cashcrown // How we build it
Customers ask about your offer and knowledge at all hours, and the team can't keep up — answers get lost in email and chat.
[ BGE-M3 ] ↓ Qdrant ↓ Router OpenClaw ↓ Mistral Large 3 ↓ GuardrailsBGE-M3
[ BGE-M3 ] ↓ Qdrant ↓ Router OpenClaw ↓ Mistral Large 3 ↓ Guardrails
turns your knowledge into vectors — locally
BGE-M3 ↓ [ Qdrant ] ↓ Router OpenClaw ↓ Mistral Large 3 ↓ Guardrails
semantic search for the most relevant chunks
BGE-M3 ↓ Qdrant ↓ [ Router OpenClaw ] ↓ Mistral Large 3 ↓ Guardrails
masks PII and picks the model for the question's difficulty
BGE-M3 ↓ Qdrant ↓ Router OpenClaw ↓ [ Mistral Large 3 ] ↓ Guardrails
writes the natural answer; harder ones go to DeepSeek-V4
BGE-M3 ↓ Qdrant ↓ Router OpenClaw ↓ Mistral Large 3 ↓ [ Guardrails ]
block injection, guard prices and dates, enforce citations
Paste your own text and ask — see RAG with citations live (zero retention, PII masked).
We turn a customer question into a cited answer — from your knowledge, 24/7, no hallucinations.
BGE-M3 → Qdrant → Router OpenClaw → Mistral Large 3 → Guardrails