/ Case studies / CETVIN / AI assistants

Two AI assistants for three general practice clinics

The diagnostic assistant prepares draft assessments and diagnostic groundwork that the doctor always reviews and approves. The personal assistant handles administration, meeting notes and reminders.

ClientCETVIN s.r.o.
Year2026
Project typeAI assistants
AI asistenti CETVIN – diktovanie, návrh posudku na schválenie lekárom a osobný asistent (ilustračná ukážka)
01 · Context

Three general practice clinics and the workload around patient care

CETVIN s.r.o. runs three general practice clinics for adults, among them a clinic in Golianovo near Nitra. Alongside patient care, the team deals every day with medical assessments, records, administration and communication.

This workload grows with every clinic. Across three clinics it means assessments, meeting notes, reminders, emails and coordinating tasks between the sites. The aim of the project was to hand the routine part of this work to AI assistants so the doctor has more time for patients.

02 · Challenges

Requirements for AI in a clinic the doctor's responsibility, data, sites and deadlines

Bringing AI into a medical practice means dealing with things that ordinary business automation does not account for.

The doctor decides

AI must not decide for the doctor. The diagnostic assistant therefore prepares groundwork and drafts that the doctor always reviews and approves.

Protecting health data

Medical records are among the most sensitive data there is. The documents and material the assistants work with are stored in our private cloud.

Three sites at once

The assistants serve three clinics at the same time. They have to work the same way in each and keep each site's tasks separate.

Tasks with fixed deadlines

Much of the workload has to be done at a set time. The assistants work asynchronously: a task only needs to be set, and they carry it out at the scheduled time.

03 · Principle

The diagnostic assistant prepares drafts and groundwork that the doctor always reviews and approves; administration is handled by a separate personal assistant.

01

Two separate roles

The diagnostic assistant works on assessments and diagnostics, the personal assistant on administration, meeting notes and reminders.

02

Approval by the doctor

Every draft assessment and every piece of diagnostic groundwork is reviewed, edited where needed and approved by the doctor.

03

Data in a private cloud

The documents and material the assistants work with are stored in the INTERFASE private cloud.

04 · Assessments

Draft assessments from dictation for the doctor to review and approve

The doctor dictates the details by voice. From the transcript, the diagnostic assistant prepares a draft assessment and passes it to the doctor.

The doctor reviews, edits and approves the draft. The assistant neither issues the assessment nor decides on it.

CETVIN AI assistants – dictation and a draft assessment awaiting the doctor's approval
CETVIN AI assistants – dictation and a draft assessment awaiting the doctor's approval
05 · Diagnostics

Diagnostic groundwork for the doctor's decision

The doctor can send documents to the assistant by email or set the task by voice. The assistant turns them into a clear summary and stores it in the private cloud.

Interpreting results, the diagnosis and the next steps are decided by the doctor.

Diagnostic assistantGroundwork for the doctor
06 · Workflow

Workflow for assessments and diagnostic groundwork always approved by the doctor

The assistant prepares a draft from the doctor's instructions and the documents in the private cloud. The doctor reviews the draft, edits it where needed and approves it.

Diagnostic assistantDraft, review and approval by the doctor
  1. 01

    Request

    Dictation or email from the doctor

  2. 02

    Material

    Documents in the private cloud

  3. 03

    Draft

    Assessment or diagnostic groundwork

  4. 04

    Doctor's review

    Edits and approval

  5. 05

    Storage

    Approved version in the private cloud

07 · Administration

Personal assistant meeting notes, emails, reminders and notices

The personal assistant takes over administration for the three clinics. A task can be set by voice or by email.

It prepares meeting notes and sends them out, schedules a reminder or produces graphic content, such as a notice for the waiting room.

CETVIN AI assistants – the personal assistant prepared meeting minutes and set a reminder
08 · Scheduling

Asynchronous tasks set in advance, carried out on time

Much of the workload has a fixed deadline. A task can be set in advance and the assistant carries it out at the scheduled time – a reminder, an email or an overview of the next day's tasks.

CETVIN AI assistants – scheduled tasks and the day's overview for three clinics
CETVIN AI assistants – scheduled tasks and the day's overview for three clinics
09 · Three sites

Tasks for three clinics kept separate by site

The assistants serve all three clinics at once. They keep each site's tasks separate, so they work the same way in every clinic.

Task overviewThree clinics · today
  • Clinic 11 draft to approve
  • Clinic 22 scheduled tasks
  • Clinic 31 scheduled task
  • All clinics1 set of notes
    10 · Project

    Project stages from mapping the workload to rollout

    1. 01

      Mapping the workload

      With the clinic team we went through which tasks take up most of their time and where AI can genuinely help.

    2. 02

      Designing two roles

      We split the work between the diagnostic and the personal assistant and set what an assistant prepares and what the doctor approves.

    3. 03

      Connections

      We connected the assistants to voice control, email and our private cloud.

    4. 04

      Rollout in the clinics

      We deployed the assistants in all three clinics and fine-tuned them to the team's day-to-day work.

    11 · Result

    Two AI assistants in three general practice clinics

    The CETVIN clinics have two assistants that take over routine work – from draft assessments and diagnostic groundwork to meeting notes, emails and reminders. Decisions about patients stay entirely in the doctor's hands.

    What we delivered

    1. 01Diagnostic assistant for assessments and diagnostics
    2. 02Personal assistant for administration
    3. 03Voice control and email communication
    4. 04Task scheduling for set times
    5. 05Connection to our private cloud
    6. 06Rollout in three clinics

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