How to Build Predictive Maintenance Buy-In That Drives Results

A predictive maintenance (PdM) strategy can’t move from idea to impact without buy-in. Maintenance, operations, plant leadership, and finance all need to understand what problem it solves, where it will start, and how success will be measured.

That alignment doesn’t happen by accident. In our webinar, How to Build Predictive Maintenance Buy-In That Drives Results, AssetWatch’s Andrell Roberts, enterprise solutions director, shared a practical playbook for helping manufacturers move from reactive work to approved, scalable PdM.

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PdM Buy-In Is More Than Getting a Budget Approved

Manufacturers aren’t short on maintenance initiatives. Most plants are already managing limited manpower, production pressure, competing technology priorities, and past experiences with programs that didn’t deliver.

Getting PdM approved means addressing what each group cares about:

• Maintenance wants to know if alerts are credible, if technicians will trust the data, and if the program will reduce firefighting.

• Operations wants to know if it will reduce unplanned downtime, protect schedules, and avoid disruption during implementation.

• Plant leadership wants to know if the program is low risk, worth the time and money, and easy to explain upward.

• Finance wants to understand the business impact in clear, measurable terms.

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Three Moves That Help Build PdM Buy-In

Andrell framed the process like a playbook: don’t throw a Hail Mary on the first down. Start with a practical plan, move the ball, and build confidence as you go.

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1. Start With a Simple Business Case

Start with real plant pain: recent failures, known bad actors, operator complaints, safety risks, and equipment with long lead times.

Those examples make the problem easier to understand because they’re already visible inside the plant.

A focused trial should be low-risk, low-disruption, and easy to evaluate. Andrell recommended starting with roughly 50–200 monitoring points, or about 10–25 assets, so teams have enough coverage to prove value without overwhelming the organization.

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2. Prove Value on Critical Assets

Line stoppers, recurring problem assets, difficult-to-access equipment, high-scrap contributors, and assets with long repair lead times are often the best places to start. They give teams a clear reason to care and a practical way to show impact.

In one example, a reliability manager at a steel manufacturer couldn’t get budget approved for everything he wanted to monitor. The team started with 25 critical assets, identified abnormal bearing behavior, confirmed the issue during inspection, and scheduled repairs during planned downtime.

That early proof helped leadership approve expansion.

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3. Translate Wins Into Business Terms

A successful pilot only helps if people understand what it means.

That means documenting avoided downtime, repair costs, labor impact, safety improvements, scrap reduction, and reliability gains. It also means translating plant-level wins into the language leadership and finance already use.

Instead of only saying, “We caught a bearing issue,” the stronger message is: “We prevented an emergency failure, avoided unplanned downtime, and completed the repair during a planned window.”

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Create a Well-Oiled Machine

Maintenance, operations, leadership, and finance may care about different outcomes, but a well-run pilot can connect them: less firefighting, more predictable production, safer inspections, clearer ROI, and better use of limited resources.

What does this mean for PdM buy-in? Teams that start with critical assets, prove value early, and communicate results clearly are better positioned to move predictive maintenance from a promising idea to an approved, scalable program.