Live Care Intelligence Platform

Hidden Wonders learns, tests, predicts, and drives the next care action.

A premium operating dashboard that combines live operations, test validation, district signals, package logic, sales routing, and execution tracking in one place.

👥 Who
Living-alone seniors, discharge-risk users, moderate-need households, and underserved districts.
📦 What
Package-first decisions across bed bundles, safety kits, bath support, and monitoring transitions.
⏱ Why now
Ageing pressure is rising while follow-up, stock visibility, and partner response remain uneven.
✨ Core edge
Validated model outputs, explainable recommendations, direct action ownership, and closed-loop learning.
53.7%
approved → rental conversion
37.1%
living-alone conversion
+57%
uplift if gap closes
84.6%
latest validation accuracy

Closed AI-to-action loop

Connect signals
Test models
Recommend package
Learn & improve

The platform validates on holdout data, shows test prediction clearly, projects next-month pressure, and turns outputs into district, package, channel, and owner-level action.

Live operations overview

Live priorities, clearer charts, and faster action reading for management and frontline teams.

Last refresh Horizon 4 weeks Real-time refresh Validated test mode

Real-time risk monitor

Red highlights show where fall risk, delayed outreach, or stock strain needs immediate action.
Auto-alerts live

District priority comparison

Pressure, conversion, and visible approved base shown side by side so districts are easy to compare and match.
6 key districts Pressure vs conversion
pressure conversion approved-base ring

Action board

Short action cards for immediate team follow-up.
Current priorities

Demand, conversion, and stock trend

Focused line view using only the most decision-useful series.
Internal demand Conversion Stock readiness

District ranking

Simple ranking table that supports the map.
Priority list

Core decision capabilities

Shown as working dashboard capabilities rather than slide claims.
Platform strengths

Test mode, prediction & validation

Validated test data, selectable train-test splits, and model choices with measurable accuracy changes.

Train 80 / Test 20 Validated pilot cohort Gradient Boosted Regression

Validated test controls

Choose the validated dataset, train-test split, and regression mode. Accuracy, errors, and holdout rows update live.
Validated sample ready
8 holdout rows

Actual vs predicted

Grouped test bars compare actual vs predicted outcomes for the selected holdout sample.
Validation sample
actual predicted confidence band

Next-month forecast

Forecast cards and ranked district outputs from the selected test mode.
District prediction

Holdout test sample

Validated rows from the selected test split with actual, predicted, residual gap, and recommended package.
6 sample rows

Scenario planning

Test operational levers, cost by action, overall profitability, and the likely effect on conversion and package mix.

Live scenario Cost + value District impact

Operating levers

Cost HK$0Value HK$0Profit HK$0
Cost HK$0Value HK$0Profit HK$0
Cost HK$0Value HK$0Profit HK$0
Cost HK$0Value HK$0Profit HK$0
Cost HK$0Value HK$0Profit HK$0

District uplift

Package demand shift

Action profitability

Package planning & recommendations

Compare package fit by persona and route the next best action to the right owner.

Package-first logic Persona fit Owner routing

Package comparison

Package builder

Selected persona
Recommended package
Best channel
Owner
Expected uplift
Predicted acceptance
Fall-risk focus
Estimated monthly value

Data inputs

Internal and external uploads with concise field guidance.

CSV upload Field guidance Coverage 86 / 100

Internal operations data

Core

Rental records

Starts, stops, duration, item family, return reasons, and district demand history.

user_iddistrictequipment_familystart_dateduration_days

User profiles

Age, living arrangement, referral route, urgency, approval date, and district.

age_bandliving_arrangementreferral_channelapproval_date

Inventory & fulfilment

Available units, active units, setup time, stockout flags, and category capacity.

item_idcategoryavailablesetup_daysstockout

Outreach / sales log

Contact attempts, stage changes, objection codes, owner, partner, and close reasons.

lead_idownerstageresponseclose_reason
No file selected.

External district signals

Enrichment

Ageing distribution

District 65+, 70+, 80+, living-alone concentration, and household profile.

district65_plus80_plusliving_alone

Discharge & health pressure

Transition risk, discharge volume, rehab-at-home intensity, and hospital handoff pressure.

districtdischarge_volumetransition_risk

Housing & access context

Building age, lift access, setup friction, public/private mix, and household constraints.

building_agelift_accesssetup_friction

Social vulnerability

Income pressure, caregiver availability, service reach, and district support gaps.

income_pressurecaregiver_gapcoverage_gap
No file selected.

Sales mode, outreach & integration

How teams act on the dashboard, with connectors and governance shown alongside.

Sales mode Connector examples Governance

Sales & outreach workspace

1 | Find
Highest-priority leads by district, persona, and package fit.
2 | Offer
Suggested bundle, subsidy path, and channel script.
3 | Convert
Track objections, stage progress, and setup commitment.
4 | Learn
Feed outcomes back into the model for better next actions.

Integration & governance

REST connectors

Example endpoints for operational sync and batch refresh.

/api/rentals • /api/users • /api/inventory • /api/outreach

Partner & district signals

External enrichments for ageing, discharge, housing, and vulnerability context.

/api/external/ageing • /api/external/discharge • /api/external/housing

Governance

Human review checkpoints, audit logs, confidence thresholds, and weekly operating cadence.

Audit trailRole-based accessConfidence thresholdWeekly review
Hidden Wonders Care Intelligence Platform System live • validation stable • live alerts on • district focus Sha Tin