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A WhatsApp and Voice Agent That Answers Every Patient Call

An AI agent that answers calls and WhatsApp messages, books scans, collects pre-scan questionnaires and sends reminders across 9 imaging centres.

10:16
Summerhill HealthBusiness account
TodayThis business uses a secure service from Meta to manage this chat. Tap to learn more.
Hi, I need to book the knee MRI my GP referred me for. I'm with Bupa10:14
Thanks Joanne, I've found your referral SH-58213 (MRI left knee). Earliest slots:
Salford Quays · Thu 1 Oct, 14:30
Stockport · Fri 2 Oct, 09:1010:14
salford thursday please10:15
Booked for Thu 1 Oct, 14:30 at Salford Quays (ref A-2291). Please fill in the MRI safety form before your scan.10:15
Open form
10:17
MRI safety questions

Section 2 of 5 · Implants and metal

Do you have a pacemaker or implanted defibrillator?

Yes
No
Not sure

Have you ever had metal fragments in your eyes, e.g. from welding or grinding?

Yes
No
Not sure

Please give details

Welder 2006–2011. Had a bit of metal taken out of my eye once

Continue

Managed by Summerhill Health. Learn more

Client
Summerhill Health
Location
Manchester, UK
Duration
12 weeks
Team
5 people: PM, 2 AI engineers, integration engineer, QA
Built with
PythonOpenAITwilioWhatsApp Business APIPostgreSQLAzure
of contacts resolved without staff
78%of contacts resolved without staff
answer time
<5sanswer time
missed appointments
-38%missed appointments
questionnaires completed before the scan
96%questionnaires completed before the scan

01 · About the client

Summerhill Health is a private diagnostic imaging network with nine centres across Greater Manchester and Cheshire, offering MRI, CT, ultrasound and X-ray to self-paying patients and through insurers and NHS referrals. Its central booking team of fourteen handled over 1,500 calls and messages a day. Long hold times meant patients abandoned calls, and many scans were delayed because pre-scan safety questionnaires weren't completed in time.

02 · The problem

  • 01

    Long waits.

    Patients waited an average of six minutes on hold, and a quarter hung up.

  • 02

    Repetitive questions.

    Most calls were about prices, preparation, directions or moving an appointment.

  • 03

    Incomplete paperwork.

    MRI safety questionnaires were often missing on the day, causing delays and cancellations.

  • 04

    Missed appointments.

    No-shows left expensive scanner time unused.

03 · Our solution

We deployed an AI agent that works on both phone and WhatsApp. It answers instantly, understands what the patient needs, and handles common requests end to end: booking and rescheduling scans against live scanner availability, explaining preparation, sharing prices and directions, and answering insurer questions. After booking, it sends the MRI safety questionnaire on WhatsApp and follows up until it's complete, flagging any safety answers for a radiographer. Reminders go out 48 hours and on the morning of the scan, with one-tap confirm or reschedule. Anything clinical or sensitive goes straight to a human with the full conversation attached.

04 · What we built

  • Voice agent

    Natural phone conversations with instant answer and no menus.

  • WhatsApp agent

    Booking, rescheduling and FAQs in the patient's chat.

  • Live scheduling

    Two-way sync with the RIS booking system for all nine centres.

  • Pre-scan questionnaires

    Guided MRI safety forms with risk answers flagged to staff.

  • Human handover

    Clinical, complaint and complex cases passed to staff with context.

Want an agent that answers every patient in seconds?

05 · Challenges we solved

  1. 1

    Clinical safety

    The agent must never give medical advice. We built strict guardrails and a clinical-topic detector that hands over immediately.

  2. 2

    Legacy booking system

    The RIS had a limited API. We built an integration layer that syncs availability every 30 seconds.

  3. 3

    Data protection

    Patient data is processed in UK-region Azure with GDPR-aligned retention and consent capture.

06 · Our approach

  1. Weeks 1–2

    01 Discovery

    Analysed 5,000 anonymised call and message logs to find the top request types.

  2. Weeks 3–4

    02 Design

    Wrote conversation flows and safety rules with the clinical governance lead.

  3. Weeks 5–9

    03 Build

    Built the voice and WhatsApp agents, RIS integration and staff console.

  4. Weeks 10–11

    04 Pilot

    Ran at two centres, reviewing every handover and failed conversation.

  5. Week 12 onward

    05 Roll-out & improve

    Extended to all nine centres with weekly tuning.

07 · Results

Patients now get an answer immediately at any hour, and most never need to speak to the booking team. Staff focus on referrals, insurer queries and patients who need a human. Completed questionnaires and reminders turned previously wasted scanner slots into billable scans.

Inside the product. 

Key screens from the build. Click any screen to enlarge.

