Social workers carry one of the heaviest documentation loads in any helping profession. You write biopsychosocial assessments, safety assessments, treatment plans, progress notes, court reports, discharge summaries, and case closure documents — all while managing active caseloads, navigating crises, coordinating with multi-disciplinary teams, and advocating for clients whose situations are anything but straightforward.
None of the paperwork is the job. The job is the people. But the documentation is what protects your clients, justifies services, demonstrates outcomes, and keeps you legally covered.
ChatGPT won't assess your client or make clinical decisions. What it does is give you a starting framework so you're not staring at a blank page at 5 PM with six notes still to write.
These 35 prompts are for social workers in clinical, child welfare, hospital, school, community mental health, and case management settings.
Privacy note: Never enter identifying client information into AI tools. Always use de-identified descriptions.
Assessment and Intake
Prompt 1 — Write a biopsychosocial assessment framework
Write a biopsychosocial assessment framework for a client with the following profile. Setting: [clinical / hospital / child welfare / school / community mental health]. Client (de-identified): [age range, presenting concern, referral source]. Biological domain: [relevant medical history, medications, substance use, developmental history, physical health]. Psychological domain: [mental health history, current symptoms, trauma history, cognitive functioning, coping strategies, strengths]. Social domain: [family system, living situation, support network, cultural factors, socioeconomic factors, community connections]. Risk and protective factors: [summarize]. Presenting problem in the client's own words: [quote or paraphrase]. Treatment recommendations: [initial]. Format for a formal assessment document.
Prompt 2 — Write a mental status examination (MSE) narrative
Write a Mental Status Examination narrative for a client based on the following observations. Appearance: [describe]. Behavior and psychomotor activity: [describe]. Speech: [rate, tone, volume]. Mood (reported): [client's words]. Affect (observed): [describe — appropriate / blunted / labile / restricted / etc.]. Thought process: [linear / tangential / circumstantial / disorganized]. Thought content: [any delusions, obsessions, suicidal or homicidal ideation — describe if present or absent]. Perceptions: [hallucinations present/absent — describe]. Cognition: [orientation, attention, memory — describe]. Insight and judgment: [describe]. Format as a professional MSE paragraph for the clinical record.
Prompt 3 — Write a risk assessment documentation narrative
Write a clinical risk assessment documentation narrative for a client. Risk type: [suicidal ideation / homicidal ideation / self-harm / child abuse / domestic violence / other — specify]. Presenting risk indicators: [describe what was disclosed or observed]. Protective factors: [describe what mitigates risk]. Risk level determination: [low / moderate / high — with rationale]. Interventions taken: [safety planning, crisis resources provided, collateral contacts made, supervisor consulted, mandatory report made — list]. Plan: [next steps — follow-up timeline, level of care recommendation]. This documentation must be thorough — it is both a clinical record and legal protection.
Prompt 4 — Write a safety plan
Write a collaborative safety plan for a client experiencing [suicidal ideation / domestic violence / self-harm — specify]. Client profile (de-identified): [age range, presenting situation]. Warning signs the client identifies: [list]. Coping strategies to use first: [things the client can do alone]. People they can call for support: [names/roles — keep de-identified for this template]. Crisis resources: [hotline numbers, local crisis center, ED instruction]. Steps to reduce access to means: [lethal means counseling — describe]. One reason to live or one thing to look forward to (client-generated): [quote or paraphrase]. Clinician signature and date [placeholder]. Format as a fillable safety plan the client keeps a copy of.
Prompt 5 — Write a child/adult protective risk assessment summary
Write a risk assessment summary for a protective services case. Setting: [child welfare / adult protective services]. Allegation: [type of abuse or neglect — de-identified description]. Factors assessed: [safety indicators — describe what was found]. Household composition and relevant history: [describe, de-identified]. Strengths and protective factors: [list]. Risk level: [immediate safety concern / high / moderate / low — with rationale]. Recommendation: [substantiated / unsubstantiated / indicated — with actions taken]. Services offered or mandated: [describe]. This summary will be reviewed by a supervisor and may be used in court.
Treatment Planning and Case Management
Prompt 6 — Write a treatment plan
Write a treatment plan for a client in [setting — outpatient mental health / inpatient / community-based]. Client profile (de-identified): [age range, diagnosis, presenting concerns]. Strengths: [list client strengths to build on]. Problem list: [2-3 primary problems in clinical language]. For each problem: long-term goal (in client-centered language), short-term objectives (measurable, with timeframe), interventions (what the worker/therapist will do), and how progress will be measured. Client's stated goals in their own words: [include]. Frequency of contact: [weekly / biweekly / as needed]. Review date: [timeframe]. Format appropriate for the clinical record and for sharing with the client.
