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LifeWatch AI

Solutions · Health systems

Follow-up is a staffing problem. Treat it like one.

Your teams know which patients need contact after a discharge and between visits, and at what frequency. What they do not have is the hours — and hiring to the gap is not a plan. LifeWatch runs that follow-up at the cadence each condition warrants, closes the routine work on the contact, and hands your care team only what needs a clinician.

The operational problem

The riskiest weeks are the quietest ones.

Every service line knows the shape of it: the patient leaves with instructions and prescriptions, and the next planned contact is a clinic visit weeks away. Everything in between depends on capacity nobody has.

The weeks after discharge, today

Contact is thinnest exactly where the risk of coming back is highest.

  1. Day 0

    Discharge. Instructions on paper, prescriptions to fill.

  2. The gap

    No scheduled contact. A callback list, worked when there is capacity.

  3. Weeks 2–4

    The follow-up visit — if it was booked, and if the patient gets there.

With a transition program running

The same weeks, with contact at the cadence the program sets.

  1. Day 0

    The patient enters the transition program at discharge.

  2. First days

    Contact is heaviest where the risk is: instructions, medications, symptoms, the follow-up booking.

  3. Weeks 2–4

    The cadence continues. Each contact closes routine work or escalates.

  4. After the window

    Hand-off to chronic-care follow-up where the patient qualifies.

The discharge window is the sharpest case. It is not the only one.

  • Chronic panels

    The follow-up a condition calls for, times the panel, is a number no team can staff by hand. So contact happens at the frequency the roster allows.

  • Quality lists

    The gap list exists months before it is worked, because working it is manual phone labor that competes with everything else.

  • High-risk patients

    The patients who need the most continuity get whatever capacity is left once the day's urgent work is done.

What runs for you

Programs land where the work already lives.

A program is not a new department. Each one runs under the team that owns the problem today, closes the routine work on the contact, and routes the rest to your own clinicians — all on the same platform, reading the same patient profile.

LifeWatch programs for health systems, by internal owner
ProgramRuns underCloses on the contactReaches your care team
Post-discharge

Patients in the window after an inpatient stay, when contact is thinnest and the risk of coming back is highest.

Transitions of care
  • Getting the follow-up visit on the calendar
  • Routing a medication that was never picked up
  • Re-delivering discharge teaching that did not land
  • Symptoms suggesting the original problem is returning
  • A medication the patient never started, or stopped
  • Anything the patient describes that the call is not scoped to answer
Chronic care & APCM

Patients carrying one or more chronic conditions who need contact between visits at a frequency the panel cannot support by hand.

Care management
  • Booking the follow-up that was never scheduled
  • Routing a refill that ran out early
  • Delivering the program's teaching when the patient is unclear
  • A condition-specific finding the program defines as urgent
  • Anything the patient raises that falls outside what the call is scoped to handle
Medication management

Patients whose regimen only works if it is actually taken — and whose adherence is asked about at visits and assumed in between.

Pharmacy / care management
  • Routing a refill problem to the right queue
  • Reinforcing dosing instructions from the program
  • Recording an adherence problem against the specific medication
  • A side effect the patient is describing
  • A medication stopped without anyone knowing
  • Any request to change a dose — LifeWatch never does this
High-risk & complex populations

The patients who need the most continuity and, in practice, get whatever capacity is left over once the day's urgent work is done.

Care management leadership
  • The routine work that would otherwise consume the panel's attention
  • Keeping continuity when a nurse is out, at capacity, or on something urgent
  • Meaningful change in any of the patient's conditions
  • A pattern across contacts that no single call would show
Care gaps & preventive care

Patients your gap list already identifies as overdue, who are not being worked because working them is manual phone labor.

Quality / population health
  • Offering times and routing the booking
  • Recording a real reason for declining, rather than an unanswered call
  • A symptom that surfaces during the outreach and is unrelated to the gap
  • A patient whose circumstances mean the gap should not be worked as written
Annual wellness visits

Patients eligible for an annual wellness visit who have not booked one — the most reliably reimbursable preventive contact, and the most consistently under-booked.

Primary care operations
  • Engaging the patient and moving the booking forward
  • Capturing why a patient declines, so the list stays honest
  • A concern raised during the outreach that should not wait for the visit

Each program in detail, with its cadence, its roster, and what a pilot measures: the programs.

The product, at the boundary

What your nurses actually receive.

Not call recordings, and not another worklist. A finding reaches your care team only when it meets the program’s escalation criteria — and it arrives as this: the patient, the sentence that triggered it, the change against their own baseline, and where it was delivered.

Everything else — the booking, the refill routing, the repeated discharge teaching — closed on the contact and became a note in the chart, not a task for tomorrow.

Where the system stops

Escalation · delivered to the care team

UrgentRuth Alvarez · 74 · Post-discharge · Heart failure

Weight rising since discharge with new breathlessness at night

What the patient said

I have been waking up needing to sit forward. And my shoes are tight on me again.
Change from baseline
Four pounds above the weight recorded at discharge six days ago.
Sent to
Her own care manager, with the covering clinician copied
Delivered
Within a minute of the call ending
For the implementation team: how it sits alongside your record, and the whole change-management plan
Alongside your record

It writes to the systems you run. It replaces none of them.

  • Standards-based, not proprietary

    LifeWatch connects to your existing system of record over standards-based clinical interoperability. There is no core-system replacement and no parallel chart for your teams to maintain.

  • Every contact writes back

    A structured note, the transcript, the actions taken, and the time and activity your billing team works from — returned to the patient’s chart, where the next clinician actually looks.

  • Starting needs nothing from IT

    A pilot can begin from a file export while the integration request is still in your queue — and connect properly once the program has shown it deserves the slot.

How it connects to your record
Implementation

Change management is most of the work. Here is all of it.

The technology is not what makes a program like this succeed inside a health system. What matters is that your nurses trust what reaches them, and that nobody inherits a new queue to staff. So nothing about how your units work today has to change: training is reading a queue that looks like the one above, escalations follow routing your team set, and go-live is judged on measures your team fixed first.

What the pilot measures

Reached in the window
The share of discharged patients the program reached inside the transition window.
Follow-up booked
The share whose follow-up appointment existed before it lapsed.
Closed without a clinician
Routine work — bookings, refills, teaching — resolved on the contact instead of joining a queue.
Escalations
Findings raised, delivered, and what your clinicians confirmed on review.
Documentation
A structured note per completed contact, written back to your record.
  1. 01

    One service line, one population

    Start where follow-up is thinnest — usually the weeks after a discharge, for one condition you already track. Not an enterprise rollout.

  2. 02

    The program is certified before it runs

    Our clinical team defines what the contacts cover, what may close on the contact, and what must escalate. You review it in full and set where escalations go.

    How programs are designed
  3. 03

    Connection at your pace

    A pilot begins from an export, with nothing on your IT queue. A standards-based connection follows once the program has earned it, and nothing you run today is replaced.

  4. 04

    Test until your team trusts it

    The program runs against test patients first. Your nurses see exactly what an escalation looks like, and tell us what needs to change, before a real patient is ever contacted.

  5. 05

    Go live, measured

    Measures agreed before the first contact. The program owner and your leadership read the same numbers from the first week.

Bring us one service line.

Tell us where follow-up is thinnest — the discharge population, the chronic panel, or the list your team worries about most. We will map a program against how that unit works today, and agree what a pilot would measure before anything is called.

Talk to our team