Manchester city centre.
§ CASE STUDY · TEMPLATE · BOUTIQUE HOTELS
Late-night access patterns flagged at the staff door. Lanyard validation in the MICE space.
A boutique-hotel-shaped customer with a 200-room property in Manchester city centre — MICE space across the lower three floors, a late-night bar that closes at 02:00, and a single overnight duty manager. The patterns that keep coming back are unaccompanied late-night access at the staff door + lift bank, and lanyard slippage in the conference space (delegates who lend a lanyard to a friend who isn't credentialed). The template engagement is shaped to flag both inside the moment, not the morning-after review.
§ ENGAGEMENT SNAPSHOT
What the template engagement covers, at a glance.
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Vendor type
Boutique hotel chain (under-200-keys cohort)
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Site covered
1 property — Manchester city centre
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Rooms
~200 rooms
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Camera estate
~52 cameras (front of house + MICE + staff bank)
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Duty model
1 overnight duty manager + 1 night porter
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ICO posture
ZA-class controller; embedding-only ReID; no facial-recognition store
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Outcome headline (template)
Late-night staff-door pattern flagged inside the moment; MICE lanyard mismatch surfaced at the lift.
§ WHAT THE ENGAGEMENT COVERED
Four work-streams. One posture.
- 01
Embedding-only ReID across front-of-house, MICE space and the staff-door bank
Cameras at the front entrance, the lift bank, the MICE conference floors and the staff-door corridor all stream to the edge node. Each detected person is reduced to a vector; cross-camera reach across the three zones surfaces as a thumbnail strip in the duty manager's pane. No face image is retained; no name is computed.
- 02
Late-night access pattern flag at the staff door + lift bank
When an embedding vector enters the staff-door corridor between 23:00 and 05:00 and is then seen on a guest-floor lift, the system flags the cross-zone movement. The duty manager sees a single row — 'staff door 23:42, guest lift 23:44, no badge swipe in between' — and can act inside the moment rather than from a morning-after access-log review.
- 03
MICE-space lanyard validation
Delegates entering the MICE conference floors are credentialed by a coloured lanyard. The system pairs the embedding vector with the lanyard colour as seen on entry; when the same vector reappears on a different conference floor with a different lanyard colour visible, the mismatch surfaces at the lift. The duty manager triages — most are innocent (a delegate borrowed a friend's lanyard); some are not.
- 04
Guest-facing posture: no face image, no booking-name link
The system never crosses into the PMS. The vector is not tied to a guest name, a room number, or a booking record. Lobby signage names what the system does ('cross-camera matching by clothing and gait') and what it does not do. The guest experience is unchanged.
§ HONEST FRAMING — PENDING PILOT
What this page is and is not.
- This page describes a template engagement. There is no Manchester hotel signed to it today.
- We have had pilot conversations with two under-200-key boutique chains of broadly this shape; neither has signed a paid pilot.
- Camera counts and pattern-detection figures above are sized to the realistic shape of a property of this size — they are not measured.
- When a real pilot lands, this URL will be replaced with the named-customer case study and a CHANGELOG note will record the swap.
§ WHAT WE WILL PUBLISH WHEN REAL
Four commitments. The shape of the real case study.
When this template is swapped for the real customer, these are the four sections the new page will carry. The point is to be measured against them now — buyers can read what we will publish before we have published it.
- 01
The named property + the GM sign-off
We will publish the property name (with operator consent), the GM's name and title, and the operator's existing CCTV DPIA marked-up against our embedding-only delta.
- 02
The measured staff-door pattern — count, false-positive rate
We will publish the count of late-night staff-door cross-zone events the system flagged in the first 90 days, the false-positive rate (the duty manager's judgement of 'flagged but routine'), and the count of confirmed incidents.
- 03
The MICE-space lanyard mismatch outcome
We will publish the count of lanyard mismatches surfaced in the first three MICE events, the triage outcome (innocent / coached / removed from the floor), and the conference-organiser feedback on whether the posture made the event easier or harder to run.
- 04
The honest miss-list
We will publish what the system missed in the first 90 days that the duty manager did catch by eye. We will not publish a success-only template.
Read the rest of the stack.
Read the boutique hotels brief → All templates → Schedule a 20-min call →