Agentrolux

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Example · Healthcare clinicsReminder and rescheduling agent

Fewer empty chairs, without more calls

An agent that sends the reminder, handles a reschedule inside your rules, offers the slot to the waitlist, and passes every clinical question to a clinician.

Illustrative scenario — not a real client result

Tomorrow's list · 17:40

Simulated example
  • 24 reminders delivered

    17:41 · Three replies: two confirmations, one reschedule

    Answered
  • 11:20 slot released

    17:44 · Offered to the waitlist, first reply holds it

    Answered
  • “Is this pain normal?”

    17:46 · Clinical question · with a clinician

    Person

Clinical questions never go to the agent

Reminder and rescheduling agent · Healthcare clinics

  • Sourced facts
  • Clinicians decide
  • A person, whenever asked
01 — A typical day

Three small failures that add up.

What healthcare clinics owners tell us goes wrong in an ordinary week.

The empty 2pm chair

A patient forgets, the slot goes unused, and someone on the waitlist was never called. The clinic pays for both.

See the national picture

Clinical questions in the inbox

“Is this normal?” arrives by text. A general agent must never answer it, and the person who can is with a patient.

See the handover rule
01 — A typical day · the evidence

What the numbers actually say.

Each figure opens its source, year, sample and limits. Click a badge to check it.

01
Source

GOV.UK / Department of Health, missed outpatient appointments

2016

England outpatient data for 2014–15: about 5.6 million appointments missed, 9% of the total.

England only, historical administrative data, not a current rate.

Open the source

9%

of NHS outpatient appointments were missed in 2014–15

About 5.6 million appointments in England, from national administrative data. Historical, not a current rate.

GOV.UK / Department of Health · 2016
02
Source

GOV.UK / Department of Health, missed outpatient appointments

2016

England outpatient data for 2014–15: about 5.6 million appointments missed, 9% of the total.

England only, historical administrative data, not a current rate.

Open the source

5.6M

outpatient appointments missed in one year

The same England dataset. A national scale, not a clinic benchmark.

GOV.UK / Department of Health · 2016
03
Source

Cochrane review, mobile messaging reminders

2013

Cochrane review: seven trials, 5,841 participants; SMS reminders versus none, risk ratio 1.14 (95% CI 1.03–1.26).

Relative effect, older studies, mixed settings. Not a 14-point increase.

Open the source

14%

higher attendance with text reminders

A Cochrane review of seven trials (5,841 participants) found a risk ratio of 1.14. Relative, not percentage points.

Cochrane review · 2013
02 — What the helper does

From your records to a decision you own.

The agent reads tomorrow's list and sends the reminder in the clinic's name, with the practical details and a clear way to change the time.

A reply is either a confirmation, a reschedule inside your rules, or a question. Clinical, urgent and distressed messages go straight to a person.

A released slot is offered to the waitlist in order. The record is updated and the day's list is reported to the clinic.

6 steps · 2 decisions you own

Text version of the flow
  1. 1. Read tomorrow's list — Appointments, rules, consent.
  2. 2. Send the reminder — Time, place, what to bring.
  3. 3. Handle the reply — Confirm, reschedule, or pass on. Human checkpoint: You set the rescheduling rules.
  4. 4. Offer the freed slot — Waitlist, in order.
  5. 5. Hand over anything clinical — Symptoms, medication, distress. Human checkpoint: A clinician answers clinical questions.
  6. 6. Report the day — Filled, missed, waiting.
02 — What the helper does · a simulated example

One simulated example, step by step.

Use the buttons or the left and right arrow keys. Nothing here is a real customer.

Simulated example

Riverside Physio

SMS · 17:40

1 / 6

A four-clinician physiotherapy clinic. The agent handles tomorrow's reminders and one released slot. Every message is simulated; no real patient data is used.

  1. You are talking to Riverside Physio's AI assistant, not a clinician. Reply HUMAN at any time for a person.

03 — What you decide

The helper prepares. You decide.

The agent handles the diary. Clinicians handle the patient.

  • You set the rules

    Notice period, allowed slots, and which appointment types always need reception.

  • You set the consent

    Who may be contacted, on which channel, and how to opt out.

  • A clinician takes over

    Symptoms, medication, results and distress go to the clinical queue, not to the agent.

  • You can pause it

    Stop reminders for a clinician, a day or the whole clinic.

Without your approval · Licensed clinicians decide every clinical matter. The agent never gives medical advice, triages symptoms, or changes a clinical plan.

04 — What changes when a safeguard is missing

Documented cases, not scare stories.

Two documented findings and two labelled limits. None is a clinic-level result, and none is a claim that automation alone fixes attendance.

2014

National Audit Office

Missed first appointments cost up to £225m

The NAO estimated that missed first outpatient appointments cost the NHS up to £225 million in 2012–13. It is an “up to” estimate for first appointments, not current spending.

What the helper would do differently

The agent targets the recoverable part: reminding, rescheduling and refilling a released slot, with a daily count of what was actually recovered.

