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    Enterprise AI Infrastructure

    Your AI. Your Data.
    Your Hardware.

    From private knowledge bases to GPU infrastructure —enterprise AI that stays on your premises.

    Technology Ecosystem

    NVIDIADGX SparkNIMLangGraphMilvusSupabaseCloudflareNVIDIADGX SparkNIMLangGraphMilvusSupabaseCloudflare

    Four Enterprise AI
    Solutions

    End-to-end AI infrastructure — from model deployment to GPU hardware.

    01

    RAG Knowledge Base

    120B parameter LLM on DGX Spark with 128GB unified memory. Hybrid search with vector + BM25 + cross-encoder reranking. Your data never leaves your infrastructure.

    02

    Industry AI Platform

    White-label multi-tenant SaaS deployable for any vertical. Custom branding, domain-specific knowledge bases, and built-in API gateway with usage billing.

    03

    GPU Infrastructure

    DGX Spark systems with Grace Blackwell architecture. Lease, purchase, or managed installation. Multi-GPU workstation configurations for research teams.

    Case Study: A Cross-Border RAG Platform

    A vertical AI agent for Chinese companies expanding overseas, running on a single DGX Spark

    18

    Verticals covered

    194+

    Authoritative sources

    100%

    Source recall

    3 days → minutes

    Compliance response time

    Cross-border compliance inquiries went from a 3-day email back-and-forth to minutes, while annual advisory fees dropped from hundreds of thousands to hardware amortization plus a subscription (as covered by NVIDIA's official blog).

    Security & Compliance Architecture

    Architecture facts for security officers — not marketing promises

    Row-Level Isolation

    PostgreSQL RLS enforces tenant isolation at the database layer

    Tenant Isolation End-to-End

    The tenant key travels with every query across the business and vector databases

    Zero Public Exposure

    Outbound-only Cloudflare Tunnel — no public IP, no inbound ports

    Metered & Auditable

    Every call is metered, auditable and traceable

    Data staying on-premises is a physical boundary, not a contract clause.

    Get Started in
    Three Steps

    From initial consultation to production deployment.

    Step 01

    Choose Your Solution

    Tell us about your use case. We'll recommend the right combination of hardware, software, and deployment model for your team.

    Step 02

    We Deploy & Configure

    Our team handles hardware installation, model setup, knowledge base configuration, and integration with your existing systems.

    Step 03

    Start Using Immediately

    Go live with your private AI infrastructure. Full documentation, training, and ongoing technical support included.

    Built for Every
    Enterprise Need

    From document Q&A to full-stack AI infrastructure.

    01

    Document Intelligence

    Upload any document — PDF, Word, spreadsheets — and get precise answers powered by hybrid search

    02

    Multi-Tenant SaaS

    One platform, infinite brands — deploy custom AI for any industry vertical

    03

    Local LLM Inference

    120B parameter model running on your own hardware with zero API costs

    04

    Multi-GPU Servers

    In-house liquid-cooled chassis, GPU choice configurable — 287ms median TTFT and 310/310 zero errors on a 122B MoE model

    05

    API Gateway

    Built-in billing, rate limiting, and OpenAI-compatible endpoints for your clients

    06

    GPU Infrastructure

    DGX Spark lease, purchase, or managed deployment — Grace Blackwell architecture

    07

    Real-time Streaming

    SSE streaming with multi-agent orchestration via LangGraph

    Why Choose
    HTZL.AI?

    See how local AI infrastructure compares to alternatives.

    Cloud AI
    DIY Open-Source
    HTZL.AI
    Data Privacy
    Data leaves premises
    Local but DIY
    Setup Difficulty
    Zero setup
    DIY everything
    Turnkey
    120B Local LLM
    Need own hardware
    RAG Pipeline
    Extra dev needed
    Extra dev needed
    API Gateway
    Ongoing Support
    Vendor-dependent
    Self-maintained

    Also for Individuals

    Not just enterprise — personal AI that runs on your own machine, with your own data.

    Personal Knowledge Base

    Build your private second brain. Upload notes, papers, and bookmarks — search and chat with your own knowledge, offline.

    Local AI Assistant

    Run a 120B model on DGX Spark or a lightweight model on Mac Mini M4. Zero API costs, zero data leaks — your personal ChatGPT.

    Independent Researcher

    Academics, analysts, and indie hackers: ingest domain papers, query with RAG, and iterate — all on hardware you control.

    FAQ

    Common questions about HTZL.AI and enterprise AI deployment.

    Daily AI Newsopcnew.com

    An AI industry news discovery platform for independent developers and small teams — monitoring 100+ sources (RSS / social / web), AI-scored curation, bilingual Chinese-English presentation, and MCP protocol access so Claude and ChatGPT can query it directly.