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Case Studies

De-identified clinical scenarios showing how SLPs integrate LLMs into actual workflows: what worked, what didn't, and what to watch for.

school pediatric

Evaluation Season: Drafting Present Levels for Eight New Referrals

A school-based SLP uses an LLM to organize evaluation data and draft present levels during a high-volume referral period, cutting report writing time by 40%.

School-based SLP, 8 years experience, suburban elementary district
medical adult

Hard Boundaries: Structuring MBSS Reports Without Clinical Overreach

An acute care SLP develops a workflow with explicit constraints after an LLM repeatedly generates unsolicited diet-level recommendations in instrumental swallowing evaluation reports.

Acute care SLP, 5 years experience, 450-bed urban medical center
school pediatric

Beyond Monolingual Norms: Organizing a Bilingual Assessment Without Pathologizing Difference

A school SLP assessing a bilingual Spanish-English child catches an LLM defaulting to English-only norms and pathologizing typical bilingual language features.

School-based SLP, 6 years experience, dual-language elementary program in a mid-size urban district
snf-rehab geriatric

Skilled Language: Batch-Writing SNF Progress Notes That Justify Continued Services

An SNF SLP develops a prompt template that produces weekly progress notes with the functional outcome measures and skilled-service justification required for Medicare reimbursement.

SNF-based SLP, 11 years experience, 120-bed skilled nursing and rehabilitation facility
university all

From Vague Praise to Actionable Feedback: AI-Assisted Clinical Supervision

A clinical supervisor uses an LLM to draft specific, evidence-linked feedback for graduate student clinicians, moving beyond generic encouragement to targeted skill development.

University clinical supervisor, CCC-SLP, 14 years clinical experience, 6 years supervising graduate students

SLP/IO Assistant

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AI assistant for clinical workflow support. Never enter student names, DOBs, or identifiable information.
Hi! I'm the SLP/IO assistant, an opinionated AI grounded in clinical practice. I can help with goal wording, note structure, ethical reflection, and navigating LLMs responsibly. What are you working on?