Short Profile Generator Sub-Workflow – FitWithPari
A fast, lightweight AI-generated fitness snapshot built for real coaching sessions.
Problem Statement
The Solution
Automation Overview
We built a connected sub-workflow that takes all the processed onboarding + assessment data from the main long-profile system and generates a compact, easy-to-read Short Fitness Profile. This profile is designed specifically for live coaching use cases — fast, contextual, accurate, and instantly accessible. It’s directly connected to the Long Profile workflow and updates automatically whenever a new assessment is submitted.
Instant Triggering from the Main Assessment Workflow
The sub-workflow activates immediately after the long-profile generation finishes. No extra steps, no manual triggers — everything stays perfectly connected.
Structured Extraction of Only Key Insights
Instead of rewriting the entire profile, the system extracts the most important points: Must-know limitations, Key movement restrictions, Injury or medical warnings, Strength, mobility, and endurance highlights, High-priority improvement areas, Training cues the coach must remember, Immediate actionable recommendations. This keeps the short profile focused and practical.
RAG-Driven Summary Generation
Just like the long profile, the short profile also uses a RAG-powered AI agent — but with a different intent. This version is optimized for clarity, speed, and coaching relevance. It produces a profile that coaches can skim in 10–20 seconds and start a session confidently. The output includes: A quick baseline snapshot, Movement insights, Top 3–5 risks or red flags, Key coaching cues, Short-term priority plan.
Lightweight Format for Live Use
The profile is written in a clean, compact structure: No fluff, No long paragraphs, No deep analysis, Only actionable insights. It mirrors exactly how coaches think during a session.
Automated Database Syncing (Supabase)
Once generated, the final short profile is stored inside the Short Profiles table in Supabase. This gives instant access to: Coaches, Dashboard systems, FitWithPari’s internal tools, Real-time session interfaces. No manual documents, no missing files.
Continuous Updates with Every Assessment
Whenever a user completes a new assessment: Old short profile is updated, New insights replace old ones, Coach notes merge intelligently, The system always reflects the latest information. This makes it a living, dynamic coaching tool.
Integrations & Connected Systems
n8n – Sub-workflow orchestration; RAG AI Agent – Generates concise fitness summaries; Supabase – Lightweight short-profile storage; Long Profile Workflow – Parent workflow providing structured data.
Smart Logic & Reliability
- Pulls only validated fields from the long-profile dataset
- Removes redundant or conflicting information
- Ensures consistent formatting every time
- Prevents overwriting important coach-defined notes
- Produces predictable, session-friendly summaries
- Everything is built for speed and reliability
Before
Coaches relied on the long profile or raw form answers during live sessions, slowing them down and creating inconsistent session quality.
After
Every coach opens a clean, short, actionable student summary — making sessions faster, more personalized, and more accurate.
Tools Used
Our Process
Discover
Understood what coaches needed during live sessions.
Design
Created a compact structure focused on actionable insights.
Build
Implemented the short-profile generator as a connected sub-workflow.
Integrate
Synced profiles to Supabase for instant access.
Deploy
Tuned RAG prompts for clarity, consistency, and speed.
Business Impact
Coaches can review a student’s profile in seconds
Cleaner, faster session preparation
Consistent quality across all coaching staff
No dependency on long-form documents
Real-time updates as soon as assessments change
A more polished and scalable coaching experience
"This sub-workflow gives FitWithPari a fast-access, coaching-optimized short profile generated automatically after each assessment. It turns complex user data into simple, actionable insights — helping coaches make better decisions instantly."
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