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Outcomes Reduce excess & obsolete inventoryMonetize surplus assetsSurplus monetization playbookAutomate RFQs & sourcingFree working capital
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MRO Distribution

MRO Distribution

AI to Run Autonomous Operations for MRO Distribution

The short answer

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.

Last updated July 2026

The problem in mro distribution

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.

  • 15–25% of MRO stock excess or obsolete
  • Most POs are low-value, off-contract tail spend
  • Criticality and consumption buried in spreadsheets

How Maintained gets the outcome

  • Automate routine replenishment, sourcing, and disposition decisions
  • Escalate only exceptions and value calls to a person
  • Codify tribal knowledge into always-on decisioning
  • Scale operations without adding headcount

The numbers behind it

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

Frequently asked questions

How does AI help mro distribution run autonomous inventory and procurement operations?

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.

Why is autonomous operations hard in mro distribution?

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.

See what your inventory is really costing you.

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

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