PrivAI
AI Toolkit for Developers
Empower IT teams and AI developers to quickly build and deploy AI solutions. PrivAI is an enterprise-grade AI development toolkit developed by APMIC, suitable for businesses that prioritize data confidentiality, regulatory compliance, and high-performance responsiveness.
APMIC Inference Server for Enterprise
PrivAI supports enterprise-grade AI accelerators such as NVIDIA® H100, H200, B200, and newer models. It's optimized for high-precision inference, concurrent processing, fast response times, and high throughput, with built-in market intelligence and the reliability required for mission-critical deployments.
Build Your Own AI Solutions with PrivAI
Avail our toolkits to create your own secure, efficient, and compliant AI systems.
Why PrivAI
Designed for Real-World Enterprise AI Applications
On-Prem Deployment & Full Data Control
All data, knowledge bases, and models remain entirely within your organization—ensuring maximum privacy and compliance. Ideal for sensitive industries like manufacturing, government, finance, and R&D.
High-Performance Inference & Real-Time Response
Powered by APMIC’s optimized Mixture of Experts (MoE) and RAG inference framework, supporting high-concurrency workloads, delivering sub-second inference speeds and high throughput—perfect for retrieval-based QA, document search, and generative AI tasks.
Multimodal Document Processing
Powered by multimodal technology, the system leverages NVIDIA® NIM™ models and combines VLM with Multi-Modal RAG to process Word、TXT、PDF、HTML、CSV、EXCEL, and images like flowcharts and diagrams. It offers advanced table handling for complex PDFs, enabling fast AI knowledge base building.
Scalable & System Integration Ready
Built-in support for standard APIs allows rapid integration with existing enterprise systems (CRM, ERP, knowledge bases, communication platforms), enabling seamless end-to-end AI workflows.
Developer-Friendly & Low Maintenance
Full API support and compatibility with open-source tools simplify deployment and reduce maintenance overhead—empowering internal teams to develop and scale AI applications with ease.
Comprehensive Toolchain Support
Includes data APIs, preprocessing pipelines, multimodal RAG, RGAI, and AI quality evaluation modules—enabling deep customization and enterprise-level secondary development for tailored AI agents.
Built for Industries Where Data Privacy & Model Accuracy Matter
Ideal for organizations in manufacturing, government, finance, and research that demand strict security and high model precision. Especially suited for early-stage AI adoption scenarios where performance and compliance are critical.
Use Cases
FAQ
We’ve compiled the most frequently asked questions about implementing PrivAI. 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.
While open-source models are free, enterprises often face challenges such as high maintenance costs, complex system integration, and difficult security control.
PrivAI is fully packaged for enterprise needs, offering data preprocessing, retrieval-augmented generation (RAG), and knowledge version control out of the box. This allows businesses to focus on real-world applications rather than spending extensive resources on performance tuning or compliance management.
Not at all. PrivAI provides standardized APIs that can easily integrate with existing systems such as ERP, CRM, internal communication tools, and knowledge bases.
Common functions like document uploading and knowledge management are modularized, so engineering teams can complete integration with minimal effort and cost.
PrivAI is built for fully private deployment—all data and inference processes remain entirely within the client’s own environment, with no transfer to public clouds.
We use API key–based access control to ensure users only access authorized services and conduct regular security vulnerability scans to reduce potential risks.
This architecture meets the strict compliance and data protection requirements of industries such as finance and manufacturing.
Yes. PrivAI’s modular design ensures it complements rather than replaces existing AI systems. It can act as the AI hub within your enterprise, enhancing knowledge management and retrieval capabilities while operating alongside existing LLMs, chatbots, or BI tools.
We recommend reaching out through the Contact Us page to discuss your specific use case. The APMIC team will provide professional guidance and assist you with a PrivAI trial setup.
PrivAI is designed for industries that handle sensitive data, strict regulations, and complex internal integrations.
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Government: Improves efficiency and compliance for document review, contract approval, and policy drafting. PrivAI can be customized into AI-assisted document validation, content generation, or pre-approval systems within regulatory frameworks.
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Finance: Enhances integration and customer experience by connecting with middle-office systems, CRM, and service platforms. Enables applications like AI financial advisors, banking knowledge assistants, and personalized recommendation engines.
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Manufacturing: Strengthens knowledge management by integrating with ERP systems and maintenance manuals. Supports use cases such as AI R&D analysis assistants, predictive maintenance knowledge bases, and factory management dashboards.
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No. PrivAI has been optimized for mainstream GPU hardware to ensure models run efficiently and stably without compute bottlenecks.
Its deployment process is simplified and fully compatible with common open-source tools, enabling quick setup without extra dependencies.
This significantly reduces long-term maintenance overhead, allowing IT teams to focus on business value instead of system upkeep.