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Quotient — AI-Powered Stock Market Tracker

Real-time stock tracking, personalized alerts, and AI-driven market insights.


📋 Table of Contents

  1. Introduction
  2. ⚙️ Tech Stack
  3. 🔋 Features
  4. 🛠️ Challenges & Fixes
  5. 🤸 Quick Start

Quotient is a full-stack, AI-powered stock market tracking application I built as part of my development portfolio. It combines real-time financial data, event-driven background workflows, and AI-generated market summaries into a polished, production-ready product.

The app allows users to track live stock prices, manage a personal watchlist, set price alert thresholds, and receive automated daily market digests via email — all powered by a modern Next.js architecture with MongoDB, Better Auth, Inngest, and Groq AI.


  • Next.js — Full-stack React framework handling both the frontend UI and backend API routes with server-side rendering and server actions.

  • Better Auth — Framework-agnostic TypeScript authentication library powering email/password login, session management, and user accounts.

  • Finnhub — Real-time financial data API providing live stock quotes, company profiles, financial metrics, and market news.

  • Inngest — Event-driven workflow platform used to orchestrate background jobs including alert checks, daily email digests, and AI inference steps.

  • Groq AI — Used via step.ai.wrap() with the Vercel AI SDK to generate personalized welcome emails and daily news summaries at no cost.

  • MongoDB — NoSQL database storing users, watchlists, and alert configurations.

  • Nodemailer — Handles transactional email delivery for welcome emails, daily digests, and price alert notifications.

  • Shadcn/ui + TailwindCSS — Component library and utility CSS framework used to build a clean, dark-mode-first responsive UI.

  • TradingView Widgets — Embedded interactive charts including candlestick charts, market heatmaps, and financial overviews. Integrated via a custom useTradingViewWidget hook with memoized rendering.

  • TypeScript — Strict typing across the entire codebase for reliability and maintainability.


👉 Stock Dashboard — Real-time market overview with interactive candlestick and baseline charts, a zoomable S&P 500 heatmap grouped by sector, and a live market news feed.

👉 Intelligent Search — Fast stock search powered by the Finnhub API with watchlist status indicators directly in results.

👉 Watchlist Management — Add and remove stocks from a personal watchlist with live price, change percentage, market cap, and P/E ratio data displayed in a sortable table.

👉 Price Alerts — Set upper and lower price threshold alerts per stock. Alerts are evaluated on a schedule via Inngest background jobs and trigger instant email notifications.

👉 AI-Powered Daily Digest — Every day at noon, Inngest automatically fetches each user's watchlist news, summarizes it using Groq AI (Llama 3), and delivers a personalized email digest.

👉 Personalized Welcome Email — On sign-up, an AI-generated welcome message is crafted based on the user's investment goals, risk tolerance, and preferred industry.

👉 Company Insights — Deep-dive pages per stock with TradingView-powered financials, technical analysis, company profile, and recent news.

👉 Authentication — Secure email/password sign-up and sign-in with session management via Better Auth.

👉 Performance Optimized — TradingView widgets are wrapped in React.memo to prevent unnecessary re-renders given their heavy script injection cost.


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AI-powered modern stock market app built with Next.js, Shadcn, Better Auth, and Inngest! Track real-time prices, set personalized alerts, explore company insights, and manage watchlists.

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