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From Traditional to Smart Factories: AI Transformation with PrivAI

Updated: Apr 9


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AI and automation have long been used in the process of assembling and manufacturing products. If you’re in the manufacturing industry, you must have noticed how AI can significantly improve and augment the manufacturing process. But not all businesses can afford to bring AI into work due to the intricacy of deploying the solution, the limited availability of human resources, and so on. If you catch yourself in these challenges:

  • Overwhelming and disorganized maintenance notifications make repair work difficult.

  • A vast amount of R&D data is hard to retrieve quickly.

  • Manual processing of numerous supplier quotes and specification documents leads to inefficiencies.

  • Overreliance on a single supplier increases risk and limits cost-effective alternatives.

Then you’ve come to the right place.

Introducing the AI Factory Manager, Powered by PrivAI

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PrivAI is our on-premises AI deployment solution designed for businesses that require a high level of security when building their own AI. It ensures data security and compliance by keeping sensitive information in-house, meeting industry standards such as GDPR, HIPAA, and ISO 27001. With low latency and high performance, PrivAI enables real-time AI inference without the constraints of cloud bandwidth or latency issues. Businesses also gain full control and customization, allowing them to oversee AI training, inference, and optimization according to their needs. Additionally, when choosing PrivAI, you will get access to our tailored language model training service, enabling in-house fine-tuning of large language models (LLMs) to align with company-specific knowledge and requirements.

  • Optimized NVIDIA GPU Performance: Deep integration with NVIDIA hardware and NIM deployment services for maximum GPU efficiency.

  • Fully On-Premise Deployment: AI services operate offline, ensuring secure data processing.

  • Multi-Modal Data Support: Handles text, images, and tables with high efficiency.

PrivAI enables the deployment of an AI-powered Factory Manager, optimizing data processing, search, and content generation for manufacturing enterprises.  

  • Enhanced Data Preprocessing: PrivAI supports a wide range of file formats, including PDF, PPT, PNG, JPEG, TXT, DOC, and CSV, ensuring seamless integration with existing documentation. It incorporates Markdown technology for efficient multi-format file conversion and features upgraded image data processing with Meta Llama 3.2 Vision 11B, setting a new standard in text recognition within images.  

  • Semantic Search & Enhanced Ranking: Leveraging the NVIDIA NeMo platform, PrivAI enhances AI-powered search capabilities, enabling more precise and relevant data retrieval. It utilizes Nemo Retriever Text Embedding NIM, based on Meta Llama 3.2, to significantly improve search accuracy and ranking.  

  • Advanced Content Generation: PrivAI integrates Llama-3.1-70 B-Instruct, a powerful AI model that enhances content generation with greater logical consistency and professional-grade outputs, making AI-driven insights more reliable and actionable.  

By deploying PrivAI on-premises, businesses gain full control over their AI-powered Factory Manager, improving efficiency, reducing reliance on cloud-based services, and ensuring data security and compliance.

Our AI-driven solution addresses these challenges by enhancing efficiency and optimizing decision-making in factory management through:

  1. AI-Powered Maintenance Knowledge Management

  2. Streamlines maintenance SOP sharing.

  3. Enables quick decision-making for factory managers.

  4. AI-Guided Manufacturing Process Assistance

  5. Converts traditional search-based queries into interactive, conversational guidance.

  6. Enhances retrieval efficiency while reduˇcing costs.

  7. AI Material Coordinator

  8. Extracts material properties and analyzes structured & unstructured data.

  9. Intelligently suggests alternative materials and pricing insights to mitigate supplier dependency.

When choosing to deploy your AI on-premises with PrivAI, you can:

  • Reduces Data Processing Costs: Cuts costs by up to 800 times compared to other on-premise solutions.

  • Accelerated Development: Reduces AI deployment time from 30 days to just 1 day.

  • High Compatibility: Achieves 90% accuracy with H100 and H200 tools, minimizing trial-and-error efforts.

  • Rapid AI Responses: With high-performance GPUs, AI responses are delivered in under 2 seconds, instead of waiting 10 minutes.

Key Takeaways

PrivAI's AI Factory Manager transforms traditional manufacturing operations into smart factories by optimizing maintenance, streamlining material coordination, and enhancing manufacturing guidance. With cutting-edge NVIDIA AI technologies and on-premise deployment options, businesses can ensure data security, reduce operational costs, and accelerate AI integration.

APMIC is an industry-leading expert certified by NVIDIA, supporting over 1,100 enterprises in and outside of Taiwan. APMIC and its solution also obtained ISO 270001 certification. Interested in PrivAI? Contact our team of experts to discuss your requirements.



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