Results · MRO Distribution

Run Autonomous Operations in MRO Distribution: What It Looks Like

Last updated July 2026

Illustrative scenario based on typical mro distribution operations and published industry benchmarks — not a specific customer.

MRO Distribution operations
The outcome

Autonomous operations means AI agents handle the routine inventory and procurement decisions continuously, escalating only the exceptions and value calls to a human. Maintained runs the day-to-day and asks for approval on what matters, so your team scales without adding headcount.

The starting point

MRO and spare-parts operations where 15–25% of stock runs excess or obsolete and most transactions are low-value tail spend. Too many decisions live in one veteran's head, and legacy systems record data but never actually decide anything — so nothing scales.

What changes

Maintained gives one live view of what's held, what it's worth, and what to do with it. Automate routine replenishment, sourcing, and disposition decisions Escalate only exceptions and value calls to a person

The outcome

Autonomous operations means AI agents handle the routine inventory and procurement decisions continuously, escalating only the exceptions and value calls to a human. Maintained runs the day-to-day and asks for approval on what matters, so your team scales without adding headcount.

The economics

83%
83% of distribution executives have implemented AI in at least one function, up from 35% in 2023.
Epicor
20–30%
AI-driven optimization can cut inventory 20–30% while holding service levels, and reduce forecasting error up to 50%.
Epicor / MDM
3.2×
Procurement 'Digital Masters' see 3.2× GenAI ROI versus 1.5× for followers, and allocate up to 24% of budget to procurement technology.
Deloitte 2025 Global CPO Survey

Want this result in your mro distribution operation?

Tell us where the cash is trapped — excess stock, idle surplus, slow RFQs — and we'll show you the outcome Maintained can unlock.