Prompt 7 — Write a service plan for case management
Write a case management service plan for a client with the following needs. Client profile (de-identified): [age range, living situation, primary needs — housing, benefits, mental health, substance use, medical, employment, etc.]. Current resources: [list what's in place]. Gaps: [what's missing]. Service goals: [list 2-3 priority goals with target dates]. Referrals being made: [list services, contacts, timeline]. Client's role: [what the client agrees to do]. Worker's role: [what services the worker will coordinate]. Next appointment: [timeframe]. Format for an ongoing case management record.
Prompt 8 — Write a treatment plan update / progress note
Write a treatment plan update and progress note for a client. Session number and date context: [describe]. Goals reviewed: [list the treatment plan goals]. Progress on each goal: [describe — improving, maintaining, regressing, goal met]. Interventions used this session: [list — cognitive restructuring, motivational interviewing, psychoeducation, crisis intervention, etc.]. Client's response: [describe engagement, affect, insight]. Any new concerns: [describe]. Plan for next session: [topics, homework, referrals]. Format for a clinical progress note appropriate for the record.
Court Reports and Legal Documentation
Prompt 9 — Write a court report framework
Write a court report framework for a [child custody / dependency / mental health commitment / guardianship / domestic violence protection order — specify] proceeding. This is a framework only — all facts must be verified and reviewed by a supervisor and legal counsel before submission. Sections to include: identifying information (placeholders only), reason for report, summary of involvement, relevant history, current assessment, risk and protective factors, recommendations to the court, and professional credentials. The report must be factual, objective, and avoid advocacy language — courts require neutrality. Format for submission to [family / dependency / probate] court.
Prompt 10 — Write a mandated report documentation narrative
Write a documentation narrative for a mandated report made to child/adult protective services. Situation (de-identified): [describe what was observed or disclosed that triggered the report]. Disclosure or observation: [describe verbatim quote or behavioral observation if applicable]. Date and time of report: [placeholder]. Agency reported to: [state/county agency name placeholder]. Report accepted or screened out: [note outcome]. My professional role and basis for reporting: [describe]. Supervisor consulted: [yes/no, name placeholder]. This documentation is both a clinical record and legal protection — it should be thorough, factual, and completed same-day.
Prompt 11 — Write a court testimony preparation outline
Write a court testimony preparation outline for a social worker appearing as [fact witness / expert witness] in a [dependency / custody / criminal / civil commitment] case. Key facts I'll be asked about: [list]. Questions I anticipate from the attorney who called me: [direct examination — list]. Questions I anticipate from opposing counsel: [cross-examination — list]. How to handle hostile questioning: [stay factual, avoid speculation, say "I don't know" when appropriate, don't argue]. What I'm there to do: [testify to my professional observations and assessments, not advocate for an outcome]. How to prepare my records: [bring original notes, know your timeline]. Format as a private preparation document.
Clinical Notes and Progress Documentation
Prompt 12 — Write a DAP note
Write a DAP (Data-Assessment-Plan) progress note for a social work session. Client (de-identified): [age range, diagnosis, session number]. Data: [what happened this session — what the client said, reported, presented with, any behavioral observations]. Assessment: [clinical interpretation — what the data means, how the client is progressing, any clinical concerns, risk status update]. Plan: [next session focus, homework assigned, referrals made, clinical decisions]. Concise and clinically relevant — DAP notes document services rendered and support billing if applicable.
Prompt 13 — Write a BIRP note
Write a BIRP (Behavior-Intervention-Response-Plan) note for a therapy or counseling session. Client (de-identified): [age range, presenting issue]. Behavior: [what the client said, did, or reported — objective description]. Intervention: [what therapeutic techniques or interventions were used — CBT, motivational interviewing, psychoeducation, trauma-informed approach, etc.]. Response: [how the client responded to the intervention — insight gained, resistance noted, emotional shift, skill practiced]. Plan: [next session goals, between-session homework, any case management actions]. Format for a clinical record.
