AI and LLM Applications in Group Work Practice
This document synthesizes ideas for how AI and Large Language Models (LLMs) can ethically and practically support group leaders across the group lifecycle, including special considerations for accessibility and visual disability.
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I. AI Across the Group Lifecycle
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A. Pre-Group Planning
• Screening and readiness question generation
• Structured summaries of leader notes
• Curriculum and session plan generation
• Role-play and scenario creation
• Orientation materials and consent language
B. During Group Sessions
• Private, leader-facing prompts for clarification and linking
• Real-time psychoeducational support
• Culturally adapted metaphors and explanations
• Role-play scaffolding and activity generation
• Subtle in-session process assistance
C. Post-Group Reflection
• Group note structuring (SOAP, DAP, GIRP)
• Leader reflection and supervision prompts
• Planning next-session activities
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II. Stage-Specific Group Activities with AI Support
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1. Forming
• AI-assisted group norm building
• Values identification prompts
• Group purpose metaphors
2. Storming
• Conflict vignette generation
• Emotion-focused sentence starters
• Leader-only process-linking prompts
3. Norming
• Strengths mirroring prompts
• Shared goals mapping
• Group identity statement creation
4. Performing
• Guided imagery scripts
• Cognitive and emotional reframing cards
• Role-play expansion tools
5. Adjourning
• Group journey narratives
• Strengths and next-steps planning
• Appreciation and closure prompts
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III. Accessibility: Supporting Group Leaders with Visual Disabilities
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A. Pre-Group Supports
• Audio conversion of materials
• Screen-reader-friendly outlines
• Descriptions of visual models
• Accessible intake and screening summaries
B. In-Session Supports
• Speech-to-text or audio summaries
• Voice differentiation cues
• On-demand thematic summaries
• Structural (not emotional) group alerts
C. Psychoeducation Accessibility
• Audio descriptions of visuals
• Tactile-friendly outlines
• Captioned or narrated media
D. Flow and Time Management
• Audio timers and cues
• Voice-controlled prompts and navigation
E. Post-Group Documentation
• Voice-to-note conversion
• Structured summaries from dictation
• Reflection and supervision supports
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IV. Ethical Guardrails
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• Informed consent is required
• No uploading identifiable client data to non-compliant systems
• AI supports reflection, not diagnosis
• No emotional inference or surveillance
• AI augments—not replaces—clinical judgment
This document synthesizes ideas for how AI and Large Language Models (LLMs) can ethically and practically support group leaders across the group lifecycle, including special considerations for accessibility and visual disability.
--------------------------------------------------
I. AI Across the Group Lifecycle
--------------------------------------------------
A. Pre-Group Planning
• Screening and readiness question generation
• Structured summaries of leader notes
• Curriculum and session plan generation
• Role-play and scenario creation
• Orientation materials and consent language
B. During Group Sessions
• Private, leader-facing prompts for clarification and linking
• Real-time psychoeducational support
• Culturally adapted metaphors and explanations
• Role-play scaffolding and activity generation
• Subtle in-session process assistance
C. Post-Group Reflection
• Group note structuring (SOAP, DAP, GIRP)
• Leader reflection and supervision prompts
• Planning next-session activities
--------------------------------------------------
II. Stage-Specific Group Activities with AI Support
--------------------------------------------------
1. Forming
• AI-assisted group norm building
• Values identification prompts
• Group purpose metaphors
2. Storming
• Conflict vignette generation
• Emotion-focused sentence starters
• Leader-only process-linking prompts
3. Norming
• Strengths mirroring prompts
• Shared goals mapping
• Group identity statement creation
4. Performing
• Guided imagery scripts
• Cognitive and emotional reframing cards
• Role-play expansion tools
5. Adjourning
• Group journey narratives
• Strengths and next-steps planning
• Appreciation and closure prompts
--------------------------------------------------
III. Accessibility: Supporting Group Leaders with Visual Disabilities
--------------------------------------------------
A. Pre-Group Supports
• Audio conversion of materials
• Screen-reader-friendly outlines
• Descriptions of visual models
• Accessible intake and screening summaries
B. In-Session Supports
• Speech-to-text or audio summaries
• Voice differentiation cues
• On-demand thematic summaries
• Structural (not emotional) group alerts
C. Psychoeducation Accessibility
• Audio descriptions of visuals
• Tactile-friendly outlines
• Captioned or narrated media
D. Flow and Time Management
• Audio timers and cues
• Voice-controlled prompts and navigation
E. Post-Group Documentation
• Voice-to-note conversion
• Structured summaries from dictation
• Reflection and supervision supports
--------------------------------------------------
IV. Ethical Guardrails
--------------------------------------------------
• Informed consent is required
• No uploading identifiable client data to non-compliant systems
• AI supports reflection, not diagnosis
• No emotional inference or surveillance
• AI augments—not replaces—clinical judgment