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AI Session Notes: Suggested Prompt Bank

Ready-to-use AI Prompt Instructions for administrators, organized by session type (97153, 97155, 97156, and 97151).

This article provides ready-to-use starting points for your field-level AI Prompt Instructions, organized by session type. Copy and paste into the AI Prompt Instructions field in your template, then customize as needed for your organization's clinical style and documentation requirements.

For guidance on where to enter these prompts, see our Setting Up the AI Session Note Narrative Generator article.


Direct Session Notes (e.g., 97153)

Write a cohesive clinical narrative describing what occurred during the session, using the information available on this note: the clinician's structured selections and text entries, the author prompt, and this session's collected program and behavior data. Do not draw on outside knowledge, other sessions, or assumptions about typical sessions. Convert the objective session information into a concise, professional session narrative suitable for the medical record. Write in past tense as a flowing account in short paragraphs. Do not use bulleted or numbered lists. Where the clinician provided no information for an element below, omit that element rather than noting its absence. Do not infer a value for it and do not state that the condition was absent. Describe what was done, why the service occurred, how the client responded, and how the session related to the treatment-plan goals, so that the record supports the service delivered. Frame the account around the entered information and session data, without asserting medical necessity conclusions that information does not support. Every statement must be traceable to a specific structured selection, text entry, or data record. If you cannot identify the source of a statement, leave it out.

Scope: this is a technician-delivered direct service note. Describe only the direct service delivered. Do not describe supervision, protocol modification, or caregiver training activity, and do not attribute activity to the supervising BCBA.

When this note already lists, in its own sections, the goals addressed, the data collection method, the recorded data, and the interventions implemented. Do not reproduce those lists. Write only the clinical account those sections cannot convey: how the session unfolded, how the client responded, and what the responding looked like.

Incorporate the following when the corresponding information is present:

  • How the client presented at the start of the session, as selected or described by the clinician. Report affect, engagement, or readiness only if the clinician described it; do not characterize the client's mood, motivation, or willingness

  • Any barriers to treatment (e.g., illness, fatigue, environmental changes, schedule disruptions). Report the barrier and the session events separately; do not state or imply that a barrier caused a change in performance. Report each barrier once, in the barriers portion of the narrative - do not restate it as an interfering behavior or as a response to intervention. Attribute reported information to its source (for example, "caregiver reported..."). Do not name medications, doses, or diagnoses

  • Interfering/problem behaviors that occurred, described with measurable dimensions (frequency, duration, magnitude/intensity), plus antecedents and consequences (if noted), using the behavior names as written in the treatment plan

  • Name a goal or intervention only where it is needed to make a sentence about the client's response intelligible. Do not enumerate them. Do not state which target a given intervention was applied to, or in what sequence, unless that is recorded on the note

  • The prompting procedures and prompt levels used, as recorded in the session data

  • How the client responded to prompts and interventions (e.g., independent vs. prompted responding, accuracy, trials)

  • Describe what the data show about the client's responding: patterns across trials, changes within the session, and any target where responding differed from the rest of the session. Do not restate trial counts, percentages, or target lists that appear in the data summary section. Do not assert that the client is progressing or regressing, and do not characterize data as unusual, unexpected, or emerging

  • Targets addressed for maintenance with no data collected: state that they were addressed and that no data were recorded this session

  • Next steps: state the option the clinician selected - continuing the plan as written, or requesting supervisor consultation. Do not choose between them and do not recommend a plan change

Requirements:

  • Tie behaviors, interventions, and outcomes to the client's treatment-plan goals/targets; keep the account objective and measurable. Do not use subjective language. Where a structured option itself contains a judgment word - for example "smooth," "maladaptive," "poor," "excessive," or "high rates" - report what the option denotes rather than repeating the judgment, and attribute it as the clinician's selection. If a selected option conflicts with the collected data, report the data and omit the characterization

  • Generate content only for the narrative field being requested. Do not reproduce the narrative in other sections of the note

  • The narrative should reflect the full session as documented. Cover one session only; do not combine separate AM and PM sessions or carry content forward from a prior session

  • Keep the narrative under [SET PER ORG] words regardless of session duration. Use paragraphs of no more than four sentences, sentences under 20 words, and vary sentence openings between paragraphs

  • Do not use subjective phrases such as "Client had a good day," "Client enjoyed...," or "Client was stubborn/defiant"

  • Do not state that the client generalized a skill, that responding was above or below baseline, or that behavior rates were high or low. Report the observation; leave the determination to the supervising BCBA

  • Do not mention interventions that were not implemented


Protocol Modification (e.g., 97155)

Write a cohesive clinical narrative describing what occurred during the session, using the information available on this note: the clinician's structured selections and text entries, the author prompt, and this session's collected program and behavior data. Do not draw on outside knowledge, other sessions, or assumptions about typical sessions. Convert the objective session information into a concise, professional session narrative suitable for the medical record. Write in past tense as a flowing account in short paragraphs. Do not use bulleted or numbered lists. Where the clinician provided no information for an element below, omit that element rather than noting its absence. Do not infer a value for it and do not state that the condition was absent. Describe what was done, why the service occurred, how the client responded, and how the session related to the treatment-plan goals, so that the record supports the service delivered. Frame the account around the entered information and session data, without asserting medical necessity conclusions that information does not support. Every statement must be traceable to a specific structured selection, text entry, or data record.

Scope: this note documents the qualified health care professional's own protocol-modification service. Two situations are reportable - the QHP conducting direct treatment to observe behavior change or troubleshoot protocols, and the QHP directing a technician during a session. Where a technician delivered direct treatment concurrently, that service is documented separately under 97153; do not reproduce the direct-service narrative here.

Incorporate the following when the corresponding information is present:

  • Whether a behavior technician was present and, if so, the direction or coaching provided, the technician's name and credentials as entered, and why that direction was necessary for this client's progress

  • How the client presented at the start of the session (affect, engagement, readiness to work), as described by the clinician

  • Barriers to treatment observed during the session. Report the barrier and the session events separately; do not state that a barrier caused a change in performance

  • Interfering/problem behaviors, described with measurable dimensions, plus antecedents and consequences (if noted)

  • The targets/programs worked on and the interventions implemented, named as written in the protocol. Do not enumerate lists the note carries elsewhere

  • The prompting procedures and prompt levels used, as recorded in the session data

  • How the client responded to interventions and any modifications

  • A data summary tied to named goals/targets: performance relative to targets, progress or mastery status, emerging skills, and anything unusual or unexpected - reported as the clinician recorded it. Do not restate trial counts or target lists that appear in the data summary section

  • The clinician's interpretation of the data, as entered. Do not generate an interpretation, infer what the data mean, or characterize findings the clinician did not characterize

  • Protocol modifications made during the session by component, as selected, and the data-based or clinical rationale for each as the clinician stated it. If no rationale was entered, describe the modification without one - do not supply a plausible rationale

  • Next steps as the clinician indicated them. Do not choose among continuing, modifying further, gathering more data, or adjusting technician direction

  • Where the modification is documented in more detail elsewhere, state that additional detail is available rather than reconstructing it

Requirements:

  • Tie behaviors, interventions, modifications, and outcomes to the client's treatment-plan goals/targets; keep the account objective and measurable. Do not use subjective language. Where a structured option contains a judgment word, report what it denotes rather than repeating the judgment. If a selection conflicts with the collected data, report the data

  • Each protocol modification should be connected to the observation or data that prompted it as recorded on the note

  • The narrative should reflect the full session as documented. Cover one session only

  • Emphasize what the QHP did and why - observation, modification, technician direction, feedback delivered - rather than summarizing trials run

  • Use paragraphs of no more than four sentences and sentences under 20 words.

  • Write session-specific content. Do not produce text that could apply to any session for this client, and do not reuse phrasing from previous notes


Parent Training (e.g., 97156)

Write a cohesive clinical narrative describing what occurred during the session, using the information available on this note: the clinician's structured selections and text entries, the author prompt, and this session's collected data. Do not draw on outside knowledge, other sessions, or assumptions about typical sessions. Write in past tense as a flowing account in short paragraphs. Do not use bulleted or numbered lists. Where the clinician provided no information for an element below, omit that element rather than noting its absence. Do not infer a value for it and do not state that the condition was absent. Every statement must be traceable to a specific structured selection, text entry, or data record.

Incorporate the following when the corresponding information is present:

  • Who participated in the session (e.g., which caregiver(s)/family members) and their relation to the client, as entered, and whether the client was present or did not participate

  • The caregiver goals or targets addressed during the session

  • The strategies, procedures, or concepts taught or reviewed with the caregiver(s)

  • How the guidance was delivered (e.g., discussion, modeling, role-play, or in-vivo coaching)

  • How the caregiver(s) practiced or demonstrated the strategies, including accuracy or implementation fidelity where noted - reported as recorded. Do not characterize caregiver skill, motivation, or receptiveness beyond what was entered

  • The feedback provided to the caregiver(s)

  • Caregiver questions, concerns, or level of understanding

  • Barriers affecting implementation as reported or observed. Report the barrier and the session events separately rather than asserting a causal effect

  • A summary of caregiver performance and progress relative to goals/targets, including anything unusual or unexpected

  • The clinician's interpretation of the observations, as entered. Do not generate an interpretation the clinician did not provide

  • Next steps: home practice or assignments, focus for the next session, or areas needing additional support as the clinician indicated them

  • Caregiver reports of how the client responds to protocols the caregiver implements outside these sessions, attributed to the caregiver rather than stated as observed

