A global powertrain manufacturer's Total Productive Maintenance program had exactly what most transformation programs wish for: executive backing, budget, and buy-in across 39 plants. What it didn't have was a way to know which sites were actually improving, and which were just reporting activity.
Leadership's working assumption was reasonable on its face: give the program executive sponsorship and a shared TPM playbook, and consistent results across the network should follow. Sponsorship was real. Results weren't consistent.
Without a unified way to see performance across sites, "on track" quietly became a matter of local interpretation. Some plants tracked availability and downtime with real rigor. Others reported softer, generously-rounded numbers that looked fine in isolation but told corporate leadership almost nothing reliable when compared site to site — because they weren't actually measuring the same thing the same way.
39 plants with a shared mandate isn't the same as 39 plants speaking a shared language.
That gap — not effort, not commitment — was what was actually limiting the program. