Astro Support Bot – Context Aware Multilingual Support Intelligence
A multilingual support intelligence system that combines semantic retrieval, reranking, and adaptive response generation to deliver fast, context aware customer assistance with continuous feedback learning.
- RAG Systems
- Knowledge Retrieval
- NLP
- LLMs
- Enterprise AI
- Conversational AI
- python
- FastAPI
- ChromaDB
- FlashRank
- LiteLLM
- SQLite
- OpenAI APIs
- Gemini APIs
- Docker
- REST APIs
Project Overview
Astro Support Bot is built to modernize customer support by combining retrieval based intelligence with adaptive response generation. Instead of relying on static FAQ systems, the platform retrieves relevant knowledge from enterprise documents, reranks results for accuracy, and generates contextual responses in multiple languages. The system is designed to reduce support workload while improving consistency and response quality across customer interactions.
The platform introduces a feedback driven improvement loop where highly rated responses influence future retrieval quality and model behavior. With runtime model switching, semantic search, reranking pipelines, and scalable API architecture, Astro Support Bot provides a production ready foundation for enterprise support automation, multilingual engagement, and continuously improving customer experiences.
Key Capabilities
- Multilingual query understanding and response generation
- Semantic document retrieval with vector search
- Feedback driven response optimization pipeline
- Runtime switching between base and fine tuned models
- Intelligent reranking for higher answer relevance
- REST API based enterprise integration support
- Adaptive learning from real customer interactions
- Context aware conversational response generation