  • New caregiver concerns that may require future protocol modification, noted as raised rather than as decisions. Protocol changes are made under 97155

  • Information the caregiver provided that warrants a referral or a change in care coordination, and the clinician's stated action. Report that a caregiver-reported medication change occurred without naming medications or doses

  • Treatment fidelity data as implemented by the caregiver, and interobserver agreement between caregiver and clinician, where recorded

  • If the client was present, how the client responded to the caregiver

Requirements:

  • Keep the narrative focused on guidance provided to the caregiver(s), not direct treatment delivered to the client - which, where it occurred concurrently, is a separate service documented under 97153

  • Tie strategies taught, caregiver performance, and outcomes to the caregiver/treatment-plan goals; keep the account objective and measurable. Do not use subjective language.

  • The narrative should reflect the full session as documented. Cover one session only

  • Do not include information already contained elsewhere in the session note

  • Use paragraphs of no more than four sentences and sentences under 20 words

  • Write session-specific content. Do not produce text that could apply to any session for this caregiver, and do not reuse phrasing from previous notes

  • Do not assert that the service was medically necessary. Document what was done, why, how the caregiver responded, and how it relates to the caregiver goals


Assessment / Reassessment (e.g., 97151)

Write a cohesive clinical narrative documenting the assessment activities performed during this session and what they found, using the information available on this note. Do not draw on outside knowledge or assumptions about typical assessments. Write in past tense as a flowing account in short paragraphs. Do not use bulleted or numbered lists. Where the clinician provided no information for an element below, omit that element rather than noting its absence. Do not infer a value for it. Every statement must be traceable to a specific structured selection, text entry, or data record.

Scope: this note documents that the required elements of the service were met - the face-to-face activities conducted with the client or caregivers, and the non-face-to-face activities of record review, scoring, interpretation, and report preparation - together with the clinical status, progress, and recommendations the clinician recorded. Full findings and the complete treatment plan live in the assessment report and treatment plan; reference those documents rather than reconstructing content that was not entered here.

Incorporate the following when the corresponding information is present:

  • Whether this was an initial assessment or an authorization/review reassessment, as selected. Use the selected term rather than a general reference to assessment

  • The authorization or review period covered

  • Assessment methods used (e.g., record/chart review, direct observation, standardized and criterion-referenced assessments, caregiver or stakeholder interviews, data analysis), with the specific activity for each: what was conducted, where, and the stated purpose

  • The assessment instruments used, named as entered, and whether each was administered, scored, or analyzed. Do not report scores, subscale results, or interpretations that were not entered

  • For interviews, the interviewee's relation to the client as entered

  • For record review, the types of records reviewed

  • Non-face-to-face work performed, including report or treatment plan preparation and its status

  • Discussion with caregivers regarding findings and recommendations, including whether they agreed and whether recommendations were modified following that discussion

  • The client's clinical status as the clinician described it: readiness, attending behaviors, instructional control, motivating factors, and how the client presented during the assessment. Where this is a reassessment and the clinician noted change since the last review, report the change as the clinician characterized it

  • Barriers that affected progress during the review period, as selected and described. Report each barrier once. A barrier entered in more than one field is still a single barrier and should appear in the narrative only once

  • Progress across the review period and emerging skills: for each goal, program, or target the clinician listed, its status (mastered, in progress, modified, or discontinued) and performance relative to targets, as entered. Do not assign a status the clinician did not record, and do not infer status from performance figures

  • Interfering behavior status with measurable dimensions as recorded. Do not compute or assert comparisons to baseline or prior data that were not entered

  • Newly identified concerns or areas needing additional focus as the clinician identified them

  • The clinician's interpretation as entered. Do not generate an interpretation of response to treatment or of continued need for services

  • Updated goals/targets and recommended changes to the treatment plan as entered, with a reference to the treatment plan for detail

  • Recommended service types, amounts, and rationale, as entered

  • Next steps (e.g., continue the plan as updated, adjust services, or follow-up assessment) as the clinician indicated them

Requirements:

  • Tie progress, behaviors, and recommendations to the client's treatment-plan goals/targets; keep the account objective and measurable

  • Frame interpretation and recommendations around the data presented, without asserting medical necessity conclusions the entered information does not support

  • Report each item of information once. Where the same barrier, observation, or status appears in more than one field, consolidate it rather than repeating it

  • Do not state, confirm, or restate a diagnosis, or assert that diagnostic criteria are met. Diagnosis is established in a separate diagnostic report

  • Keep the narrative under [SET PER ORG] words. Use paragraphs of no more than four sentences and sentences under 20 words

  • Write session-specific content. Do not produce text that could apply to any assessment for this client, and do not reuse phrasing from previous notes


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Last Updated: 9/18/26 by Emaley McCulloch

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