MRO procurement agent

The machine needs a part.
Get the specification right.

LaunchAI connects maintenance requests, spare references, stock and supplier information, then prepares the purchasing work.

The job in one minute

What the agent takes off your desk.

MRO procurement covers the maintenance, repair and operating supplies that keep facilities and equipment working. LaunchAI can organize requests, resolve existing item records and prepare purchasing actions. Urgent downtime requests still need correct specifications, stock checks and clear emergency-spend authority.

The source

What comes in

  • Maintenance work order and equipment reference
  • Required spare specification and stock position
  • Approved vendors and emergency purchasing rules
The finish

What comes out

A traceable spare-part purchase or a clarification queue for maintenance and buying.

Your rules

Who owns the decision

The buyer and the responsible team keep commercial, qualification and financial authority. The agent does the permitted work and brings exceptions to their owner.

See it run

Watch the agent work through it.

In this conceptual walkthrough, an AI agent works five open POs, 8041–8045, against the written acknowledgment policy ACK-01. It reads each supplier's acknowledgment PDF from the purchasing inbox, opens the PO in a Prophet 21-style PO inquiry screen and compares vendor, item, unit, quantity, price and promise date, logging each check in an evidence workbook. Ridgeline Bearing (PO 8041) and Ironwood Power Transmission (PO 8045) pass, so the agent enters the supplier promise dates and a note, saves, and reopens each PO to confirm the change stuck. Northfield Pneumatics confirms only 60 of 100 on PO 8042, so the agent notes the partial and creates backorder task T-2291. Coastal Seal raises PO 8043 from 18.40 to 19.85 (+7.88%), outside the ±2.00% tolerance, so the agent posts an approval request to the buyer in Teams and leaves the PO price alone. Harbor Fastener has not replied to PO 8044, so the agent schedules one reminder from the approved template, then emails the buyer an exception report.

How to Process PO Acknowledgments and Backorders in Epicor Prophet 21 · 7:01 · steps, rules and flowchart →

Conceptual walkthrough with sample data. Screens are generic stand-ins modeled on the named system, not its own interface; workflow and screens vary by ERP.

At the buyer’s desk

The work is spread across several windows.

The technician uses an old manufacturer number. The stockroom uses a newer item code. The machine is waiting, and a similar-looking substitute is available. Someone still has to establish which part is approved and what is already on hand.

A spare part may be requested by a technician’s description rather than an ERP number. Buying a similar-looking substitute can create a second problem. The first task is to match the equipment, specification and available stock before sourcing or ordering another item.

How the agent does it

Same screens. Your rules. A checked result.

LaunchAI follows the purchasing task through your existing applications. Each step has a source to read, a rule to apply or an outcome to check.

  1. Understand the work order

    Identify the equipment, failure context and required date from the approved request.

  2. Resolve the spare

    Match manufacturer reference and item record. Ask for engineering or maintenance review when equivalence is uncertain.

  3. Check available supply

    Look for stock, approved substitutes and open orders before requesting another purchase.

  4. Prepare the purchase

    Create the permitted request or RFQ with the equipment reference and approval path attached.

The detail that changes the job

What gets caught before the next step.

A technician requests a replacement motor by an old manufacturer number, while the stockroom uses a newer item code.

Move the divider to see how the starting information becomes a checked outcome. The complete fields are in the table below.

Illustrative mro procurement comparison
FieldStarting informationChecked outcome
Request Legacy motor reference Cross-reference checked
Supply Assumed unavailable Stock and open orders reviewed
Authority Urgent email Emergency-buy rule applied

Worked example, not a customer result. Values and documents illustrate what to test.

Exact rules. Context. A person where needed.

The exception has somewhere to go.

The agent needs to recognize the point where the next action depends on missing information or another person’s authority.

  • A proposed substitute lacks the required equipment approval.
  • Urgency would bypass a defined emergency-spend limit.

Define the allowed fields and actions in your software. A draft, an external commitment and an approved payment are different steps.

Show the working

Measure the work that actually gets done.

Agree on the baseline and the finish before the pilot. Count review and exception work as well as completed transactions.

Measure 01

Requests resolved to an approved item

Measure 02

Duplicate emergency buys avoided

Measure 03

Time waiting for specification clarification

The practical questions

What buyers ask.

Should emergency requests skip the purchasing workflow?

Use the approved emergency route. Urgency changes escalation speed; it does not make an incorrect specification or unauthorized commitment acceptable.

Can this connect maintenance software and an ERP?

A screen-based workflow can span accessible applications. Validate the exact work-order and purchasing screens in a demo.

Your applications. Your purchasing rules.

See the work happen on your screens.

We’ll scope the input, the saved output and the exception that needs your team.

Get a procurement demo