General-purpose embedding models butcher maintenance shorthand and domain terminology. Here's how to fine-tune embeddings, chunk semi-structured records, and evaluate retrieval quality.
Multi-agent AI systems can traverse CMMS logs, sensor data, and operator notes to generate ranked causal hypotheses, cutting RCA from days to minutes while surfacing failures humans miss.
Most manufacturers build digital twins but never maintain them. Sensor drift, undocumented adjustments, and process changes silently erode model accuracy within 90 days.
Five AI agents are 25x harder to manage than one. Here's how Fortune 500 teams are shipping multi-agent systems that actually deliver ROI in production.