. Supervisor sees overrunsLive
HK-06DND / refused service / "service later" with timed retriesLive
HK-07Supervisor inspection: pass/fail per item, return with notesLive
HK-08Arrival-driven prioritisation: early check-ins, VIPs and groups re-order queues in real time. FO sees a "ready ETA"Live
HK-09Digital lost & found: photo + AI description, auto-match to guest calls, storage tagLive
HK-10Minibar consumption capture (PMS posting when integrated)Live
HK-11Linen & amenity par levels per floor closet, loss tracking, low-stock alertsLive
HK-12Attendant performance (rooms/shift, avg time, first-pass %), framed as coaching and kept privateLive
HK-13Public-area cleaning rounds with checkpoint scansLive
HK-14Gender- and privacy-aware assignment (female staff only, no entry during prayer/rest, family sensitivities) · Owner 2026-10-12 (answers workbook, Q-128): housekeeping gender preference uses the actual guest staying in the roomLive
HK-17Housekeeping inventory: stock per floor closet and main store (linen, amenities, chemicals, minibar), issue/return by attendant, consumption per occupied room, par levels and low-stock alerts, monthly count with variance, reorder list export (supplier-agnostic). Supersedes HK-11Live
HK-18Refillable amenity dispensers (shampoo, conditioner, body wash, lotion, hand soap): per room type the hotel chooses single-use, refillable (top-up from bulk) or sealed cartridges (pump swapped, not refilled); the room checklist gets one line per dispenser with a level tap (Full / ¾ / ½ / ¼ / Empty) and "Refilled" below the hotel's refill level (rule with a sourced default); usage in ml or cartridges per occupied room-night, per floor and per attendant; bulk cans (litres) or cartridges in the main store and floor closets with par levels, low stock, monthly count and reorder (HK-17); unusual use on AI-02; "dispensers low" on the room board and inspectionLive