Enterprise Local AI, Private RAG & Compliance Benchmarks
VRAM and throughput estimates, private RAG reference architectures, and playbooks designed to support SOC 2, HIPAA, GDPR and EU AI Act workflows, for tax, legal and healthcare teams that can't send data to a public API.
Qwen3-32B · Q4_K_M · 8k tokens
Total VRAM required
21.5GB
- Weights
- 18.5 GB
- KV cache
- 2.0 GB
- Overhead
- 1.0 GB
- RTX 4090 24GB~24–37 tok/s
- Mac mini M4 Pro 64GB~7–10 tok/s
Latest guides
All guides →vLLM vs Ollama for On-Prem LLM Serving: Concurrency, Memory and Security
vLLM vs Ollama for on-prem LLM serving: concurrency, memory use, model formats, hardware support, security defaults and a benchmark harness.
Docling vs PyMuPDF4LLM for Financial Tables: Multi-Column Statements and Tax Audit PDFs
Docling vs PyMuPDF4LLM on financial statements and tax audit PDFs: speed, merged-cell table handling, licensing, Python code and local RAG tips.
Qwen3-32B VRAM Calculator: FP16 vs Q8_0 vs Q4_K_M Memory Math and GPU Benchmarks
Qwen3-32B VRAM calculator: FP16, Q8_0 and Q4_K_M memory math, KV cache sizing, RTX 5090/4090 and Mac Studio estimates, plus Ollama and vLLM commands.
Compliance workflow blueprints
All 6 blueprints →Automated E-Invoicing XML Validation with Local AI: Peppol & ViDA Readiness
Validate UBL and CII e-invoices against EN 16931 and Peppol rules, with a local LLM that explains failures to AP teams. Built for ViDA readiness.
- VRAM
- 13 GB
- Speed
- ~106–162
- Privacy
- 7/10
Extract Multi-Column Tax Audit PDFs with a Local LLM: Table-Accurate Pipeline
Turn multi-column ledgers and audit schedules into validated JSON with Docling and a local LLM, reconciled against document totals and kept in ISO scope.
- VRAM
- 41.5 GB
- Speed
- ~22–33
- Privacy
- 8/10
GDPR Air-Gapped RAG for Law Firms: Private Case-File Search Blueprint
Search and query client matter files with a fully air-gapped RAG stack. No third-party processors, no data transfers, matter-level access control.
- VRAM
- 68.1 GB
- Speed
- ~109–168
- Privacy
- 9/10
Local LLM VRAM Calculator
Total VRAM required
21.5GB
- Weights
- 18.5 GB
- KV cache
- 2.0 GB
- Overhead
- 1.0 GB
Recommended local hardware
- RTX 4090 24GB~24–37 tok/s
- Mac mini M4 Pro 64GB~7–10 tok/s
Estimated single-user decode speed from memory bandwidth. Real throughput depends on runtime, drivers and prompt length.