Product
Why mAI-Brain?
Purpose-built for domains that demand precision over generality.
Domain-Specialized
Industry-specific knowledge pipelines that understand context, terminology, and nuance — not just keywords.
Qdrant Vector DB
High-performance vector search powered by Qdrant for lightning-fast semantic retrieval at scale.
Multi-LLM Support
Seamlessly integrate DeepSeek, OpenAI, or Ollama — choose the model that fits your domain and budget.
Open Source
Fully open-source and self-hostable. No vendor lock-in, no hidden costs. Your data stays yours.
vs. Generic RAG
AnythingLLM answers questions. mAI-Brain answers questions the way your industry needs them answered.
Advanced RAG Pipeline
Sophisticated retrieval-augmented generation with chunking, embedding, and re-ranking optimized per domain.
How It Works
Ingest domain documents
Embed with Qdrant vectors
Retrieve with context-aware search
Generate precise domain answers
mAI-Brain vs. Generic RAG
Built for domains that can't afford vague answers.
| Feature | mAI-Brain | Generic RAG |
|---|---|---|
| Domain context awareness | Deep industry context | Generic responses |
| Vector search engine | Qdrant (high-performance) | Basic vector store |
| Multi-LLM support | DeepSeek, OpenAI, Ollama | Limited options |
| Self-hostable | Fully self-hosted | Cloud-dependent |
| Domain customization | Full pipeline control | Limited configuration |
| Open source | MIT License | Varies |