The AI Imperative in MRO: Why Generative AI Changes Everything—and What To Do About It

Only a few MRO operators have built durable competitive advantage from AI. Closing that gap requires moving from cautious pilots to a deliberate, ecosystem-led architecture.

For more than a decade, the MRO industry has understood, in principle, the transformative potential of technology to improve operations: technician co-pilots that democratize expert knowledge, predictive systems that eliminate unplanned downtime, autonomous procurement agents that optimize supply chains in real time. The aspiration was never the problem. The technology was. Until now. The emergence of generative AI has fundamentally changed what is technically possible—and, crucially, what is commercially available today. A new generation of AI-native ventures has built production-ready solutions that directly address MRO’s most pressing operational challenges. These are not research projects or extended development programs. They are deployable products, proven in analogous environments, ready to deliver results within months. The companies that recognize this shift—and adapt their AI playbook accordingly—will build durable operational and competitive advantages. Those that remain anchored to yesterday’s approach will fall structurally behind. The Conventional Approach is Limiting Most MRO organizations have approached AI the way most enterprises have: cautiously, incrementally, largely focused on back-office activities, and anchored to what their existing software partners—Microsoft, SAP, Salesforce—can already deliver. Finance teams are using AI for invoice processing. HR is experimenting with recruiting chatbots. Legal is automating contract review. The results are real but modest, and the pattern reveals a costly blind spot: the largest pools of value lie upstream, in the hangars, on the flight line, and across the supply chain. Consider the numbers. The global commercial aerospace MRO market exceeds $84 billion and is growing at more than 5% annually. Labor accounts for roughly half of total MRO costs. Technician shortages are worsening. Maintenance backlogs are at historic highs. Supply chain disruptions routinely delay aircraft-on-ground (AOG) resolution fro

By Andy Annacone at TechNexus Venture Collaborative