Knowledge Distillation. Unlock Enterprise 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 transform information into secure and actionable enterprise knowledge.

S1 Distillation

Specialized Model Fine-Tuning and Distillation Solution – An All-in-One Toolkit Designed for Industry Leaders

Developed by APMIC’s elite AI model team, this solution supports enterprise AI teams in building specialized models and applying distillation techniques. Built on the NVIDIA NeMo™ framework, S1 enables teams to quickly master key technologies with minimal resources, delivering specialized models with high accuracy, efficient inference, and low total cost of ownership (TCO).

The training pipeline follows a Teacher-Student architecture, with key steps including:

Teacher Model Selection:
High-potential models from the open-source community are selected as a foundation, with tailored optimization strategies aligned to enterprise-specific scenarios.
Enterprise Brain Development:
Through continual pre-training and fine-tuning, internal enterprise knowledge and data are integrated to enhance the model’s contextual understanding and task adaptability - resulting in a proprietary, domain-specific model asset.
Distillation and Model Compression:
Using distillation techniques, the “enterprise brain” is transformed into a lightweight, specialized model. This reduces parameter size while maintaining accuracy, significantly lowering inference hardware costs and improving deployment flexibility across platforms.

詳細資訊

保護隱私

守護企業知識資產，打造高隱私防護

卓越 AI 工程技術

以最小資源訓練高精度模型

專為企業打造

結合 APMIC 專業，掌握 NVIDIA NeMo™

簡易操作介面

簡化 AI 模型管理，輕鬆上手

在地部署

模型與資料全程留存在企業內部，實現最高等級隱私與合規保障

高效能推理

支援 MoE 與 RAG 架構，優化並行推理效能，反應迅速

多模態支援

同時處理文字與圖像輸入，滿足多元企業應用場景

彈性擴充，輕鬆整合

透過 MCP 與標準 API，無縫銜接既有系統

PrivAI Enterprise Agent Generator

AI Agent Builder for Private-Sensitive, Compliance-Required, and High-Performance Enterprises

PrivAI is APMIC’s enterprise-grade AI agent generator, designed for organizations that prioritize private-sensitive data, compliance-required environments, and high-speed response capabilities.

PrivAI is fully compatible with NVIDIA’s NIMs architecture and integrates multimodal processing, reasoning models, and multimodal Retrieval-Augmented Generation (RAG) - enabling real-time response and concurrent multi-user access.

Additionally, the platform supports the standard Model Context Protocol (MCP), allowing enterprise IT teams to integrate and enable rapid secondary development.

詳細資訊

How It's Used

From customer service to document search, here's how organizations use PrivAI to streamline operations, enhance productivity, and unlock the full potential of their enterprise data.