BRAC IT AI Kit
A production, self-hosted multi-agent chatbot platform.
An LLM “selector” router dispatches each query to specialist agents across sequential, tree, graph, and hybrid workflows, with a Swagger/OpenAPI importer and 50+ tools spanning business APIs, web search, and RAG.
50%+ lower repeat-query LLM cost, from multi-layer Redis caching.
- 16 pre-built agents, plus full Procurement and University Admission assistants
- Provider-agnostic through LiteLLM: cloud models, or local vLLM and Ollama
- Keycloak and RBAC authentication
- Prometheus and OpenTelemetry observability
- Python
- FastAPI
- CrewAI
- LiteLLM
- React 19
- PostgreSQL
- Redis
- Kubernetes
