Proposal Reads
With $5,000, The Coaching Wizard: AI That Connects Learners would run an intensely focused micro-experiment to answer one essential question:
When AI is used strictly as a reflection partner, can it help coaches and young learners communicate in deeper, more human ways?
One Pittsburgh-area pool, recreation center, or varsity swim team would host the pilot. One lead coach (or mentor) and 10–15 youth would participate. Instead of deploying the full
SwimInfluxSystem platform, we’d build a lightweight prototype—manual or semi-automated AI prompts paired with structured reflection and visual storytelling.
After each session, both coach and participants receive short AI-generated prompts emphasizing agency, empathy, and teamwork, not performance. Example prompts:
- “Who relied on you today?”
- “When did you feel proud?”
- “What surprised you?”
- “How did you help someone else succeed?”
Responses are captured as brief texts, voice notes, or short post-practice videos—the raw data for qualitative analysis. We’ll evaluate whether youth describe growth through belonging and connection rather than speed or output.
Fluid Mechanics contributes a compact suite of pre-rendered avatar animations, enabling one or two “visual learning” sessions. Coaches and learners watch an avatar replicate a movement, then discuss with reflection prompts like, “What did you notice about rhythm?” or “How could collaboration improve this sequence?” This low- cost visual component tests whether animation plus AI dialogue deepens comprehension and confidence.
The coaching team would mix professional and community mentors so feedback reflects both credentialed and volunteer perspectives. ISCA (International Swim Coaches Association) will help design the reflection framework and host two short virtual sessions—one before and one after the pilot—so results circulate through the broader coaching network.
At this scale, data collection stays simple and human-centered:
- – Pre- and post-pilot coach interviews on trust, communication, and workload.
- – A short youth journaling exercise tracking how reflection affects belonging.
- – Aggregated AI transcripts analyzed for emerging language patterns.
Swimming World Magazine will publish an article highlighting the experiment and early findings. Heavy Or Not – The OG Swim Guide will produce a 10-minute podcast episode featuring real voices of learners and coaches describing what changed.
To close the test, ISCA will host an open debrief webinar, inviting local and national coaches to react and critique. That discussion converts a small pilot into shared professional intelligence—micro-scale R&D for the region’s learning ecosystem.
This $5K test refines tone, language, and ethical boundaries for AI-assisted reflection. We’ll learn whether it inspires curiosity or feels invasive, supports coaches or adds friction, strengthens
connection or merely adds noise.
If successful, the micro-test validates feasibility and culture fit for a larger $25K–$50K rollout. If not, the team will document and publish what failed so others can learn without repeating mistakes.
The $5K version is not smaller—it’s sharper. It safeguards learners, supports mentors, and protects the integrity of the idea by testing the most vital hypothesis:

