Medical certificates and AI patient confidentiality: what a sick certificate gives away in ChatGPT or Claude.

A medical certificate looks like the least sensitive document a GP writes: a few lines saying a patient is unfit for work. The request behind it is a different matter. Patients explain why they need the time, employers ask for detail, and staff paste the whole exchange into ChatGPT or Claude to word a certificate that says enough and no more. This page marks a certificate and the request that came with it, and shows how the same certificate is prepared on Ermos inside the practice.

The medical certificate for an employer

Written by the GP after seeing the patient, for the patient to give to an employer, university or other organisation. The request often arrives first by email or through the reception desk.

Wombeyan Street Family Practice
8 Wombeyan Street, Eastwood NSW 2122 · (02) 5550 0161

Patient request forwarded by reception, 2 November 2026

Certificate

An invented request and certificate. The email address is a reserved example address and the provider number is masked. Hover or tap any highlighted item for the analysis; the full list is below.

What leaves the practice

  1. 1
    The patient’s name and date of birth

    Identifies her and her long relationship with the practice. Personal information, held as health information because it was collected in providing a health service. Privacy Act guide.

  2. 2
    The employer and a dispute about sick leave

    Where she works, and a manager’s complaint about her attendance. Detail that could be used against her if it travels.

  3. 3
    A miscarriage the patient asked to keep private

    A pregnancy and its loss, with a direct request that the employer is not told. Health information, which is sensitive information under the Privacy Act, and a confidence Good medical practice 4.4 asks the doctor to keep. Patient data guide.

  4. 4
    Ongoing symptoms and a mental health concern

    Bleeding, poor sleep and a GP’s plan to watch her mood. Patient data guide.

  5. 5
    The examination date

    When she was seen, which is the fact the certificate exists to record.

  6. 6
    The certificate wording

    States that she was unfit for work and for how long, without the diagnosis. This is the part written for the employer, and it is all the employer needs.

  7. 7
    Contact instructions

    An email address and an instruction about home voicemail, which hints that someone at home is not to know. The practice has to be able to follow it. Privacy Act guide.

  8. 8
    The certifying GP

    A register name and a masked provider number, linked here to this patient.

What happens in Frontier Models (ChatGPT, Claude)

  • The whole document is transmitted to the provider’s servers. On personal plans the user cannot choose where it is stored or processed, and for the major providers that has generally meant outside Australia, under that country’s legal process. Some business plans offer storage in Australia, but the provider still receives the content.
  • On consumer tiers, prompts can be retained and used to train future models.
  • The provider’s staff and systems can reach the content under the provider’s own policies.
  • Once sent, the practice no longer controls it. Retention and deletion happen on the provider’s terms.

The same document on Ermos

Ermos Dominion

The document is drafted on a unit in your office, from your own templates and the patient record. Every marked item stays on the unit, which keeps working with the internet switched off. Nothing in it is transmitted to an AI provider, so there is no disclosure to analyse: the confidentiality work is the same as for your file server.

Ermos Edge

Your documents, the index and your access boundaries stay on your own instance in an Australian data centre. When a staff member asks for this draft, only their question and the excerpts they are permitted to see go to a named Australian provider, who is contractually barred from keeping the content or training any model on it. Nothing is processed outside Australia.

Frontier Models (ChatGPT, Claude)Ermos EdgeErmos Dominion
Where the document is processedProvider servers, generally offshore on personal plansYour instance in an Australian data centre; answers generated in AustraliaThe unit in your office
Who can read itProvider staff and systems, under policyYour staff, within the boundaries you set. The named Australian provider processes only permitted excerpts, under contract, and keeps nothingYour staff only
Is it keptOn the provider’s termsKept on your instance; the provider is barred from retaining itStays on the unit
Can it train a modelOn consumer tiers, yesNo, by contractOnly your own unit learns from it, on your hardware

Part of AI data leakage in general practitioner (GP) practices. See how this works in practice: Certificates and reports on Ermos.

Common questions

Do ChatGPT and Claude use the information in a medical certificate request?
Yes, a pasted request and certificate are sent to the AI company's servers and processed there to produce a reply. As at October 2026, whether a conversation on a personal plan (ChatGPT Free, Plus or Pro; Claude Free, Pro or Max) can be used to train the models depends on a setting each user controls. Business plans (ChatGPT Business and Enterprise, Claude Team and Enterprise) and the developer APIs sit under commercial terms, and OpenAI and Anthropic each say they do not train on that content by default (OpenAI, Anthropic). On either product, the thumbs up and thumbs down buttons can send a whole conversation back for training. This request holds a miscarriage the patient told no one at work about, a dispute with her manager and an instruction about voicemail at home.
Is it safe to paste a medical certificate request into ChatGPT or Claude if we remove the name?
No, because the details still describe one woman. Removing names rarely makes a document anonymous. Information stays personal information while the person is reasonably identifiable, and the OAIC warns that information can be at risk of re-identification even when it has been de-identified or anonymised. A named employer in Rhodes, a nine-week pregnancy and the dates of her leave identify her to her colleagues. The Office of the Australian Information Commissioner (OAIC) recommends in its guidance on commercially available AI products that organisations do not enter personal information, and particularly sensitive information, into publicly available generative AI tools, because of the significant and complex privacy risks.
Can ChatGPT or Claude remember a patient's medical certificate request later?
They can. Both products also have memory features that can carry details from one conversation into later ones, and on a personal account each user decides whether they are switched on (ChatGPT, Claude). A detail such as a miscarriage could follow the user into a later chat, including one about the same employer's next request.
How can a GP use AI for a medical certificate without sending it to ChatGPT or Claude?
Ermos is built so the document stays under your control. On the Dominion AI unit it is drafted inside your office and none of it is sent to an AI provider. On Ermos Edge your documents and index stay on your own instance in an Australian data centre, and only the question and the excerpts the user is permitted to see go to a named Australian provider that is contractually barred from keeping them or training any model on them. The certificate is drafted from the practice's own template with only the dates and fitness for work. The GP checks it before it is given to the patient.
Does a medical certificate have to state the diagnosis?
An employer generally needs to know that the employee was unfit for work and for how long. The diagnosis is the patient's information, and the GP can leave it off when the patient asks.
Is the request email covered by the Privacy Act?
Yes. It was collected by the practice in providing a health service, so it is health information under section 6FA of the Privacy Act, and it is sensitive information. APP 11.1 requires reasonable steps to protect it from unauthorised disclosure.
Why does the voicemail note matter?
Contact instructions often protect a patient from someone at home. Sending them to an outside tool puts a detail the practice has promised to protect outside its control.

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