Case studies · outcome-led

What actually changed in the workflow.

Five engagements, five workflow shifts. Each one led by the participant's own organisation — the agents that run the work belong to them, not to us. Outcome language only; no product names.

We deliberately don't name the AI platform or vendor on this page. Every engagement runs inside whatever AI environment the client already has approved. What matters is the workflow that changed — the brand on the login screen is incidental.

Education · HK secondary (anonymised prototype)

Lesson prep + rubric-aligned student feedback

Student-ready packs — a class's worth on Saturday afternoon.

Prototype engagement with one English department head; case details anonymised at the school's request and outcomes presented as a pilot, not a deployed-and-audited case. The head was spending Saturdays building lesson packs and writing structured feedback for one S2 class. An agent now turns the week's lesson plan plus a rubric into a per-student draft pack — homework brief, common-mistake call-outs, and a feedback shell. The teacher reviews, edits, signs. A class's worth of packs lands in the time that one student's used to take.

1 class
Per Saturday (was: one student)
100%
Packs rubric-aligned by default
Pilot
Not yet validated at department scale

Financial services · HK SFC-licensed

Post-meeting account follow-up across a 90-client book

Account follow-up engine — every meeting follows up, this week.

A relationship-management team kept losing follow-ups in the gap between client meetings and CRM updates. The engine now ingests meeting notes, the prior week's email thread, and the position summary, then drafts the follow-up email, the open-items list, and the CRM update — every meeting, within the same day. The RM edits, sends, files. Nothing goes more than one business day without a touch.

100%
Of meetings followed up within 1 business day
18 min
Follow-up cycle (was: 60–90 min)
90 days
Zero missed follow-ups on tracked book

Property · HK construction contractor

Daily site report → IMC + HSE evidence pack

Site operations proof pack — by 9am the next morning.

Site supervisors were photographing progress and incidents on phones; the evidence sat in WhatsApp until someone built the pack manually. The pack now assembles overnight: photos sorted to the right zone, incidents tagged against the HSE checklist, the project-status note drafted with a yes/no summary at the top. The supervisor edits and signs by 9am. IMC and HSE inspections show up, the pack is already there.

9am
Pack ready next morning (was: 2-day lag)
100%
Of photos tagged to a zone
0
HSE-evidence gaps in last quarter

Operations · HK SME · 40 staff · multi-site

Morning operations review across 3 sites

Daily operating cockpit — one screen, three sites, ten minutes.

The MD used to spend an hour each morning piecing together the prior-day numbers from three site spreadsheets, the bookings calendar, and overnight WhatsApp messages. The cockpit now lands by 7:30am: yesterday's numbers, today's bookings, the three things that need a decision, and the two things that already broke. He spends the saved hour on the decisions, not the assembly.

10 min
Morning review (was: 60 min)
3
Sites consolidated to one screen
7:30am
Cockpit lands before he sits down

Professional services · HK consultancy · 12 active engagements

Weekly project-status reporting to partners and clients

Project-status cockpit — every engagement, every Friday, on one page.

Engagement leads were each writing a status note on Thursday night; the partner spent Friday morning collating them. The cockpit now reads time entries, the engagement plan, and the prior-week note, then drafts a one-page status per engagement with a traffic-light, top risks, and the ask. Engagement leads edit. The partner reviews the deck instead of building it.

12
Engagements on one page
Friday
Reviewed (was: written) on Friday
3 hrs
Partner time/week reclaimed

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