How One Company Serves 40 Staff Local AI on 4x RTX 6000 Pro With vLLM and n8n

q-admin007 · reddit · 2026-10-13

A redditor details running local AI for 40 employees (10 developers) on a 2U server with 4x RTX PRO 6000 Blackwell Max-Q: DeepSeek V4 Flash via vLLM (TP4, 1M context, 0.55 GPU utilization) as main model, Qwen 3.8 27B Q8 fallback, K2-Horizon 7B mini model; n8n automation with Whisper+Vexa AI Teams transcription bots; OpenWebUI for staff with agentic features disabled; BiFrost OpenAI-compatible routing for devs; ComfyUI for marketing media; BGE-M3 embeddings and reranker via llama.cpp.

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