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AI USE CASE

Specialist Clinic Referral Letter Drafter

Automatically drafts specialist referral and reply letters from patient records for clinic staff.

Typical budget
€6K–€25K
Time to value
4 weeks
Effort
4–10 weeks
Monthly ongoing
€200–€800
Minimum data maturity
basic
Technical prerequisite
dev capacity
Industries
Healthcare
AI type
llm

What it is

This tool reads structured patient record data — diagnosis, investigations, and care plan — and generates referral or reply letters formatted to the receiving clinician's expected style. Clinics typically cut letter-writing time by 60–70%, freeing consultants to see more patients or reduce after-hours admin. A small specialist clinic processing 50–100 referrals per month can recover 10–15 hours of consultant time weekly. Letters remain fully editable before sending, ensuring clinical oversight is maintained.

Data you need

Structured or semi-structured patient records containing diagnosis, investigation results, and current care plan, accessible in digital form.

Required systems

  • none

Why it works

  • Clinicians review and approve every generated letter before it is sent, maintaining clinical accountability.
  • Letter templates are co-created with the consultants who will use them daily, ensuring tone and format match expectations.
  • The solution is integrated — even loosely — with the existing practice management or EMR system to pull structured data automatically.
  • A clear data processing agreement and GDPR-compliant hosting (preferably EU-based) are established before go-live.

How this goes wrong

  • Patient records are stored in incompatible or paper-based formats, preventing automated data extraction.
  • Generated letters lack the nuanced clinical tone expected by specific referrers, requiring heavy manual correction.
  • Staff skip the review step and send AI-drafted letters unchecked, creating clinical risk and potential liability.
  • GDPR or national health data regulations are not addressed upfront, stalling deployment or forcing a rebuild.

When NOT to do this

Do not deploy this tool if your clinic still manages patient records primarily on paper or in unstructured scanned PDFs — the extraction overhead will negate all time savings and frustrate staff.

Vendors to consider

Sources

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