As AI technology sweeps across the globe, a new era of R&D knowledge management is emerging. Anselm Information, with its long-standing expertise in Oracle Agile PLM, has partnered with TUL Corp. to launch a groundbreaking on-premise AI R&D Knowledge Assistant solution. The solution made its official debut at COMPUTEX 2025, showcasing the latest applications of PLM + AI integration.

For more details, please refer to the press release: TUL Targets Edge AI, Teams Up for COMPUTEX

Anselm deeply understands that companies often face the “3 Bs” challenge when managing years of accumulated R&D data:

• Baseline inconsistency
• Incomplete Background context
• Ineffective Benchmarking

To address these challenges, we have introduced the “PLM plus AI R&D Knowledge Assistant” implementation service in collaboration with Oracle Agile PLM. This service helps enterprises transform dormant PLM data into a live, highly interconnected enterprise knowledge graph, accelerating R&D processes and improving decision-making quality—ushering in the AI-driven workplace revolution.

Solution Highlights

• Deep Integration of AI × PLM

Leverage Oracle Agile PLM’s robust product lifecycle management capabilities combined with advanced AI technologies such as LLM and RAG. Automate the aggregation, classification, retrieval, and generation of R&D knowledge to retain valuable technical experience.

• Intelligent Multi-Format Document Parsing

Supports PDF, Word, Excel, PowerPoint, images, JSON, and more. Efficiently structures and stores data in a knowledge base, covering technical reports, manuals, meeting notes, FAQs, patents, and more.

• Enterprise AI Assistant: Knowledge at Your Fingertips

Built-in natural language chat interface provides instant, accurate R&D information to accelerate decision-making and innovation.

• Rigorous Knowledge Base Verification Workflow

A four-step validation process ensures the AI assistant delivers accurate and reliable responses:

1. Automated Data Extraction and Import Validation
   Test data extraction, format transformation, and import using real cases to ensure data integrity and consistency. Supports formats like CSV, JSON, and XML.
2. Embedding Model Compatibility Testing
   Evaluate multiple embedding models (e.g., BGE-M3, Nomic-embed-text) using enterprise R&D documents to assess semantic understanding and paragraph segmentation strategies.
3. Inference Model & Knowledge Base Quality Validation
   Test lightweight LLMs (e.g., DeepSeek, LLaMA, Qwen) in an on-premise environment. Build Q&A test sets to improve response accuracy and stability.
4. Prompt Engineering Validation
   Customize prompts based on specific tasks and industry needs. Test and optimize prompt performance across multiple models to enhance relevance and accuracy.

• Data Security and Compliance

Fully on-premise deployment protects your core R&D assets and ensures information security.

• Intelligent Data Cleanup and Automated Integration

End-to-end data cleaning, relationship mapping, and document integration ensure high-quality R&D data feeds into the AI knowledge base.

• Multi-Model Testing and Optimization Services

Evaluate multiple AI models and embedding techniques based on enterprise needs. Optimize prompt engineering to ensure professional, precise AI-generated responses.

Anselm’s “PLM plus AI” Implementation Services

• Oracle Agile PLM system deployment and optimization
• AI knowledge base planning, implementation, and customization
• Automated parsing and structured upload of multi-format documents
• Deployment and fine-tuning of in-house LLM/RAG models
• Data cleansing, annotation, version control, and relationship mapping
• Custom AI assistant chat interface design and integration
• Prompt engineering, model performance testing, and validation
• Cybersecurity compliance and access control planning
• Ongoing maintenance and technical consulting services

Contact Anselm Today and Get Ahead in the AI-Powered R&D Era!

Our expert consultants will tailor the ideal AI knowledge management solution for your business—helping you lead innovation and unlock unlimited business potential.