All-in-One AI Deployment Toolkit: PrivStation
Deploy your AI solution fast and securely with APMIC’s all-in-one AI deployment toolkit
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Why PrivStation
Designed for Real-World Enterprise AI Applications
On-Prem, Fully in Your Control
All data and AI processing stay within your infrastructure—certified with ISO/IEC 27001:2022 / CNS 27001:2023 for industries like finance, government, and research.
Flexible Architecture, Smarter Performance
Supports APMIC servers and NVIDIA Blackwell GPUs. Choose the best model-hardware combo for your needs—balancing speed, security, and cost.
Multimodal & Document-Smart
Handles text, tables, images, and complex PDFs with built-in visual language models and Multi-Modal RAG. Perfect for building deep, structured AI knowledge bases.
Custom Models, Built Your Way
Use pre-trained models like ACE-1 or Llama 3.3 70B, fine-tune with PrivModel, or bring your own—your AI, your call.
From No-Code to Full Integration
CaiGunn’s no-code interface + PrivAI API makes it easy for any team to launch and scale AI applications across departments.
Everything You Need to Build the AI Assistant You Envision
With PrivStation, you can verify AI response accuracy with a single click and update knowledge versions as needed, enabling teams to track, compare, and audit changes over time, keeping your enterprise knowledge base both scalable and traceable.
APMIC Inference Server for Enterprise
Our solution supports enterprise-grade GPUs compatible with NVIDIA’s latest Blackwell architecture and beyond. APMIC inference server delivers high-precision, low-latency, and high-throughput performance, built for stable production deployment.
Powered by the NVIDIA B200, APMIC inference server achieves 27,218 tokens/sec—inference speeds over 3x faster than the H100 and 4x faster than the L40s—supporting up to 1,300 concurrent users for fast, efficient multi-turn conversations and knowledge retrieval.
Built for Industries Where Data Privacy & Model Accuracy Matter
Designed for sectors like manufacturing, government, finance, and B2C services with strict privacy and accuracy needs—ideal for early-stage AI adoption.
Easily create AI assistants for legal, admin, and sales teams, like contract review or internal training. Engineering and R&D teams can integrate ERP, CRM, and BI to build tools for SOP guidance, issue diagnosis, maintenance, and data analysis.
Scalable with a Strong Ecosystem
Backed by a diverse partner network, PrivStation offers full technical and service support—helping you deploy and scale AI faster.
FAQ
We’ve compiled the most frequently asked questions about implementing PrivStation. Whether you’re in the early evaluation stage or ready to launch your project, the following answers will help clarify your direction and address any concerns.
The core design principle of PrivStation is simple — data never leaves the enterprise’s data center.all model training, inference, and fine-tuning are completed entirely within an on-premises private environment, with strict access control and version tracking to ensure only authorized personnel can access data.
Each AI-generated response clearly cites the original document source to prevent “black box” risks.most importantly, no customer-uploaded data is ever used to train public models — it remains within a project-isolated environment, allowing enterprises to maintain full control over their data security.
Hallucination is a common challenge across all generative AI systems.
PrivStation minimizes this risk through its knowledge management interface, which attaches source references and paragraph mapping to every response, ensuring full transparency and verifiability.the system also automatically appends a disclaimer:
“This response is generated by AI and intended for reference only. Please verify important information.”
This encourages users to validate content against original documents.
Open-source models only provide the model itself, leaving enterprises responsible for data cleaning, system integration, access control, and compliance auditing — often leading to high implementation costs and greater risks.
PrivStation, on the other hand, is a complete on-premises AI platform that not only integrates open-source or proprietary models but also includes:
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ACE Traditional Chinese–optimized models
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Multimodal document parsing
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RAG (Retrieval-Augmented Generation)
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Knowledge versioning and access auditing
In short, open-source models can run, but PrivStation can run securely, compliantly, and deliver measurable business value.
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PrivStation supports multiple common file types, including Word, TXT, PDF, HTML, CSV, Excel, and images (e.g., flowcharts, reports, diagrams).for scanned PDFs, clear document quality is recommended to improve recognition accuracy.
There is no strict file size limit — capacity depends on the available local storage and system performance.APMIC can assist with data assessment prior to deployment to ensure optimal setup.
ROI varies by industry, data quality, and use case — there’s no one-size-fits-all number.
At APMIC, we use a unique POC validation process:
Clients provide a set of real documents and sample questions, and we quickly build a mini Q&A system that automatically generates and labels answers.
Clients can then review and verify accuracy immediately, while we deliver a real-time accuracy report showing tangible AI performance in real business contexts — turning ROI into visible, measurable results.
Hardware installation and setup can be completed within 30 days, including system installation, activation, and configuration.
Software deployment timelines depend on data readiness.
For a precise schedule, please contact the APMIC team via the Contact Us page — we’ll provide insights and implementation recommendations based on real-world cases.
PrivStation is ideal for manufacturing, government, finance, and B2C service sectors, with nearly 100 enterprises participating in the first testing phase.
In finance, it integrates internal knowledge and compliance systems to provide real-time product explanations, workflow guidance, and compliance recommendations.
For government, APMIC helped the Taipei City Department of Land Administration launch “Hi Landy”, an AI-powered pre-sale housing contract Q&A assistant that supports voice and image queries, achieving over 500 monthly sessions.
The recommended minimum configuration for optimal stability and performance — particularly for model training and large-scale inference — is two NVIDIA RTX Pro 6000 Blackwell GPUs.
For hardware planning, please contact the APMIC team through the Contact Us page for case-based recommendations and architecture evaluation.
PrivStation’s scalability depends on hardware resource allocation.
During planning, APMIC can assess your expected usage and concurrency requirements to design a stable, scalable deployment architecture.
Please reach out via the Contact Us page for a tailored capacity assessment.
Pricing and deployment schedules vary by enterprise scale and data structure.
Please contact the APMIC team through the Contact Us page — we’ll share reference timelines and pricing estimates based on similar projects to help you plan effectively.
Yes. If you’re exploring AI adoption or facing integration challenges, reach out to the APMIC team via the Contact Us page. we’ll provide professional advice and arrange an appropriate trial opportunity based on your organization’s needs.