Prompt 14 — Write a group therapy session note
Write a group therapy progress note for a session I facilitated. Group type: [psychoeducation / process / skills-building / support — specify]. Topic or curriculum: [describe what was covered]. Group dynamics: [describe — cohesion, participation levels, any notable interactions]. Common themes: [what issues came up for multiple members]. Clinical observations: [anything that requires follow-up with individual members — de-identify]. Group objectives for this session: [list]. Objectives met: [yes/partially/no — with rationale]. Plan for next session: [describe]. Format for the group record.
Discharge and Transition Planning
Prompt 15 — Write a discharge summary
Write a clinical discharge summary for a client ending services. Client (de-identified): [age range, setting, length of service]. Reason for discharge: [goals met / client request / non-engagement / transfer / other]. Summary of services provided: [describe interventions and duration]. Progress on goals: [for each treatment goal — met / partially met / not met, with brief description of change]. Current functioning at discharge: [mental status, risk level, living situation, support system]. Discharge plan: [referrals made, resources provided, follow-up instructions]. Client's statement about the work (if shared): [quote or paraphrase]. Safety status at discharge: [stable / concerns noted — describe]. Format for the clinical record.
Prompt 16 — Write a hospital discharge social work summary
Write a hospital social work discharge summary for a patient being discharged from inpatient care. Patient (de-identified): [age range, admitting diagnosis, length of stay]. Social work involvement: [why social work was consulted, what was done]. Psychosocial assessment summary: [relevant history, functional status, living situation, support system]. Discharge disposition: [home / skilled nursing / rehab / shelter / other]. Services arranged: [home health, follow-up appointments, community resources, benefits applications, safety planning]. Outstanding concerns: [anything not fully resolved at discharge]. Follow-up plan: [who will continue to monitor, how]. Format for the medical record and for transmission to the receiving provider.
Family and Systems Work
Prompt 17 — Write a family assessment summary
Write a family assessment summary for a family receiving services. Setting: [child welfare / family preservation / outpatient / school]. Family (de-identified): [composition — ages and roles, not names]. Referral concern: [why the family came to or was referred for services]. Family strengths: [list genuine strengths — these are the change agents]. Areas of concern: [parenting, communication, safety, trauma, substance use, domestic violence, housing — describe specific observations]. Family dynamics: [describe relationships, communication patterns, power dynamics]. Goals the family has identified: [quote or paraphrase]. Recommended services: [describe]. Format for a family assessment report.
Prompt 18 — Write a school-based social work referral response
Write a school social work referral response note. Student referred: [de-identified — age, grade]. Referral reason: [describe]. Social work assessment: [what was observed or disclosed in the meeting with the student]. Family contact: [describe — what was communicated, parent/guardian response]. Recommended interventions: [individual counseling, group, family referral, community resources, 504/IEP referral — describe]. Coordination with school staff: [teacher, counselor, administrator — what was communicated]. Plan: [next steps and timeline]. Format for the school social work record.
Advocacy and Resource Navigation
Prompt 19 — Write a benefits advocacy letter
Write a letter supporting a client's appeal of a denied benefit. Benefit denied: [Social Security disability / Medicaid / housing / food assistance / other]. Client (de-identified): [age range, diagnosis, functional limitations]. Reason for denial: [what the agency stated]. Why the denial should be reconsidered: [clinical and functional evidence that supports eligibility]. Specific limitations that affect the client's ability to [work / function / care for themselves — specify]: [describe in concrete terms]. My professional role and qualifications: [describe]. Format for submission to [SSA / state agency / housing authority — specify]. Always have the client or their legal representative review before submission.
Prompt 20 — Write a community resource list for a client population
Write a community resource guide template for clients with [housing instability / mental health needs / substance use challenges / domestic violence / food insecurity / other — specify] in [general geographic context]. Organize by need category. For each category: type of resource, what it provides, eligibility requirements (general), how to access it, and what to tell clients about it. Include: hotlines, walk-in services, peer support, benefits programs, and any underutilized resources that clients often don't know about. Format for a handout or intake packet.
Supervision and Professional Development
Prompt 21 — Write a supervision consultation note
Write a clinical supervision consultation note for a case I'm bringing to supervision. Case summary (de-identified): [client profile, presenting concerns, service history]. What I've done so far: [interventions, assessment, coordination]. What I'm stuck on or uncertain about: [specific clinical question]. Ethical or legal considerations: [any concerns — mandatory reporting, duty to warn, scope of practice, confidentiality]. What I'm hoping for from supervision: [direction, clinical consultation, support]. Format for a private preparation document — bring this to supervision rather than improvising.
