AI scribes vs AI report writers for ADHD and autism assessments

An AI medical scribe, such as Heidi Health or Accurx Scribe, turns one recorded conversation into a clinical note. It can help with an ADHD or autism assessment, but it was not built to draft the diagnostic report. That report is a different document: it pulls the interview together with parent and teacher questionnaires, school reports and developmental history, and every claim in it has to be right, because it follows the patient into school, work and medication decisions.

Done well, that draft can still be fast. At clinics using Cerebric, report writing time fell by 75%.

The two use similar technology and are sold into the same budget, which is why they are often confused. The documents they produce are not the same, and buying the wrong one costs time and money.

1. AI scribes suit short, high-volume consultations such as GP appointments#

An AI scribe (also called an ambient scribe, or AVT) listens to a consultation, transcribes it, and drafts the clinical note in your chosen template while you keep your attention on the patient.

Heidi Health lists NHS Dudley, Hertfordshire and West Essex, Walsall Healthcare and WWL Teaching Hospitals among its users, and offers dictation, template switching and coding support. Accurx Scribe reports time spent on notes per appointment falling from around seven minutes to just over one, with one-click saving into EMIS and SystmOne.

Scribes are built for the short, high-volume consultations typical of GP and primary care, such as a ten-minute appointment, a follow-up or a titration review, where the note is a faithful account of one conversation. If your bottleneck is turning conversations like these into notes, including in general psychiatry clinics, a scribe can be useful.

A neurodevelopmental assessment is a different kind of job, and you cannot simply swap one tool for the other.

2. An ADHD or autism diagnostic report draws on several sources, not one conversation#

An ADHD diagnostic report is a clinical document built from several sources, not a long consultation note.

NICE NG87 calls for a full assessment and impairment in two or more settings#

NICE guideline NG87 calls for a full clinical and psychosocial assessment, a complete developmental and psychiatric history, observer reports and a mental state examination, by a specialist psychiatrist, paediatrician or other suitably qualified professional trained in ADHD. A diagnosis "should not be made solely on the basis of rating scale or observational data".

NG87 also requires at least moderate impairment (psychological, social, or at school or work) in two or more settings, which means two or more informants. In practice a report that holds up to scrutiny draws on:

• the clinical interview (a structured instrument such as DIVA for adults, or ADOS-2 and ADI-R for autism pathways)
• parent, teacher or partner questionnaires (NICE names Conners' rating scales and the Strengths and Difficulties Questionnaire as useful extras)
• school reports, evidence from work and earlier clinical records
• a developmental history that usually goes back decades before the appointment

Autism assessments draw on more, often across two clinicians and two appointments#

Autism assessments draw on even more. An ADOS-2 and ADI-R pathway often runs across two clinicians and two appointments, and the report has to bring together direct observation, a parent interview about early development, and school or nursery evidence. Everything below applies at least as strongly to autism.

With a scribe, the clinic still chases, scores and uploads every source#

A scribe is built around one of those sources, the conversation in the room. Heidi and most other scribes accept document uploads alongside the transcript, but the handling stays with the clinic. Someone still chases the teacher, scores the questionnaire, saves the result as a file and uploads it to the right note, for every source and every assessment.

How each source reaches the draftWith an AI scribeWith an assessment report writerClinical interviewDIVA, ADOS-2, ADI-RRecorded and transcribed in the roomRecorded and transcribed in the roomInformant questionnairesSNAP-IV, VanderbiltChased by email, scored by hand, saved as a file, then uploadedSent, completed and auto-scored in the platformSchool reports and prior recordsWork records, past lettersUploaded file by file, for every assessmentAttached to the case at intake, alongside everything elseDevelopmental historyOften taken decades after the eventsRetyped or dictated into the noteCollected in the intake form, carried into the draftBoth tools accept uploads. They differ in who moves the files: a scribe takes the sources one file at a time from the clinician, while a report writer inside the platform already holds them, because the questionnaires and intake were completed there. The clinician still makes every clinical decision and signs the report.How each evidence source reaches the draft with an AI scribe and with an assessment report writer.