WhatsApp conversation showing a scan being booked and a questionnaire sent

10:16
Summerhill HealthBusiness account
TodayThis business uses a secure service from Meta to manage this chat. Tap to learn more.
Hi, I need to book the knee MRI my GP referred me for. I'm with Bupa10:14
Thanks Joanne, I've found your referral SH-58213 (MRI left knee). Earliest slots:
Salford Quays · Thu 1 Oct, 14:30
Stockport · Fri 2 Oct, 09:1010:14
salford thursday please10:15
Booked for Thu 1 Oct, 14:30 at Salford Quays (ref A-2291). Please fill in the MRI safety form before your scan.10:15
Open form
10:17
MRI safety questions

Section 2 of 5 · Implants and metal

Do you have a pacemaker or implanted defibrillator?

Yes
No
Not sure

Have you ever had metal fragments in your eyes, e.g. from welding or grinding?

Yes
No
Not sure

Please give details

Welder 2006–2011. Had a bit of metal taken out of my eye once

Continue

Managed by Summerhill Health. Learn more

01WhatsApp conversation showing a scan being booked and a questionnaire sent

Staff console with live conversations and handover queue

console.summerhillhealth.co.uk/live

Live conversations

Tue 29 Sep · 1,146 today · 38 active

Agent online
Active nowAllVoiceWA
Reschedule MRI → Thu0161 ••• 204 · 01:42Booking
Safety form 6/18Joanne P. · 4mForm
CT price, self-pay07700 ••• 118 · 00:38Answering
Parking at StockportMarcus O. · 1mResolved
Ultrasound prep01625 ••• 377 · 02:10Resolved
Confirm Fri 09:10Priya S. · 20sResolved
Contrast & kidneys0161 ••• 950 · 00:51Handover
Insurer pre-authGareth L. · 3mHandover
Handover queue7 waiting · avg 1m 48s
0161 ••• 950Clinical questionwaiting 0:24
Gareth L.Insurer pre-authwaiting 2:05
Helen T.Complaintwaiting 3:40
Live call · 0161 ••• 950Mrs D. Ashworth · CT abdomen + contrast · Bolton00:51
ReasonClinical topic: contrast with kidney disease (CKD stage 3)Agent actionNo advice given · caller on hold 0:24BookingCT-7719 · Bolton · Mon 5 Oct 11:20

Patient · My GP said my kidneys aren't great. Is the dye going to be a problem?

Agent · That's a question for our clinical team. I'm connecting you to a colleague now, they'll see everything we've discussed.

Take over callAssign radiographer
02Staff console with live conversations and handover queue

Analytics dashboard: contacts, resolution rate and bookings by centre

console.summerhillhealth.co.uk/analytics

Analytics

Tue 29 Sep · 9 centres · voice + WhatsApp

All centresToday7d30d

Contacts

1,146

▲ 4.1%vs last Tue

Resolved without staff

78%

▲ 1.2 ptvs last Tue

Median answer time

3.8s

p95 4.9s

Booked by agent

214

▲ 2361 to staff
Contacts by hourVoiceWhatsApp
Resolved without staff, weeklyResolvedTo staff
Bookings by centretoday
Salford Quays3881%
Stockport3179%
Altrincham2980%
Bolton2476%
Oldham2277%
Wigan2075%
Bury1878%
Chester1774%
Macclesfield1579%
03Analytics dashboard: contacts, resolution rate and bookings by centre

Flagged questionnaire review screen

console.summerhillhealth.co.uk/questionnaires/A-2291

Questionnaire review

MRI safety · 12 flagged for review

All centres
Flagged12
Joanne Pickering2

MRI knee · Salford · Thu 14:30

Adeel Hussain1

MRI brain · Bolton · Wed 09:40

Sandra Kaye1

MRI spine · Chester · Thu 11:00

Liam Doherty1

MRI hip · Wigan · Fri 16:20

Megan Hurst3

MRI pelvis · Bury · Mon 10:15

Tomasz Wrona1

MRI shoulder · Stockport · Mon 13:50

Rachel Ibbotson1

MRI brain · Oldham · Tue 08:30

David Mercer2

MRI knee · Altrincham · Tue 15:10

JPJoanne PickeringDOB 14/03/1981 · MRI left knee · Salford · Thu 1 Oct 14:301 contraindication risk
Submitted via WhatsApp, 28 Sep 10:23 · 18 of 18 answered · 2 flags
#QuestionAnswerPatient detail
Q1Pacemaker or ICDNo—
Q4Aneurysm clipsNo—
Q6Metal fragments in eyesYes“Welder 2006–2011, metal removed from eye”
Q9Cochlear implantNo—
Q11Metal implants or pinsNot sure“Pins in right ankle?”
Q14Surgery in the last 6 weeksNo—
Q15Kidney disease or dialysisNo—
Q17Pregnant or possibly pregnantNo—
DecisionRadiographerCall patientOrbit X-rayClear for scan
04Flagged questionnaire review screen

Summerhill Health's website today: summerhillhealth.co.uk

Summerhill Health website home page
05Summerhill Health's website today: summerhillhealth.co.uk

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