Prompt 22 — Write a professional self-care plan
Write a professional self-care plan for a social worker experiencing [compassion fatigue / secondary traumatic stress / burnout — specify what I'm noticing]. Signs I'm observing in myself: [describe]. Immediate strategies (this week): [list 2-3 small, realistic actions]. Boundary-setting I need to do: [at work, after hours, with specific clients or situations]. Longer-term strategies: [clinical supervision use, caseload adjustments, personal therapy, time off, skill development]. How I'll know I'm doing better: [describe]. Who I'll talk to: [supervisor, peer, therapist]. This is a private document — use it honestly.
Prompt 23 — Write a challenging ethical scenario analysis
Help me think through the following ethical dilemma in social work practice. Situation (de-identified): [describe the dilemma]. Relevant NASW Code of Ethics principles: [self-determination, confidentiality, duty to protect, cultural competence — identify which apply]. Competing obligations: [describe the tension]. Stakeholders affected: [who has interests in this decision]. Options I'm considering: [list]. Consequences of each option: [analyze]. What consultation or documentation is needed: [list]. My tentative decision: [describe]. This is a structured ethical reasoning exercise for supervision — not a substitute for supervisor or ethics consultation.
Prompt 24 — Write a licensure exam study guide for a topic
Write a study guide for the following social work licensure exam topic: [topic — systems theory, crisis intervention, evidence-based practices, NASW ethics, DSM diagnosis, research methods, etc.]. Format: [key concepts, definitions, how they appear on the exam, practice question examples with rationale]. Level: [LMSW / LCSW / LCSW-C — specify]. Exam-focused, not textbook-dense — what do I actually need to know and how do questions about this topic typically appear?
Communication and Collaboration
Prompt 25 — Write a multidisciplinary team update
Write a brief social work update for a multidisciplinary team meeting. Client (de-identified): [age range, setting]. My current involvement: [what I've been doing]. Key updates since last meeting: [list]. Current concerns: [social determinants, safety, engagement]. What I need from other team members: [specific asks — medical follow-up, housing coordination, school contact, etc.]. My plan for the next period: [describe]. Under 200 words — MDT meetings move fast. Format for verbal delivery with a written record.
Prompt 26 — Write a warm handoff communication
Write a warm handoff communication for a client being transferred to another social worker or provider. Client (de-identified): [age range, presenting concern, service history]. What we accomplished together: [summarize key progress]. What remains: [unfinished goals, ongoing concerns]. What works with this client: [engagement strategies, communication preferences, cultural considerations, what to avoid]. Current risk status: [stable / monitoring / concerns — describe]. Resources in place: [list]. Next appointment: [with the new provider — placeholder]. This note goes to the receiving worker — write it as a collegial handoff, not a clinical summary.
Prompt 27 — Write a letter to a landlord or employer on behalf of a client
Write a professional advocacy letter to [a landlord / an employer / a housing authority / a school — specify] on behalf of a client. Purpose: [supporting a housing accommodation / returning to work / requesting flexibility / appealing a decision — describe]. Client's relevant situation (de-identified): [what I can share in writing — diagnosis if relevant and consented to, functional limitations, or simply that I am providing professional support]. What I'm requesting: [specific, concrete ask]. My professional role: [title and organization]. Contact information: [placeholder]. Have the client review and sign a release of information before sending. Format for a professional advocacy letter.
Specialized Populations
Prompt 28 — Write a trauma-informed assessment note
Write a trauma-informed assessment note for a client presenting with trauma history. Client (de-identified): [age range, trauma type — childhood, interpersonal violence, community, medical, etc.]. Trauma history as disclosed: [describe what the client shared, with appropriate clinical language]. Current trauma symptoms: [describe — hypervigilance, avoidance, intrusion, numbing, somatic symptoms — without diagnosing unless warranted]. Impact on functioning: [how trauma affects daily life, relationships, help-seeking]. Strengths and resilience: [list — this is central to trauma-informed practice]. Approach taken in this session: [how I paced the assessment, what I did to support safety]. Plan: [next steps in trauma-focused work]. Format for the clinical record.
