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Knowledge Distillation —
Unlock Business Value

Large language models are evolving fast — but enterprise needs are not one-size-fits-all. APMIC assists businesses in distilling raw data into customized, on-premise models that provide actionable insights, ensuring data security and driving informed decision-making across the enterprise.

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PrivModel

A dedicated service for building domain-specific, cost-efficient, high-performance AI models.

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Built on the NVIDIA NeMo™ framework, PrivModel is your go-to solution for building specialized, on-premises AI models. Through knowledge fine-tuning and advanced distillation techniques, our expert AI team helps you master key technologies with minimal resources—resulting in highly accurate, efficient models with a lower total cost of ownership (TCO).

The training pipeline includes the following key stages:

  • Teacher Model Selection: A high-performing open-source model is selected as the foundation, tailored to your specific use cases.

  • Enterprise AI Brain Development: Through continual training and fine-tuning, your internal data is integrated into the base model to enhance contextual understanding and task adaptability—resulting in a domain-specific, proprietary model.

  • Distillation and Compression: The model is distilled into a lightweight version to reduce inference costs while maintaining accuracy and enabling flexible deployment across departments.

Full Data Control

Retain complete ownership of your enterprise data—no exposure, no compromise.

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Resource-Efficient

Own and run powerful AI models with minimal resources, optimized for speed, scale, and efficiency.

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Enterprise-Focused

Purpose-built for enterprise teams and tailored to your unique business needs.

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Intuitive & No Learning Curve

Easily manage and deploy your models—no setup headaches, no steep learning curve.

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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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PrivStation, powered by the CaiGunn x PrivAI RAG system, PrivStation offers an intuitive no-code interface and flexible API integration, making it easy to customize and connect with a wide range of enterprise systems, from ERP and CRM to BI platforms.

  • 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.

  • 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.

Designed for sectors like manufacturing, government, finance, and B2C services with strict privacy and accuracy needs—ideal for early-stage AI adoption.

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APMIC Attained the Service Organization Controls (SOC) Reports

APMIC announced today that it has successfully passed a rigorous third-party audit based on the American Institute of Certified Public Accountants (AICPA) standards to obtain the SOC 2 Type I (System and Organization Controls) security audit report

Latest News & Activities

Explore our latest activities, media coverage as well as the global impact that we made

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PChome online 新聞

智慧地政的隨行服務 隨手查輕鬆問超方便

February 6, 2026

數發部台灣主權AI訓練語料庫 上線1月逾11億詞元

公共電視

數發部台灣主權AI訓練語料庫 上線1月逾11億詞元

January 27, 2026

主權模型與代理協作 打造可治理企業AI基石

網管人

主權模型與代理協作 打造可治理企業AI基石

December 15, 2025

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YouTube Series【HI! MIC】
Enterprise AI Strategy

A Business Leader’s Guide to AI Transformation:
From AI-powered coding at scale to enterprise governance—security, accountability, and risk management—and how the AI shift is redefining the role and business model of system integrators (SIs).

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Global Recognition

APMIC is a trusted partner of many leading tech giants

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Dell AI ISV Partner

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HP AI ISV Partner

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Google Developer Experts

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NVIDIA Cloud Validated Partner

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NVIDIA Inception Program Member

*The logos are displayed in alphabetical order for consistency and ease of reference.

Chosen by 1,000+ Clients

Empower businesses and organizations across industries such as manufacturing, finance, government, and more.

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*The logos are displayed in alphabetical order for consistency and ease of reference.​

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Talk to Our Team

Equipped with the NVIDIA Blackwell B200 GPU, APMIC provides end-to-end support for businesses—from knowledge mining and data preparation to model training and deployment—empowering your AI transformation journey.

Explore how we can support your growth at usasales@ap-mic.com.

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