Progress notes and AI data leakage: what a handover gives away in ChatGPT or Claude.

Progress notes are written fast, by tired people, about several residents at once. That is why they are the document most likely to be pasted into ChatGPT or Claude at the end of a shift to be tidied into proper handover. One paste can carry a dozen residents’ health information, a staff member’s private concern about a colleague, and a family’s complaint. This page marks every item in one evening’s notes that the Aged Care Act 2024 and the Privacy Act protect, and shows how the same handover is written up on Ermos inside the service.

Shift handover notes

Written at the end of each shift by care staff and the registered nurse, and read by the next shift at handover.

Progress notes, Wattle wing, PM shift 22 October 2026
Entered by and

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Staffing.

Other.

Invented notes. Hover or tap any highlighted item for the analysis; the full list is below.

What leaves the service

  1. 1
    Four residents, by name and room

    Four people identified at once. Each is an individual whose personal information the Act requires the provider to protect, and one paste discloses all of them. Privacy Act guide.

  2. 2
    A refusal of medication and an assault on staff

    Health information about a resident with dementia, including a refused anticoagulant and a behaviour that may be a reportable incident in another context. Patient data guide.

  3. 3
    A hypoglycaemic episode, a missing watch and a threat to complain

    Clinical information, a possible theft from a resident (a reportable incident under section 16 of the Act if by a worker), and a family member’s stated intention to complain to the regulator. Patient data guide.

  4. 4
    A resident at the end of life

    That a named woman is dying, how she is being cared for, and her family’s religious arrangements. Among the most private information a provider will ever hold. Patient data guide.

  5. 5
    Wandering, a wife’s request and a family rift

    A resident’s disorientation, a wife’s instruction about who may be told, and a family history that explains it. Three people’s information and a confidence. Privacy Act guide.

  6. 6
    A concern about an agency worker

    An allegation that a worker abandoned the floor and looked at a file she had no reason to open. The worker’s personal information, and a matter the Code of Conduct and the provider’s incident process exist to handle properly. Privacy Act guide.

  7. 7
    Operational failures

    A broken lift and a supply shortage. Information about the service’s own quality and safety, relevant to the Quality Standards and to any complaint.

  8. 8
    The staff who wrote it

    Ties the notes to two named workers, each bound by the Aged Care Code of Conduct.

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 service 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 resident’s 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 aged care providers.

Common questions

Do ChatGPT and Claude use the information in progress notes?
Yes, pasted notes are sent to the AI company and processed there to produce the 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. One paste carries four residents by room, a resident at the end of life and a concern about an agency worker.
Can we use ChatGPT or Claude for progress notes if we remove the names?
Not safely, because room numbers and a shift's events still point to individual residents. 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 low blood glucose, a syringe driver and a priest's visit describe particular people to anyone who knows the wing, and a 40-minute absence points to one agency worker. 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.
What if staff use their own ChatGPT or Claude account for shift handover notes?
Then the handover leaves the service through an account the service does not control and cannot audit. On a personal plan the user cannot choose where conversations are stored or processed. Some business plans let an organisation choose to store data at rest in Australia (OpenAI), which still leaves the content with the AI company. Both companies can also review content that is flagged for safety or policy reasons. A handover that names four residents, a refused anticoagulant and a concern about an agency worker could leave the building with no record that it went.
How can an aged care service use AI for progress notes without sending them 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 handover is written up from the day's entries in the service's own layout, and it cites the entries it drew on. The registered nurse checks and signs it before the next shift reads it.
Why are progress notes worse than a care plan?
A care plan is about one person and is written carefully. Progress notes cover everyone on the floor and are written in a hurry, with the staff concerns, family disputes and operational failures mixed in. One paste discloses the whole wing.
A staff member is named in a concern. Does that matter?
The worker's personal information is protected like anyone else's, and an allegation about a worker is exactly what the provider's incident management system and the Aged Care Code of Conduct exist to handle. On a frontier model provider's servers it is an allegation with no process around it.
How does handover work on Ermos?
The notes are written up on a unit in your own building, from the day's entries, and the handover summary cites the entries it drew on. Nothing about any resident, family member or staff member leaves the service.

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