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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.

Every case study is someone else's context. The value is in noticing where their constraints differ from yours, not in replicating their approach.

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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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?