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.

Learn more

High Privacy

Protect Enterprise Knowledge Assets.

Elite AI Engineering

High-Accuracy Models With Minimal Resources.

Enterprise-Focused

Master NVIDIA NeMo™ with APMIC Expertise.

User-Friendly Interface

Simplified AI Model Operations.

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.

Learn more

On-Premise Deployment

All models and data stay securely within your infrastructure for maximum privacy and compliance.

High Performance

Optimized for fast, concurrent inference with MoE and RAG frameworks.

Multimodal Support

Handles both text and image inputs to power diverse enterprise use cases.

Extensible & Easily Integrated

Seamlessly connects with existing systems via MCP and standard APIs.

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.