Articulation and phonology are among the most common SLP caseload areas. LLMs can help with goal wording, session note organization, and material generation, but the speech-specific knowledge must come from you.

LLM Strengths in This Domain

• Generating word lists by phoneme position, syllable shape, or phonological pattern
• Brainstorming minimal pair contrasts for specific processes
• Structuring progress notes with target, support level, accuracy data
• Drafting parent-friendly explanations of sound development
• Creating home practice activity lists organized by target

LLM Limitations

• Cannot assess stimulability or phonetic placement
• May not understand the distinction between articulation and phonological process disorders
• Word lists may include developmentally inappropriate items without guidance
• Cannot interpret speech samples or connected speech data
• May not understand motor-based vs. linguistically-based intervention distinctions

Prompt Templates

Word List Generator

Generate a list of 20 words with /s/ blends in the initial position, appropriate for a 6-year-old. Include a mix of 1- and 2-syllable words. Avoid words that are culturally or contextually unusual for a school-age child. Organize by blend type (sl-, sm-, sn-, sp-, st-, sw-, sk-).

Minimal Pair Generator

I am an SLP working on the phonological process of fronting with a 4-year-old. Generate 10 minimal pair sets contrasting velar and alveolar stops (e.g., key/tea, go/doe). Use words a preschooler would know. Include both initial and final position pairs.

Progress Note for Articulation Session

I am an SLP. Here are my raw session notes for an articulation therapy session (no identifying info included). Organize into: target sound and position, activity type, cueing level, accuracy data (trials and percentage), behavioral observations, and plan for next session. Do not add details I did not provide.

Goal Progressions

Weak → Strong: Sound-Level Goal

Before: “Student will improve articulation skills as measured by therapist observation.”

No target sound. No position. No accuracy criterion. No measurement method.

After: “Given a structured activity with visual supports, [Student] will produce /r/ in the initial position of words with 80% accuracy across 3 consecutive data collection sessions as measured by SLP data tracking.”

Weak → Strong: Phonological Process Goal

Before: “Student will reduce use of phonological processes.”

Which processes? At what linguistic level? What counts as “reduced”?

After: “Given a minimal pair activity with models, [Student] will produce velar consonants /k, g/ in the initial position of words, eliminating fronting, with 75% accuracy across 4 consecutive sessions as measured by SLP data collection.”

Progression Hierarchy

A typical articulation goal should progress through these levels, and each level needs its own measurable goal:

1. Isolation → single sound production
2. Syllables → CV, VC, CVC combinations
3. Words → initial, medial, final positions
4. Phrases → carrier phrases with target words
5. Sentences → structured sentences with target words
6. Conversation → spontaneous connected speech
7. Generalization → across settings, listeners, contexts

LLMs can help you draft goals at each level. They cannot tell you which level the student is ready for.

Before & After: Session Documentation

Raw Notes

did /s/ blends again, tried sn- and sp- words, she got most of the sp- ones right but sn- was harder, maybe 50% on sn- and 80% on sp-, used picture cards, gave her a verbal model when she got stuck, she was really engaged today, wants stickers

Structured Output

• Target: /s/ blends (/sp-/ and /sn-/) in initial position of words
• Activity: Picture card naming with verbal models as needed
• Performance:
  • /sp-/ blends: ~80% accuracy with verbal model on errors
  • /sn-/ blends: ~50% accuracy with verbal model on errors
• Behavioral Note: High engagement throughout session. Motivated by sticker reinforcement.
• Clinical Interpretation: /sp-/ approaching mastery at word level; /sn-/ requires continued practice with increased cueing. Consider adding visual placement cues for /sn-/.
• Plan: Continue /sn-/ at word level with visual + verbal cues. Probe /sp-/ at phrase level next session.

Common Mistakes When Using LLMs

1. Accepting generic word lists. Always check that words are age-appropriate, culturally relevant, and phonetically accurate for your target.
2. Missing phonetic context. A word like “sun” targets /s/ in initial position, not an /s/ blend. The model doesn’t always distinguish this.
3. Confusing articulation and phonology. If you’re treating a phonological process, your goals and activities should reflect that (minimal pairs, pattern-based) rather than traditional articulation drill.
4. Overly complex goals. LLMs tend to make goals wordier than necessary. Simpler is better if it’s still specific.

Related Pages

• Writing Goals: Full goal clarity toolkit with before/after examples
• Documentation: Progress note templates
• Materials & Activities: Word lists, home programs
• Schools & Early Intervention: IEP-specific guidance