Nothing here is clinical advice, and nothing here should touch identifiable patient information.
Use these prompts to turn a de-identified administrative or operational incident record into meeting papers that separate known facts from gaps. They suit governance officers and operational managers preparing a briefing, not a clinical review or a finding about responsibility.
Do not paste patient identifiers, staff personal information, contact details, record numbers, dates of birth, or free text that could identify someone. Replace them before you start. The resulting note is a draft work product. The person responsible for the meeting papers must check it against the source record.
Stop
Remove identifying information first
If the record can identify a patient or a staff member, do not submit it. Create a de-identified working copy before using any prompt.
Choose the right prompt
Start with the source material you actually have. Do not ask for a polished note before you know whether the record supports one.
- Use Extract the incident record where notes, emails, handover entries and logs have been combined into one file. It gives you an evidence ledger before anyone turns the material into a narrative.
- Use Draft the governance briefing note when the record is reasonably complete and you need a structured first draft for the agenda pack.
- Use Rebuild the incident timeline when the sequence is disputed, dates are partial, or a delay is central to the meeting.
- Use Find missing evidence after the first read. This stops the group treating an absent log, approval or communication as if it had been checked.
- Use Check the final briefing note before circulation. Paste both the draft and the source record so unsupported wording is visible.
Key point
Keep facts and gaps separate
A useful briefing note says what the record shows, what it reports, and what still needs verification. It does not close the gaps by sounding confident.
Prepare the working copy
Make one document called Administrative or operational incident record. Give it a simple source reference for each item, such as Email A, Roster extract B or Incident form C. Keep the original documents in your approved records system. The working copy is for drafting, not the authoritative record.
Before pasting the text:
- Remove names, addresses, contact details, internal identifiers and any unique combination of details that could identify a person.
- Replace roles consistently, for example
booking coordinator,service managerorduty team. - Retain dates and times only where your local information governance process permits them in a de-identified working copy. If you remove them, mark the timing as unavailable rather than inventing a substitute.
- Preserve source labels. A statement without a source is harder to verify in the meeting.
- Include relevant policy extracts only if they were available at the time or are needed to explain an operational requirement. Do not ask the model to determine whether a policy was breached.
Note
Check the service settings
Available features and handling options can vary. Review the current guidance in the xAI documentation overview before choosing a workflow for organisational material.
Build the note in two passes
For a complex record, first run the extraction prompt. Read the ledger yourself. Correct only transcription mistakes by returning to the original source, not by asking the model to make an event more plausible.
Then use the drafting prompt with the same de-identified record. The required headings are deliberate. They prevent the timeline, completed actions and unknowns from being mixed into one account. If you have already identified a specific gap, add the relevant source document to the working copy before redrafting, or leave the gap visible.
Keep the meeting questions narrow. Good questions seek confirmation of an owner, date, action, record or decision. For example: “Which team holds the contemporaneous contact log for the period shown?” Avoid questions that assume causation or fault.
Check whether the output is wrong
A fluent note can still be wrong. Check every date, time, action and role against the original record. In particular, look for a reported statement that has been rewritten as a confirmed fact, or an absent action that has become an implied completion.
Use this table during your review:
| If you see this | Treat it as | What to do |
|---|---|---|
| A precise time absent from the record | Unsupported detail | Remove it or mark the time as not stated |
| “The team failed to” | A finding of fault | Replace with attributed, factual wording or remove it |
| An action described without evidence of completion | Unverified action | State that completion requires verification |
| Two sources giving different sequences | An unresolved conflict | Keep both accounts and request the relevant evidence |
Check
The note is ready for owner review when
Every material statement has a source, each gap is labelled, and no wording claims more certainty than the record provides.
Ask a named governance officer or operational manager to check the source references, the meeting questions and the handling of sensitive material. They decide whether the briefing is suitable for circulation. This process does not replace local incident management, safeguarding, clinical review, legal review or information governance procedures.
When the prompts do not work
Stop if the output includes details not in the record, merges conflicting accounts, or produces a conclusion rather than a factual briefing. Go back to the extraction or timeline prompt, add the missing source labels, and ask for the relevant section again.
If the record is too incomplete to establish scope or sequence, do not force a finished narrative. Use the missing-evidence prompt, record the limitations in the briefing, and take the evidence requests to the governance meeting. If the material cannot be safely de-identified, keep it within your approved internal process instead.