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Therapist-driven OT · AI

The home has been telling us all along.

Privacy-first home signals, turned into daily insight and early warnings for occupational therapists.

No cameras Sound-first sensing Therapist-in-the-loop
In research collaboration with PolyU-HZRI LSCM HK ITF Hong Kong
The gap in elderly care

Assessments are snapshots. Life happens in between.

A therapist sees minutes in clinic. Falls, missed medication and quiet decline happen at home — unseen.

01 / SNAPSHOT

A visit is one moment

One clinic visit rarely shows what really happens at home.

02 / INVISIBLE

Home is hard to see

Bathing, transfers and near-falls happen where no one can watch.

03 / SCATTERED

Evidence takes time

Matching real performance to the right evidence takes hours therapists don't have.

The sensing layer

A quiet layer of sensing. No cameras, ever.

A few ambient sensors and a friendly chatbot notice daily life at home — never faces, never conversations.

Privacy by design. Sound and ambient signals only — never video, never transcripts. Processed on-device wherever possible.

Sound sensor PRIMARY

Water, footsteps, a flush — the sensing backbone.

Pressure sensor

Confirms sitting, standing, presence.

Contact sensor

Doors, cabinets — meals and meds.

Floor-vibration sensor

Movement, transfers, fall signatures.

Wearable

Optional activity and vitals.

Care chatbot

Friendly voice check-ins.

How it works

From a sound in the kitchen to a clinical decision.

A continuous loop, just like good therapy: sense, understand, decide, refine.

01

Sense

Sensors and chatbot capture daily life, privately.

02

Detect

On-device AI builds a daily activity timeline.

03

Decide

Summaries, alerts and evidence — ready for care-team review.

04

Refine

Gold-standard reassessment keeps every plan current.

A continuous therapist-in-the-loop cycle
What the therapist sees

Not raw data. A clinical read on the day.

Weeks of home signals, distilled into what a therapist actually acts on.

  • Daily activity across bathing, transfers, meals & meds
  • Instant alerts when routines slip
  • Response tracking vs. baseline
A day with Elderbot

Earlier insight. More confident care.

Elderbot turns everyday home activity into clear, actionable information for therapists and care teams.

Less guesswork

Understand what happens between appointments.

More focused visits

Spend more time assessing, deciding and acting.

Earlier support

Bring meaningful changes forward for timely follow-up.

Camera-free sensing · No video · Designed for dignity
Evidence & validation

Measured against the standards therapists trust.

Benchmarked against gold-standard assessments. Validated through focused pilot studies.

Gold-standard reassessment

The refinement loop closes against measures therapists already use:

Barthel Index Lawton IADL MoCA COPM
Pilot mini-studies
01
Bathing
Full bathing routine, detected safely.
02
Transfer
Sit-to-stand and bed transfers.
03
Fall detection
Falls, caught without a camera.

Evaluated for feasibility · acceptability · preliminary clinical value

Why now

A rising need, and a shrinking window to meet it.

Hong Kong is ageing fast. Continuous, dignified monitoring keeps a stretched workforce up.

1.452.74M
Projected rise in older adults
Hong Kong projection
20.536%
Share of population aged 65+
Projected
0
Cameras in the home, by design
Privacy-first
1
Therapist always in the loop
Human-led
Who it's for

One platform, from the therapist to the system.

For therapists

Clinical decision support

Continuous home visibility, plus AI that retrieves the evidence behind each decision.

  • Home-monitoring dashboard & deviation alerts
  • Agentic evidence search for faster clinical review
  • Reassessment tied to standard measures
For service providers

Micro-need intelligence

Population-level insight into unmet need, service gaps and risk.

  • Service-gap analytics across caseloads
  • Risk stratification & planning
  • Consistent quality across mixed providers
Let's talk

Bring continuous, dignified care to the people you serve.

Book a walkthrough, or tell us about your caseload.

Live demo for therapists & providers
hello@elderbot.com
Privacy-preserving pilots, therapist-led
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