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AI for Social Services Case Worker

Claude Project: Your Personal Court Report Writing Assistant

A Persistent AI Trained on Your Agency's Standards

Tools: Claude Pro | Time to build: 1-2 hours | Difficulty: Intermediate-Advanced Prerequisites: Comfortable using Claude for document drafting. See Level 3 guide: "Policy Manual Quick-Lookup with Claude"

What This Builds

Instead of starting from scratch every time you need a court report, you'll have a Claude Project that already knows your agency's format, required sections, professional language standards, and the specific things your supervisor and judge expect to see. Every court report you draft will start from a baseline of quality and consistency, whether you've been doing this for 3 months or 3 years.

Prerequisites

  • Claude Pro subscription ($20/month at claude.ai)
  • 2-3 example court reports you've written (anonymized; remove all client names and identifying information)
  • Your agency's court report template or format guide (if your agency has one)
  • 1-2 hours for initial setup

The Concept

A Claude Project is like having a new coworker who has carefully read all your previous court reports, studied your agency's format guide, and learned exactly how you need things written. You set it up once with instructions and example documents. After that, every time you open that Project, Claude already knows the format, the language level, the required sections, without you having to explain it again.

The difference from a regular Claude conversation: a Project persists. Your instructions and uploaded documents stay in place between sessions. You open it Monday morning and pick up where you left off.

Build It Step by Step

Part 1: Prepare Your Training Materials

Step 1: Find 2-3 of your best court reports, ones you were proud of or that your supervisor complimented. These will be your examples.

Step 2: Anonymize each report completely. Replace:

  • Client names → "the parent," "the child," "the respondent"
  • Specific addresses → "[residence]" or "a residential address in [city]"
  • Case numbers → "Case #XXXXX"
  • Worker's name → "the assigned worker"
  • Supervisor name → "the unit supervisor"
  • Any other identifying information

Step 3: Save each anonymized report as a plain text or Word document. Name them "Example Report 1 - CPS 6-Month Review.docx", etc.

Step 4: If your agency has a court report template, download and save it too. If not, write out the required sections and any specific language requirements from memory.

Part 2: Create Your Claude Project

Step 1: Log into claude.ai (you need Claude Pro). In the left sidebar, look for Projects and click + New project. Name it: "Court Report Assistant: [Agency Name]"

What you should see: A Project workspace with a System Prompt field, a Files section, and a chat interface.

Step 2: Upload your example reports. In the Project's Files tab, upload your anonymized example reports. These become part of Claude's knowledge base for this Project.

Step 3: Write your System Prompt. This is the most important step. It's the standing instruction that shapes every response. Use this template (customize the [brackets]):

Copy and paste this
You are a court report writing assistant for a [child welfare / adult protective services / public benefits] caseworker at [type of agency, e.g., a county Department of Health and Human Services].

Your role is to help draft professional court reports that meet the standards of [your state or jurisdiction] family court.

REQUIRED SECTIONS (always include all of these):
1. Case Background and Family History
2. Current Living Situation
3. [Parental/Client] Compliance and Progress
4. Child/Client Status and Wellbeing [adjust to your case type]
5. Agency Recommendation
6. Conclusion

FORMAT REQUIREMENTS:
- Third person throughout ("Worker observed," "The parent reported," "Records indicate")
- Formal, factual tone. No opinions without supporting evidence
- Each paragraph should begin with the evidence/observation, not the conclusion
- Past tense for events, present tense for current status
- Court reports should be 4-8 pages for a standard review; brief for contested hearings

LANGUAGE STANDARDS:
- No vague qualifiers ("pretty good," "seemed like"). Use specific observations
- No unsupported conclusions. Every assessment must cite the evidence
- Plain language for factual sections; formal language for assessment and recommendation sections
- Never include information not provided by the worker. Ask if you need more facts

IMPORTANT CONSTRAINTS:
- Only draft from facts the worker provides
- If information is missing, ask before proceeding
- Flag any section where you had to make assumptions
- Never invent observations, diagnoses, or facts

When I describe a case situation (without client names), draft the relevant section in the format above. Always confirm which section I want before drafting.

Step 4: Save the System Prompt by clicking out of the field or pressing Save.

Part 3: Test and Calibrate

Step 1: Start a new chat within the Project. Type:

"I need to draft a court report for a 6-month review hearing. I'll give you the facts. What information do you need from me to get started?"

Step 2: Evaluate Claude's response:

  • Does it ask clarifying questions before drafting?
  • Does it reference the required sections format?

Step 3: Give it a test run with a simple section. Describe a recent (anonymized) case situation and ask for the "Current Living Situation" section.

Step 4: Compare the output against one of your example reports. Adjust the System Prompt if the format, length, or language doesn't match what you need.

Common adjustments:

  • Too formal: "Write formal sections but keep the factual description sections direct and readable"
  • Not citing evidence: "Every conclusion must reference the specific evidence. Example: 'The parent demonstrated improvement in supervision (observed during 3/15 home visit)'"
  • Wrong length: "Keep each section to 2-3 paragraphs unless the case is complex"

Real Example: Drafting a Full 6-Month Review Report

Setup: You have a 6-month review hearing in 8 days. The family has been making progress but still has some concerns. You have your case notes but haven't started the report.

Input: "I need to draft a 6-month review report. Here are the facts:

  • Case opened: [X months ago] due to concerns about neglect and housing instability
  • Parent has: completed 9/10 parenting classes, passed all drug screens (5 total), secured housing 3 months ago, maintained part-time employment
  • Child is: in foster placement, attending school consistently, reported positive about family visits
  • Visits: all 12 scheduled visits occurred; interactions were positive and age-appropriate
  • Remaining concerns: mother missed 1 parenting class, some financial stress remains
  • Agency recommendation: Request 90-day extension to complete parenting class and assess housing stability"

Output: Claude drafts all 6 sections in the correct format, third person, with each conclusion tied to evidence. It flags the missing parenting class as something to address in the compliance section.

Time saved: A 6-8 page report that would take 4-6 hours to write takes 45-90 minutes using the Project.

What to Do When It Breaks

  • Output doesn't match agency format → Add a section to the System Prompt showing the exact format with header labels: "Use EXACTLY these section headers, in this order: [list them]"
  • Language too informal or too stiff → Paste in a paragraph from one of your example reports and say: "Match this tone and style going forward"
  • Claude adding unsupported conclusions → Add to System Prompt: "CRITICAL: Never include a statement that isn't directly supported by facts the worker provided"
  • Wrong length → Tell it in the conversation: "This section should be exactly 2 paragraphs." Then add that to your System Prompt for future sessions

Variations

  • Simpler version: Just use Claude's Projects feature to save your court report format instructions without uploading example documents. You lose the style-matching but keep the format consistency.
  • Extended version: Create separate Projects for different report types (6-month review, termination of parental rights hearing, dispositional report), each with type-specific instructions and examples.

What to Do Next

  • This week: Set up the Project with your System Prompt and one example report. Run one real court report section through it.
  • This month: Refine the System Prompt based on what's working and what isn't. Share the approach (not the specific Project) with one trusted colleague.
  • Advanced: If your agency explores approved AI use, your Project setup demonstrates a thoughtful, professional approach that could inform agency policy.

Advanced guide for Social Services Case Worker professionals. These techniques use more sophisticated AI features that may require paid subscriptions.