A regional delivery company moved from human-coordination-heavy breakdown response to an AI-agent-enabled fleet workflow that links driver logs, inspections, fuel data, and repair records into governed maintenance actions.
Opening — Why this matters now Predictive maintenance (PdM) has been the holy grail of industrial AI for a decade. The idea is simple: detect failure before it happens. The execution, however, is not. Real-world maintenance data is messy, incomplete, and often useless without an army of engineers to clean it. The result? AI models that look promising in PowerPoint but fail in production. ...