On an assessment platform that work happens earlier and in one place, so the sources are already there when the report is drafted. That is why clinics using a scribe for assessments still spend a lot of time writing up: the scribe shortens the transcription and writing step, but not the work of gathering the sources. By hand, UK clinicians commonly take three to six hours to write an ADHD report.

3. Checking an AI-drafted report, not drafting it, is where the effort goes#

AI makes drafting a report easy, but the effort moves to checking: the step where a clinician makes sure every claim in a draft is true before signing it. For a long, multi-source neurodevelopmental report, that is a new piece of work the clinician now owns. It is also where a scribe and a report writer built for assessments differ most.

A consult note is quick to check; a long multi-source report is not#

Checking a consult note is quick. You were in the conversation ten minutes ago, and the note is short. Scribe notes are short by design, which is what makes them fast to read and also where they tend to lose clinical nuance. Ask for that nuance back and the note gets longer, and the checking grows with it.

A diagnostic report is long because it has to be. The draft makes claims about a teacher's questionnaire from six weeks ago, a school report from 2014, and something said in minute 97 of a 150-minute interview. Checking those from memory takes far longer than reading back a page of consultation notes. When it gets rushed, the risk is a claim that misstates what an informant said, or a plainly wrong clinical detail, in a document that follows the patient for years.

Where one sentence of the report comes fromChildhoodDevelopmental historyTaken from a parent, decades after the events2014School reportScanned into the record6 weeks agoTeacher questionnaireCompleted and scored before the appointmentMinute 97Of a 150-minute interviewOne answer, deep inside the transcriptOne sentence in the draft“His mother described him losing school equipment from age seven, his 2014 school report records the same, his teacher rated inattention in the elevated range, and he gave his own examples at interview.”A summary of what the sources say, each one checkable beside the draftThe sentence is drafted today from evidence gathered over many years. The draft restates what each source says and nothing more. Whether that evidence amounts to impairment, and what it means for a diagnosis, is the clinician’s judgement, written by the clinician. Checking a summary from memory is slow and easy to get wrong, which is why each sentence links to a source the clinician can open next to the draft before signing.Four sources, collected at different times, that one sentence of a report draft draws on.

Cerebric links every sentence to its source, cutting report writing time by 75%#

Cerebric's report writer is built around that check. Every sentence in a draft report is linked to its source (a transcript timestamp, a questionnaire answer, or an uploaded document) and reviewed in a Split View that shows the statement and its evidence side by side. Whether the picture amounts to impairment, what the formulation is, and whether the criteria are met are clinical decisions, written and signed by the clinician.

You can redraft one section at a time, every change is tracked, and a QA checklist has to be completed before the report is approved. Checking each sentence against its source in turn is how the whole draft-to-signature pass takes 75% less time.

Clinicians notice this most in the structured parts of the report. As one consultant psychiatrist using Cerebric put it: "I had my report, recommendations and all, finished by 5pm. I love how quick and easy it makes filling in all the DIVA boxes. I am over the moon." For the record-keeping an auditor will ask to see (sources, recorded checks, change tracking, QA gates), see making AI clinical reports hold up at audit.

4. AI scribe vs AI report writer: the scribe works from a fraction of the evidence#

Here is how the two compare when both draft the document you sign at the end of an assessment:

The scribe is drafting a shorter document from a fraction of the evidence, and the cost shows up later as rewriting and checking time, which a demo will not show you.

5. Scribe or report writer: choose by the document you sign, then test one assessment#

If the document you sign is a consultation note, a scribe such as Heidi or Accurx is the right buy. If the document you sign is a diagnostic report, compare scribes against report writers rather than against each other.

For ADHD and autism diagnostic reports, use a report writer built for them, one that already holds the questionnaires, history and recording, drafts into your report template, and shows you the source behind each sentence.

You can test this on one assessment. Draft the report both ways and time what happens after the draft appears:

• how much you add because a source was never in the tool
• how much you rewrite because the draft is pitched at note length
• how long it takes to satisfy yourself that every claim is true

That last step is where most of the time goes on a report, and it is the step a draft with linked sources shortens. Ask any vendor the same two questions: where did this sentence come from, and how long does it take me to check the whole document?