Trustworthy-by-Design Generative AI Assistants for Industrial Troubleshooting: A Knowledge Graph Grounded Architecture — Jadhav et al. (2026)

1 More Paper · Sep 9, 2026 · 37m · transcript

Manufacturing organisations increasingly face knowledge drain as specialised technical knowledge remains distributed across experienced staff, design documents, troubleshooting guides and historical correspondence. This paper presents an early industrial case study of a trustworthy-by-design generative AI architecture for troubleshooting in manufacturing, combining: human-validated knowledge graph construction, ontology-guided extraction, graph-based retrieval, multi-agent orchestration, query verification and source-oriented explanation. The paper shows how selected trustworthiness…