Skip to content
Curious Context Labs

case study · Customer service · Automation

Complete intake files before the first appointment

How forms and scanned documents can be read, checked against a checklist and chased automatically, with front-desk staff confirming each record.

business
Healthcare clinics
build
Automation
timeline
5 weeks
read
3 min

01 the business

Physiotherapy and sports injury clinic

3 sites, 25 practitioners

New patients send online forms, emailed referral letters and photos of paper sheets. Reception retypes them into the practice system. Missing referrals or consent forms come to light on the day, and appointments start late or get moved.

02 before

The problem

Front-desk staff retype details from online forms, emailed scans and paper sheets into the practice system. Missing referrals, ID or signed consent come to light on the day, and the appointment starts late or gets moved. The same questions get asked twice.

  • Details are typed twice, with typos.
  • Missing documents are found at check-in.
  • Patients are asked the same questions again in the room.

03 the build

What the AI does

  1. Step 1: Picks up new intake forms from Jotform or Typeform and documents sent to the shared inbox.
  2. Step 2: Reads names, contact details, history and reason for visit from forms and scanned files.
  3. Step 3: Checks the file against your checklist for that service, such as referral letter, ID or signed consent.
  4. Step 4: Emails the client a friendly request for anything missing, with a secure upload link.
  5. Step 5: Creates or updates the record in Cliniko, Clio or Karbon and attaches the documents.

paused: waiting for a person to approve

How it was put together

  • Read new forms and documents from the intake tools and shared inbox.
  • Extracted details and checked the file against a checklist for each service.
  • Requested anything missing with a secure upload link.
  • Prepared the record in the practice system for reception to confirm.

04 human in the loop

Where a person stays in charge

Front-desk staff confirm each new record before it is created and review any field the system was unsure about. Clinical or legal judgement on the intake stays with the practitioner.

  • Reception confirms every new record before it is created.
  • Health data stays in approved systems, with access logs.
  • Clinical judgement about the intake stays with the practitioner.

05 rollout

From kickoff to live in 5 weeks

  1. Weeks 1–2Map forms, checklists and data protection requirements.
  2. Weeks 3–4Process real intakes in parallel with reception.
  3. Week 5Switch to review-and-confirm for all new patients.

06 after

What changes

Files are complete before the client walks in. Reception spends less time retyping and more time with the people in front of them.

worked example · your numbers will differ

Assume 400 new patients a month and 12 minutes of reception time each to retype and chase, falling to 3 minutes to confirm.

400 × 12 minutes = 80 hours a month today. 400 × 3 minutes = 20 hours. 60 hours a month go back to the front desk.

What to measure

  • Share of first appointments with a complete file.
  • Reception time per new patient.
  • Appointments delayed by missing documents.
  • Data entry errors found later.

07 evidence

What the research says

  1. About 75% of generative AI's potential value sits in four areas: customer operations, marketing and sales, software engineering, and R&D.

    McKinsey & Company, The economic potential of generative AI: the next productivity frontier (opens in a new tab) · 2023

  2. The global average cost of a data breach reached $4.99 million, a record high.

    IBM, Cost of a Data Breach Report (opens in a new tab) · 2026

08 lessons

Mistakes to avoid

  • Skipping the privacy review. Health data needs care and the right agreements.
  • Over-chasing. One friendly reminder and one follow-up is usually enough.
  • Letting the system decide clinical suitability.

09 questions

Common questions

Does it work for law and accounting firms?
Yes. The checklist changes to ID, engagement letters and client documents, and the record goes to Clio or Karbon.
Can it read handwriting?
Often, from clear photos. Anything it is unsure of is flagged for reception.

keep reading

All case studies ->

Tell us how your business runs. We'll tell you where AI fits.

A free 30-minute call. You talk, we ask questions, and you leave with a few concrete ideas — or an honest answer that AI isn't the right fix yet.

Working with teams around the world.