PrivModel
A dedicated service for building domain-specific, cost-efficient, high-performance AI models
Built on the NVIDIA NeMo™ framework, PrivModel is your ideal solution for developing specialized AI models on-premises. Our expert AI team employs knowledge fine-tuning and advanced distillation techniques to help you master essential technologies while minimizing resource use, leading to a lower total cost of ownership (TCO).
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Lightweight and High-Performance Distilled Models
With PrivModel, we help transform selected base models into lightweight, high-performance versions optimized for real-world business applications—maximizing both efficiency and value. Our service includes an architecture compatible with enterprise-grade GPUs such as NVIDIA H100, H200, and B200. In addition, we offer pre-optimized training techniques developed by APMIC to accelerate the model development lifecycle.
Build Smarter AI with F/DaaS or ODM
PrivModel supports containerized deployment, making it ideal for on-premises servers or private cloud environments. Enterprises can choose between two service options based on their needs:
Fine-tuning & Distillation as a Service (F/DaaS)
Select this option if:
This is an ideal option for businesses that only need assistance in the fine-tuning and distillation process—no deep knowledge of NVIDIA NeMo™ is required, empowering you to adapt models efficiently for your specific use cases.
Custom Model Development (ODM)
Select this option if:
Looking for a more comprehensive solution? We also offer a project-based ODM service that handles everything beyond fine-tuning and distillation to deliver a fully customized AI model for your business.
Streamlined Training Pipeline
PrivModel integrates all core processes for building high-performance AI models, including continual pre-training, instruction tuning, distillation, and reinforcement learning from AI feedback (RLAIF). This streamlined pipeline empowers AI teams to deliver efficient, cost-effective, and deployable models—fast. The training process follows a Teacher–Student architecture, with key stages including:
Choosing the Right Teacher Model
High-potential models from the open-source community are selected as the foundation. Each model is paired with optimization strategies tailored to your enterprise’s specific use cases.
Developing Your Enterprise AI Brain
Through continual pre-training and fine-tuning, your enterprise data and internal knowledge are embedded into the model—enhancing its contextual understanding and task-specific adaptability. The result is a proprietary, domain-specific AI asset delivered to you.
Lightweight & High-Performance Models
Via our advanced distillation techniques, your Enterprise AI Brain is transformed into a lightweight, specialized model. This reduces model size without compromising accuracy—dramatically lowering inference costs and increasing deployment flexibility across platforms.
Talk to Our Team
Ready to accelerate your AI capabilities? Our team is here to help you explore how APMIC’s PrivModel solution—purpose-built for high-efficiency, enterprise-grade AI—can support your business goals. Whether you're looking to customize a private LLM, simplify deployment, or unlock more value from your data, we’re ready to help you take the next step. Talk to our team