Social Communication & Pragmatics

Social communication is one of the hardest areas to write measurable, individualized goals for, and one of the areas where AI-generated gloss is most dangerous. A goal that sounds professional but describes no observable behavior is worse than useless.

LLM Strengths in This Domain

Brainstorming observable, measurable pragmatic goals (with heavy clinician editing)
Structuring session notes that capture social interaction data
Generating social story frameworks (text content, not images)
Drafting parent/teacher recommendations for supporting social communication
Creating structured activity descriptions for pragmatic groups
Brainstorming conversation scripts for role-play practice

LLM Limitations

Tends to generate vague, sound-good pragmatic goals (“demonstrate enhanced pragmatic abilities”)
Cannot account for neurodiversity-affirming practices without explicit guidance
May not understand the difference between social skills training and social communication intervention
Cannot assess social cognition or theory of mind
May default to compliance-based goals rather than communication competence goals
Cannot understand the individual student’s social context, interests, or peer dynamics

Prompt Templates

Pragmatic Goal Brainstorm

I am an SLP writing social communication goals for a 9-year-old (no identifying info). The student's profile: initiates conversations but has difficulty maintaining topics, frequently interrupts, and struggles to interpret nonverbal cues from peers. Brainstorm 3 measurable, observable goals that target different aspects of this profile. Each goal must include: conditions, observable behavior, measurable criteria, and data collection method. Avoid vague terms like "appropriate" or "improve social skills." Use neurodiversity-affirming language.

I need a social story framework about joining a group activity at recess for a 7-year-old. Use Carol Gray's format: descriptive, perspective, and directive sentences. Keep language simple and concrete. Focus on observable steps the student can take, not feelings they "should" have. I will customize the details and add visuals.

Group Session Note Organizer

I am an SLP documenting a pragmatic language group session with 3 students (no identifying info). Here are my raw observations for each student. Organize into: group activity description, individual student data for each participant (target skill, observed behavior, level of support needed, frequency/accuracy data), and individual plans. Do not combine students' data or generalize across students.

Goal Progressions

The Classic AI Fail → Clinical Precision

Before: “Student will demonstrate enhanced pragmatic communication abilities in various social contexts throughout the school day.”

This is what happens when you paste an AI output directly into an IEP. It sounds professional but says nothing. No observable behavior, no criteria, no conditions.

After: “During structured small-group activities with 1 verbal prompt, [Student] will initiate a topic-relevant comment or question directed at a peer in 4 out of 5 opportunities across 3 consecutive sessions as measured by SLP observation and data collection.”

Weak → Strong: Conversational Turn-Taking

Before: “Student will take turns during conversation appropriately.”

“Appropriately” is not measurable. What counts as a turn? In what context?

After: “During peer partner activities with visual turn-taking supports, [Student] will wait for their partner to finish speaking before responding (no interruptions) in 4 of 5 exchanges across 3 consecutive sessions as measured by SLP tally.”

Weak → Strong: Perspective-Taking

Before: “Student will understand how others feel.”

Not observable. Not measurable. “Understand” is internal.

After: “Given a short video or picture scenario depicting a social situation, [Student] will identify what the character might be thinking or feeling AND provide one observable clue that supports their inference, with 75% accuracy across 4 sessions as measured by clinician probe.”

Weak → Strong: Nonverbal Communication

Before: “Student will use appropriate body language.”

Which aspects of body language? In what context? “Appropriate” by whose standards?

After: “During structured conversation with a peer, [Student] will orient body toward conversation partner and maintain eye gaze within the interaction space for 80% of the exchange as measured by SLP observation with 10-second interval sampling across 3 sessions.”

Neurodiversity-Affirming Practice

This is critical for social communication goals. The model won’t do this for you. You have to guide it.

What to specify in your prompts:

“Use neurodiversity-affirming language. Do not frame autistic communication styles as deficits”
“Focus on communication effectiveness, not social conformity”
“The goal should support the student’s ability to participate, not mask their natural communication style”
“Include the student’s perspective and preferences in goal-setting”

What the model will get wrong without guidance:

Framing eye contact as mandatory rather than culturally contextualized
Using compliance-based language (“student will demonstrate appropriate behavior”)
Treating all social differences as deficits
Generating goals focused on appearing neurotypical rather than communicating effectively

Before & After: Session Documentation

Raw Notes

pragmatic group today, 3 kids, worked on conversation topic maintenance, used visual topic board, kid A did really well stayed on topic 4/5 turns, kid B kept going back to Minecraft regardless of topic, kid C was quiet but responded when prompted, used think-pair-share structure, overall good engagement

Structured Output

Group Activity: Conversation topic maintenance using visual topic board. Think-pair-share structure.
Student A: Maintained conversational topic for 4 of 5 turns with visual support and no verbal prompting. Demonstrated improvement from previous session (2/5 turns).
Student B: Returned to preferred topic (video games) regardless of group-selected topic in 3 of 5 turns. Responded to redirection with visual cue but required repeated support. Target: topic flexibility with visual mapping of “group topic” vs. “my topic.”
Student C: Produced on-topic responses in 3 of 4 prompted opportunities. Did not initiate unprompted contributions. Target: initiating topic-relevant comments without adult prompting.
Overall: High engagement across group. Visual topic board is effective support for topic awareness.
Plan: Continue visual topic board. Add peer feedback component for Student A (ready for next level). Introduce topic-mapping visual for Student B. Reduce prompting level for Student C to gestural only.

Writing Goals: Goal clarity with before/after examples
Documentation: Session note templates
Materials & Activities: Social stories, visual supports
Fluency: Overlapping social concerns
AAC: Social communication across modalities