Dashboard Page
Analytics Page
Productivity Page

Posturelytics.AI

Inspiration

In the age of remote work and online learning, posture and focus are often neglected—leading to long-term health and productivity issues. We wanted to build a solution that not only tracks how you're sitting but also gives you actionable feedback to improve your well-being while studying or working.

What It Does

Posturelytics.AI is a real-time AI productivity companion that monitors:

Posture Quality: Detects if you're slouching or maintaining good posture.
Attention Tracking: Uses face orientation to detect if you're focused or distracted.
Live Feedback: Warns users with spoken reminders if they slouch or zone out.
Session Summaries: At the end of each session, users receive:
- AI-generated productivity feedback using OpenAI GPT-3.5.
- Analytics with charts showing posture score, session duration, focus trend, and a heatmap of posture strain areas.
User Dashboard: View all your past sessions, trends, and track improvement over time.

How We Built It

Frontend

Vue 3 + Composition API
Vuetify UI Framework
D3.js & Observable Plot for data visualizations
MediaPipe Pose and FaceMesh for real-time webcam posture/attention tracking
Web Speech API for voice feedback

Backend

FastAPI for building robust REST APIs
JWT authentication
OpenAI GPT-3.5 API for feedback generation
MongoDB Atlas for secure session storage

Key Features

Real-Time Webcam Analysis
Posture & Focus Visualization
GPT-Based Personalized Feedback
Posture Heatmap Visualization
Secure User Authentication & Session Tracking

Challenges We Ran Into

CORS conflicts between frontend and backend
FastAPI + JWT integration took trial and error
Speech synthesis inconsistencies across browsers
Tuning MediaPipe models for accurate pose and gaze detection
Designing a responsive yet accessible dashboard layout for data-heavy views

Accomplishments We’re Proud Of

Successfully achieved real-time pose and attention detection with just webcam input
Fully responsive analytics dashboard with meaningful insights
Seamless end-to-end session flow from tracking → saving → visualization
Integrated OpenAI to produce human-like summaries and improvement advice

What We Learned

Vue 3 Composition API & component communication
Integrating GPT-3.5 for contextual feedback
Real-time video processing with MediaPipe
Voice interaction using the Web Speech API
FastAPI’s dependency injection and secure routing
Structuring NoSQL databases for session analytics
CORS and token-based auth in production-ready apps

What's Next for Posturelytics.AI

Mobile app integration for posture alerts
Browser extension for passive tracking
Real-time leaderboard for productivity sessions
Adaptive voice assistant using custom GPT prompts

Team

Srushti Sanjay Samant — Worked on frontend development using Vue 3 and Vuetify, implemented real-time charts with D3 and Observable Plot, designed the dashboard UI, and created a responsive user experience for posture and productivity tracking.
Himanshu Kiran Garud — Developed backend using FastAPI, implemented secure JWT-based user authentication, handled MongoDB data storage, and integrated OpenAI's GPT-3.5 API for generating personalized session feedback.