5 systems One per level of care, none connected
Independent living, assisted living and memory care each end up on a different platform. Nobody has a resident's whole picture.
Healthcare ยท India & South Asia
Operators say it themselves: integration is the problem, not the number of devices.
US adults aged 65 and over report falling each year, and falls are the leading cause of injury death for that group.
In India
Platforms in this market
Rules that apply here
We read the rule before the call. It is the cheapest way to prove we did the work.
What is happening
Independent living, assisted living and memory care each end up on a different platform. Nobody has a resident's whole picture.
One prevented fall pays for a year of monitoring across a wing. In memory care the average fall costs $9,300, up 77% since 2022.
Adoption is not the gap. The devices are in the building. The data from them is not anywhere a manager can act on it.
CMS has tightened guidance on resident care and fall risk, and underwriters are asking harder questions. Evidence that a check happened matters as much as the check.
However hard, whatever it is
This page is about one resident record. If yours is occupancy, agency cover or an incident nobody saw coming, we start the same way.
01 Days where the work happens, not a workshop in a meeting room. We watch the job get done and write down the shortcuts nobody wrote down.
02 Your data, your rules, your vendors and their documentation, and the published research on your sector. We report what is actually in there.
03 Not which tool fixes this. What is actually causing it, taken apart until we reach the piece that cannot be divided further.
04 Weeks, not quarters. By this point we are not guessing what to build, and guessing is the thing that makes projects long.
Where we sit
What you get
Built new for you — none of this exists in your stack today
What you already run — unchanged, and still yours
If a device or a chart records it, we can reach it. A nurse call panel, a clinical system with no API, a property ledger. All of it can be joined.
No API
No documentation
A terminal from 1994
It arrives as paper
The vendor said no
It reports nothing Not a list of limits. Name yours on the call.
And once we can reach it, a model can read it. Most of the value here is in the sources nobody ever structured — the note, the letter, the screen.
Intelligence, plumbed in
The build is a panel connector, one resident identity across five systems, and a test against incidents you already had.
How we make AI survive real data
Connectors
A semantic layer
Evals you can check What changes
One picture Nurse call, fall detection, wearables, door and bed sensors normalised into one event stream, next to census and care plans.
Earlier signal Patterns across devices that no single vendor's dashboard can see, because no single vendor has the other four feeds.
Evidence For the family conversation, the survey, and the insurer.
Who this is for
Executive Director
VP of Operations
Director of Health & Wellness
Risk Manager
Owner / Operator Straight answers
No, deliberately. You already have devices. What you do not have is a layer they all report into. We build that, which means every sensor vendor becomes a partner rather than something you have to rip out.
Not as we build it. We report what happened: a resident has not moved in 40 minutes, a door opened at 2am. We leave the clinical judgement to your clinicians. That line is what keeps it a wellness product rather than a regulated device. We hold to it in the software and in what we claim.
Event data is minimised by design and access is role-scoped and logged. Where inference is useful, we prefer to run it on the device so that raw audio or video never leaves the building.
Joined with the care notes, yes. We test the picture against incidents you already had. The night staff see a floor screen, not a report.
For senior living that means the Maintenance and Welfare of Parents Act, state senior care rules and the DPDP Act 2023. We read the rule before the call, so the first meeting is about your operation rather than about us catching up.
What you already run stays where it is. Around it we build software, hardware and the process itself. Here that means a wearable call button that works in the garden too.
See everything we build
Software
Hardware
Ways of working
Whole ventures Honest about the numbers
We have not localised it, because a number nobody can check is worth less than a real one plus this sentence. The pattern travels. The size of it in your market is a question for the call.
Same industry, other markets