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Case Study
SparkAI
AI-Powered Social Media Monitoring
Overview
SparkAI streams Reddit posts in real-time, detecting product recommendation opportunities and competitor mentions as they happen. It generates contextual, non-spammy responses via LLMs and tracks competitive intelligence across markets.
The Challenge
Manually monitoring social platforms for sales opportunities is impossible at scale. Keyword-based alerts miss context, and generic responses get flagged as spam. Brands need intelligent, real-time monitoring that understands nuance.
Key Features
- Real-time Reddit post streaming with intelligent rate limiting
- Multi-stage NLP classification pipeline
- LLM-generated contextual promotional responses
- Vector similarity search via Milvus for semantic matching
- Product catalog management with matching rules
- Competitive intelligence reporting and analysis
Tech Stack
- Python microservices
- FastAPI
- RabbitMQ
- MySQL
- Milvus (vector DB)
- Firebase / Firestore
- Docker
Status
Production — 5 microservices across dedicated ports