Semilab
Searchable Enterprise Knowledge Base With Chatbot Integration
Semilab provides metrology solutions for semiconductor device manufacturers worldwide and is a strategic supplier to leaders in the More-than-Moore market segment. Their roots directly stem from the Hungarian Academy of Sciences, driving a strong motivation for R&D and continuous innovation. To stay ahead of the curve, they partnered with Hiflylabs to integrate state-of-the-art AI into their processes.
10% improvement
in preprocessing efficiency.
2x
productivity boost by enabling better flow of information.
Challenge
With the hype around generative AI’s integrability with enterprise data, Semilab wanted to test whether a LLM-powered chatbot would enable its employees to improve access to relevant information across their extensive knowledge pool. Their hope was to increase internal work efficiency.
Solution
Hiflylabs created a Microsoft Azure pipeline that enables OpenAI’s model to be fed corporate information and answer user questions in real time—while complying with all corporate safety and privacy standards. Existing data preprocessing techniques were updated—improving their efficiency by 10% on average. With a new chunking strategy, we got more coherent content blocks and better text recognition. Retrieval augmented generation was implemented, improving searchability. An automated evaluation system was developed as well to save time on iterative cycles. The successful proof-of-concept initially turned into a multi-sprint project with the intent of developing a customized model with full access and integration into the company data infrastructure.
Services
Generative AI Integration
RAG
Automation
Security Alignment
Industries
Manufacturing
Semiconductor
Technologies
OpenAI
Azure
Python
PDF Plumber
Cognitive Search
“Hiflylabs' experts showcased extraordinary ingenuity in crafting Alfred, our new internal know-it-all chatbot. They have been patient mentors and collaborative partners, and their responsiveness has made integration a smooth and enjoyable experience. The knowledge transfer process has empowered us to continue iterating and improving on this foundation with confidence and autonomy.”Benedek Koncz - Division Manager of Digital Technologies and Engineering, Semilab
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