The challenge
Assessment forms in a UK care home group contain many free-text answers, and each one depends on who writes it and how busy the shift is.
Some answers are thorough. Others are a few words that only make sense to the person who typed them. The group wanted an AI care notes writing assistant that would help staff say what they mean, in the moment they write it.
Those answers don't stay on the form. They feed care plans and are read by nurses, managers and inspectors.
Unclear wording costs time later, when someone has to chase what a note meant. Worse, it can hide the detail that matters most about a resident.
What we built: an AI care notes writing assistant
The help sits in the form completion flow, which we built for the group in 2024 on React, Node.js, Express.js and MongoDB. Forms split into tabs by heading. Each tab shows how complete it is and reminds staff about mandatory fields.
Inside that flow we added AI writing assistance, connected to OpenAI's ChatGPT API:
It reads one answer. While a staff member types into a field, the AI reads that text.
It offers clearer wording. It suggests better phrasing that colleagues will find easier to read.
It changes nothing by itself. The original answer stays exactly as written unless the staff member chooses the new version.
Suggestions only ever touch the phrasing. What happened, and what the staff member saw, is still theirs to record.
How it works day to day
Picture a carer completing an assessment section near the end of a shift. They type a quick answer, and the AI offers a clearer version. They read it, check that it still says what they meant, and either keep it or stay with their own words.
Two existing checks stay in place after the AI step. If the form needs a witness, a pop-up warns the user and records the witness's details, role and signature, with date and time.
At the end, the logged-in user enters their password as a final signature. They can then save a draft or submit the form to publish it. That signature means the staff member, not the AI, stands behind the record.
The result
Staff can clean up an answer while they are still in the form, with no second tool open. The person completing the form remains the author of every answer and signs the finished form with their own password.
Nurses and managers reading those answers later get text written to be read by someone else. We have no usage or quality figures for the assistant, so we don't quote any.
What the research says
AI helps most where writing is hardest. In an MIT experiment with 453 professionals, published in Science, ChatGPT cut the time spent on writing tasks by 40% and raised quality scores by 18%. Those who scored lower on their first task gained the most (MIT News, 2023). Suggestions inside the form put that help where care notes get written.
Care staff already reach for AI to write. A University of Oxford white paper on generative AI in adult social care heard that using AI for written tasks is especially common among care workers who don't have English as their first language (Institute for Ethics in AI, 2025).
Unapproved tools fill the gap. A survey of more than 14,000 workers in 14 countries by CRM vendor Salesforce found 28% were using generative AI at work, over half of them without formal approval from their employer (Salesforce, 2023). Building the help into the care platform keeps that writing inside the record, not in a personal chatbot account.
Where AI fits next
Nothing in this section exists in the form yet. Staff could dictate an answer and have it transcribed for them to check before it is saved. The AI could also point out answers that leave out something the question asks for, such as a time or an action taken, for the author to fill in.
Planning something similar?
Before you add writing help to your care forms, decide:
Which free-text fields would benefit most from clearer wording?
How will staff see the difference between their own text and a suggestion?
What stops a suggestion changing the meaning of an observation?
How does the author sign for the final answer?
The assistant is part of the care platform this group runs on. Its forms are designed in an AI-assisted question builder, and the finished answers feed care plan drafts a nurse approves. Our AI automation page sets out our approach, and our healthcare software page has more examples.
