πŸ” Why

Students often lack emotionally intelligent, accessible academic help. Traditional tools are either too generic or lack personalized feedback. This product gives students AI-powered learning support with sentiment-aware, tailored content to improve engagement and outcomes.


🌍 Geography

English-speaking students globally, especially in the U.S., with particular value for under-resourced school districts and remote learners.


πŸ›  Platform

Python-based CLI prototype integrating OpenAI GPT-3.5-turbo and VADER for sentiment analysis. Designed for future expansion into a web app (React/Flask or Streamlit).


🎯 Mission Alignment

Mission is to improve equitable access to personalized education and AI-powered learning tools.

🫢 Human-Centered Value

Helps students feel heard, supported, and confident. Uses sentiment data to adjust tone and content delivery.

πŸ“ˆ Business Goals


πŸ‘₯ Customers, Users & Stakeholders

Primary Users

Persona Psychographic (Values & Motivation) Behavioral (Patterns & Usage) Need-Based (Pain Points & Desired Outcome)
Anika (11th grader, anxious overachiever) High-achieving, perfectionist. Values academic success and validation. Gets overwhelmed by ambiguity or failure. Uses multiple study apps, studies late, searches for precise answers. Reacts emotionally to feedback or unclear explanations. Needs clear, accurate, emotionally sensitive support. Wants fast help to feel reassured and stay ahead.
Jake (10th grader, underserved learner) Curious and motivated to improve but lacks structure and resources. Values simplicity, accessibility, and independence. Inconsistent study habits, uses public/shared devices, prefers examples over theory. Needs low-friction, relatable help that’s easy to digest. Struggles with organization and confidence.
Priya (College student, volunteer tutor) Service-driven, values educational impact. Balances many responsibilities, seeks efficiency and quality. Manages multiple students at once, struggling too curate personalized lesson plans for each. Needs pre-curated content to better support students/