£225M

upper estimate, England 2012–13

2013

Cochrane review

Text reminders help, but the effect is modest

Across seven trials (5,841 participants), text reminders improved attendance with a risk ratio of 1.14. Two studies also reported text costs per attendance 55–65% lower than phone reminders.

What the helper would do differently

The workflow starts with the evidence-backed part — a timely reminder and an easy change — rather than promising to eliminate no-shows.

RR 1.14

attendance with SMS versus none

2015

Barts Health trial

Wording matters, and one trust is not every clinic

In a London trial of 10,111 patients, mentioning the cost of a missed appointment reduced the DNA rate from 11.1% to 8.4%. Mobile numbers existed for only about 20% of eligible patients.

What the helper would do differently

The agent tests one clinic's wording against its own baseline, and reports the share of patients it could actually reach.

8.4% vs 11.1%

DNA rate with a cost message vs the existing one

2016

Evidence limit

A 2014–15 figure is not today's rate

The 9% and 5.6 million figures come from national administrative data for 2014–15. They are England-only and historical, and should not be read as a current clinic benchmark.

What the helper would do differently

The page labels the year and country, and the pilot measures the clinic's own no-show rate before and after.

9%

missed outpatient appointments, England 2014–15

04 — What changes · the evidence

The rest of the evidence.

Every figure resolves to a source with its sample and limits. No figure without one.

  • 14%

    higher attendance with text reminders

    A relative risk ratio of 1.14 from seven trials; not a 14-point rise.

    Source

    Cochrane review, mobile messaging reminders

    2013

    Cochrane review: seven trials, 5,841 participants; SMS reminders versus none, risk ratio 1.14 (95% CI 1.03–1.26).

    Relative effect, older studies, mixed settings. Not a 14-point increase.

    Open the source
  • 9%

    of NHS outpatient appointments missed in 2014–15

    About 5.6 million appointments in England. Historical administrative data.

    Source

    GOV.UK / Department of Health, missed outpatient appointments

    2016

    England outpatient data for 2014–15: about 5.6 million appointments missed, 9% of the total.

    England only, historical administrative data, not a current rate.

    Open the source
  • 8.4%

    DNA rate with a cost-framed reminder

    Versus 11.1% with the existing message in a Barts Health trial. One trust, not a national benchmark.

    Source

    PLOS ONE, SMS wording and DNA rates at Barts Health

    2015

    Two randomised trials at Barts Health, London; 10,111 patients in Trial One. Cost-framed reminder: 8.4% DNA vs 11.1%.

    One trust; mobile numbers available for only about 20% of eligible patients.

    Open the source
04 — What changes · your week

The same week, two ways.

Drag the handle, or use the left and right arrow keys when it is focused.

Typical week, beforeTypical week, after
  • Mon

    Reminders go out between calls, sometimes after 6pm.

  • Tue

    Two patients arrive at the wrong time; one slot sits empty.

  • Wed

    The waitlist is a paper note; nobody calls the third person.

  • Thu

    A clinical question waits in the inbox until the clinician has a gap.

  • Mon 17:40

    All reminders sent. Confirmations update the record automatically.

  • Mon 17:44

    A released slot is offered to the waitlist in order, with a 20-minute hold.

  • Tue

    The list is accurate; reception starts with the two patients who need a call.

  • Thu

    The clinical question is in the clinician queue with the patient record, not the general inbox.

Illustrative example · not a measured result

05 — Your version

Four questions about your own week.

Keep your answers. They are the brief for the first version we would build for you.

  1. How many appointments does the clinic book in a normal week?

  2. What may be rescheduled without asking a clinician, and how close to the visit?

  3. How is the waitlist managed when a slot opens?

  4. Who answers a clinical question, and how does it reach them?

Next

Put your own figures into the calculator below. It runs in your browser, and nothing is sent or stored.

Put your week into the calculator

Bring the four answers to the free one-hour call. We will use them to sketch the first version, and you keep the written plan either way.

Talk about your business
05 — Your version · your numbers

Put your own week into it.

An estimate, not a promise. The model and its assumptions are printed below.

Your inputs

All clinicians, not just the pilot list.

count

Confirmations and simple changes inside your rules.

%

Sending, calling back, updating the record.

min

Pay plus employer costs.

per hour

Evenings and weekends.

%

From patient message to updated record.

hours

Example defaults are typical for a small business. Replace them with yours. Nothing is stored, sent or shared.

Estimated result

Illustrative

Reception hours back each month

21–28

Staff time released
£392–£530
After-hours replies handled the same day
24–28%
Time to a reschedule confirmation
Under 1 hour
How we calculated this

Routine work handled by the helper: 70% of the share you marked routine.

Time saved per item: 80% of the minutes you entered.

Monthly volume: weekly figures × 4.33; monthly figures used as entered.

Cost: hours saved × your staff cost per hour, in pounds as an illustration.

Reply time: routine items move within the hour while the helper runs. Complex work still waits for a person.

Questions

The things people ask next.

No. Symptoms, medication, results and distress go to a clinician. The agent acknowledges the message and says who will reply.

Start here

Show us tomorrow's list.

One hour with a recent day's schedule and your rescheduling rules. We will show you where the gaps are and what the agent would handle.