Prompt 29 — Write an elder abuse assessment note
Write an elder abuse assessment note for an older adult client. Setting: [Adult Protective Services / hospital / community-based]. Concern type: [physical abuse / financial exploitation / emotional abuse / neglect / self-neglect — specify]. Observations: [what was noted — physical, behavioral, financial indicators, de-identified]. Client's statement: [what the client disclosed or denied — quote or paraphrase]. Caregiver's statement: [if applicable and documented]. Risk indicators: [list]. Protective factors: [list]. Risk level: [high / moderate / low — with rationale]. Mandatory report status: [made / not made — explain]. Plan: [services offered, safety plan, follow-up]. Format for a formal protective assessment.
Prompt 30 — Write a substance use assessment summary
Write a substance use assessment summary for a client presenting with substance use concerns. Client (de-identified): [age range]. Substances: [types, frequency, quantity, route]. Age of first use and history: [describe progression]. Physical consequences: [describe — withdrawal risk, medical complications]. Psychological: [co-occurring diagnoses, mental health symptoms]. Social consequences: [relationships, employment, legal, housing]. Motivation to change (motivational interviewing stage): [precontemplation / contemplation / preparation / action / maintenance]. Client's stated goals: [quote or paraphrase]. Recommended level of care: [using ASAM criteria if applicable — describe]. Referrals made: [list]. Format for a clinical record.
Professional Growth
Prompt 31 — Write a supervision agenda
Write a supervision agenda for an upcoming individual or group supervision session. Cases to present: [list de-identified cases with the specific question or concern for each]. Ethical concerns to discuss: [describe any dilemmas or uncertain situations]. Professional development topic: [skill area, research article, or practice question to explore]. Administrative items: [caseload review, documentation deadlines, policy questions]. Personal/professional wellbeing check-in: [what to share with supervisor]. Under 15 minutes of supervision time — come prepared with specific questions, not general updates.
Prompt 32 — Write a continuing education reflection
Write a continuing education reflection for a training I completed. Training: [title, provider, CEU hours]. Key content: [2-3 main concepts]. How this applies to my current caseload: [specific connection to a client population or practice challenge]. One change I'll make to my practice: [concrete and specific]. One question this raised: [something I want to explore further]. Format for a CEU portfolio or license renewal documentation.
Prompt 33 — Write a job application cover letter for a social work position
Write a cover letter for a social work position. Position: [title, setting, population]. My background: [years of experience, settings, populations, licensure level]. Why this setting/population: [genuine motivation — not generic]. A specific example from my practice that demonstrates fit: [de-identified clinical story]. What I'll bring: [skills, perspective, approach]. Why this organization: [something specific about them]. Under 350 words. Professional and personal — cover letters that work feel like they were written for this specific job, not copy-pasted.
Prompt 34 — Write a supervision model description for a portfolio
Write a description of my supervisory or practice model for a professional portfolio or job application. My approach to supervision / clinical practice: [describe your theoretical orientation, guiding principles, and how they shape your work]. How this shows up with clients (or supervisees): [concrete examples of how your model is applied]. What this model is best suited for: [populations, settings, presenting concerns]. How you adapt it: [cultural responsiveness, client-driven adjustments]. This should sound like you — not a textbook description.
Prompt 35 — Write a boundary violation prevention policy for a private practice
Write a professional boundary policy for a social work private practice or clinical setting. Cover: dual relationships (social media, outside contact, gifts), financial boundaries (fee policies, sliding scale), physical space boundaries (telehealth vs. in-person), communication boundaries (response time, after-hours contact, email vs. phone), and documentation of boundary challenges. Format as a policy document for a practice handbook. Include: rationale for each policy, how violations will be handled, and the ethical codes that inform the policy.
Getting the Most From These Prompts
De-identify everything. Never enter any client-identifying information into an AI tool. Use descriptors — age range, presenting concern, setting — rather than names, case numbers, or any identifiable detail.
These are frameworks, not final documents. Every AI-generated note requires your clinical review, judgment, and professional attestation. The responsibility for accuracy and clinical appropriateness is always yours.
Match your setting. Documentation requirements vary dramatically between clinical, child welfare, hospital, and community settings. Adapt these prompts to your organization's formats and regulatory requirements.
The Complete Social Worker AI Toolkit
These 35 prompts cover the full social work documentation workflow. If you want the complete system — assessment templates by population and setting, treatment plan libraries by presenting concern, court report frameworks, supervision tools, and advocacy letter templates — the Social Worker AI Toolkit has everything.
Get the Social Worker AI Toolkit →
Bookmark this page. Share it with your team. Use one prompt before your next assessment — you'll spend less time writing and more time with your clients.
Top comments (0)