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AI agents for clinic document follow-up
Short answer
An AI agent in clinic administration links incoming documents with administrative cases according to a list set by the clinic, points out missing information such as the case number and writes a question to the sender. It does not assess medical content. The agent costs from €3,000 net at Syntalith and, with 600 documents a month at 6 minutes each, pays back in 2.1 months.
How we workDetails ↓
- 01Call30 minutes with an engineer, free
- 02PrototypeA working system on your process and data, free
- 03ImplementationTarget and fixed price in the contract; 50% at signing
- 04Acceptance50% once the agreed target is met
- net per agent for one process, build paid once
- from €3,000
- from signing the contract to acceptance
- 6–16 weeks
- free prototype on your cases
- €0
We belong to the OpenAI and Anthropic partner programmes and learn through their official courses. What this means ↓
Author: Syntalith · 3 min read
Statistics
Healthcare and AI: statistics 2026
2.1 mo.
payback of a €3,000 agent with 600 documents a month: €2,094 of work today, €633 with checking and the model. Scenario.
48.8%
According to Eurostat (2025), 48.8% of EU enterprises that considered AI and did not use it named concerns about data protection and privacy.
Source: Eurostat, Use of artificial intelligence in enterprises (2025) ↗
52.5%
According to Eurostat (2025), 52.5% of EU enterprises that considered AI and did not use it named a lack of clarity about the legal consequences.
Source: Eurostat, Use of artificial intelligence in enterprises (2025) ↗
84%
According to the European Commission (2025), 84% of Europeans think AI at work needs careful management to protect privacy and ensure transparency.
Source: European Commission, survey on AI and the future of work (2025) ↗
90%
According to the European Commission (2026), 90% of companies that use AI say people take the decisions, and 2% of decisions are fully automated.
Source: European Commission, Flash Eurobarometer on AI and algorithmic management (2026) ↗
Figures checked: 22 October 2026
The file arrived without a case number
A clinic receives a payment confirmation in reply to a question about settling a visit. The clinic asks senders to quote the case number with documents they send in, and this sender left it out. The employee has several open cases with a similar description. One person received the file, another asked for the number, a third got the follow-up, and before anyone can deal with the case they have to rebuild the whole conversation.
The agent points out the missing number and writes a short request for it. The employee checks that the number really is missing from the materials and sends the question. After the sender replies, the employee settles the assignment, and the agent attaches the reply to the same case. The list of required information comes from the person responsible for the document flow at the clinic. The agent points out gaps against that list and sets no requirements of its own.
- The agent sees only the sources and administrative cases the clinic names
- It judges gaps by the approved list for each type of case
- It does not interpret or assess medical content
- An unclear assignment stays open for the team to clarify
Health data is a special category of personal data under the GDPR, so the scope of access, the place of processing and the history of actions are agreed before launch.
What it costs and when it pays back
- Today
- 600 documents × 6 min = 60 h (€2,094)
- With the system, a person checks the output in 30% of the time
- €628
- Model, 1 call per case, Claude Sonnet 5.5
- €5
- Cost of one case
- €3.49 today, €1.06 with the system
- Saving
- €1,461 a month
Payback of €3,000
2.1 months
The volume, the time and the checking share are the scenario's assumptions. €34.90 an hour is the EU average hourly labour cost for 2025 according to Eurostat. Model: 3,000 input and 300 output tokens per call at Anthropic's rates, converted at the ECB rate of 1.1205 USD per euro on 22 October 2026.
The count covers the work around a case: searching, reading, writing and passing things on. What remains is the time to check the output, 30% of today's work in the scenario. Before the quote we measure both times on 20 to 100 cases the team has already handled, in a €0 test that takes 5 working days.
What „the document is in the system” means
Check what your current system records when a file arrives: whether an employee opens the document from it and sees which case it was assigned to. HL7 FHIR R5 describes DocumentReference as a way of indexing documents, with separate statuses for the reference and the document. Such a record still does not establish which administrative case a file belongs to. If your form can require a case number and an attachment, start by configuring it. An agent makes sense when documents arrive by email in different forms.
A form with a required case number
form configuration
no build
Uniform submissions
rules that flag an empty field
automation
Documents in emails, in different forms, several people in the flow
an agent that links files with cases
from €3,000
Where to start
The first scope covers a chosen type of case and the team that matches attachments by hand today. On a fictional case that mirrors your flow, we check whether the employee understands the gap the agent points out before you share real material. We build this as part of AI agents. For the free process review, a description of one case from recent weeks and the tools it ran through is enough. You do not need to send confidential documents, and you get a written plan within 2 working days.
Worked example · Scenario
How we count the payback: AI at a medical practice
We run the same count for your practice in the free process review.
€3,490
a month for handling 1,500 confirmations and appointment changes by hand
Payback: 1 mo.
4 minutes per confirmation, reminder or rescheduling and checking in 15% of the old time are our assumptions. €34.90 an hour is the EU average hourly labour cost for 2025 according to Eurostat, for companies with 10 or more employees. Model cost: Claude Sonnet 5.5, about 2,000 + 300 tokens per change, at the ECB rate of 1.1205 USD per euro on 22 October 2026. Recovered visits are a scenario: we assume 1 in 30 handled changes frees a slot early, the front desk fills it from the waiting list and a visit is worth €34. In the review we count it on your price list.
See the full calculation →
