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Balamanikandan S
Balamanikandan S

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"Redis AI Challenge: Redis-Powered AI Grievance Resolver"

Redis AI Challenge: Real-Time AI Innovators

Here's a complete and polished version of your submission content for the Redis AI Challenge post on DEV:


This is a submission for the Redis AI Challenge: Real-Time AI Innovators

πŸš€ Redis-Powered AI Grievance Resolver

πŸ”§ This is a submission for the Redis AI Challenge: Real-Time AI Innovators


πŸ”₯ 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

  • πŸ“„ Interactive complaint form built in React + Vite
  • ⚑ Real-time backend powered by Redis Stack (Vector Search, JSON, Streams)
  • 🧠 AI Sentiment Analysis via OpenAI GPT
  • πŸ” Semantic Search to find similar past complaints
  • πŸ“₯ Caching to reduce repeat AI calls
  • πŸ“‘ Pub/Sub (planned) for live alerts to admins
  • πŸ–₯️ Hosted on GitHub Pages

🎯 Use Case

This tool can be used in:

  • College / School environments
  • Public service platforms
  • Feedback dashboards for organizations

βœ… Live Demo

πŸ‘‰ Live App


πŸŽ₯ Demo Video

πŸ“Ή Watch here on Google Drive


πŸ“Έ Screenshots

Form Screenshot
Form Filled
AI Result
Redis JSON View
Search Output


πŸ’» GitHub Repo

πŸ‘‰ GitHub - redis-powered-ai-grievance-resolver


🧠 How I Used Redis 8

  • πŸ”Ž 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.
  • πŸ“‘ Pub/Sub (Planned): For future live admin alerts when high-priority complaints arrive.
  • πŸ“ RedisJSON: To store all complaint data in structured format.
  • πŸ“Š Real-Time Dashboards (Future scope): Could be implemented using Redis Streams + Charts.

πŸ‘€ Built By

Balamanikandan B
Frontend + Redis + AI Integration

GitHub | DEV Profile


🏁 Final Thoughts

Redis Stack + AI = πŸ”₯.
This challenge pushed me to combine cutting-edge AI with real-time Redis magic. Super useful for smart, scalable apps!

Thanks Redis & DEV Community πŸ’™


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