This content originally appeared on DEV Community and was authored by Balamanikandan S
Here's a complete and polished version of your submission content for the Redis AI Challenge post on DEV:
🚀 Redis-Powered AI Grievance Resolver
🔧 This is a submission for the Redis AI Challenge: Real-Time AI Innovators
🔥 What I Built
I developed a smart AI-based complaint resolver that uses Redis as the real-time backend and OpenAI for intelligent sentiment analysis. This tool is aimed at students or citizens to file grievances, and for admins to manage them efficiently.
🧠 It categorizes complaints by priority and sentiment, and also finds similar complaints using vector search, making resolution faster and smarter.
✨ Features
- 📄 Interactive complaint form built in React + Vite
- ⚡ Real-time backend powered by Redis Stack (Vector Search, JSON, Streams)
- 🧠 AI Sentiment Analysis via OpenAI GPT
- 🔍 Semantic Search to find similar past complaints
- 📥 Caching to reduce repeat AI calls
- 📡 Pub/Sub (planned) for live alerts to admins
- 🖥️ Hosted on GitHub Pages
🎯 Use Case
This tool can be used in:
- College / School environments
- Public service platforms
- Feedback dashboards for organizations
✅ Live Demo
👉 Live App
🎥 Demo Video
📸 Screenshots
💻 GitHub Repo
👉 GitHub - redis-powered-ai-grievance-resolver
🧠 How I Used Redis 8
- 🔎 Vector Search: Used to match new complaints with previous ones semantically using Redis's vector capabilities.
- 🧠 Semantic Caching: Once a complaint's sentiment is processed, it's cached using Redis JSON to prevent redundant AI calls.
- 📡 Pub/Sub (Planned): For future live admin alerts when high-priority complaints arrive.
- 📁 RedisJSON: To store all complaint data in structured format.
- 📊 Real-Time Dashboards (Future scope): Could be implemented using Redis Streams + Charts.
👤 Built By
Balamanikandan B
Frontend + Redis + AI Integration
🏁 Final Thoughts
Redis Stack + AI = 🔥.
This challenge pushed me to combine cutting-edge AI with real-time Redis magic. Super useful for smart, scalable apps!
Thanks Redis & DEV Community 💙
Let me know if you'd like to auto-publish this on DEV or need help embedding the video preview directly!
This content originally appeared on DEV Community and was authored by Balamanikandan S
Balamanikandan S | Sciencx (2025-07-26T12:10:26+00:00) Redis-Powered AI Grievance Resolver. Retrieved from https://www.scien.cx/2025/07/26/redis-powered-ai-grievance-resolver/
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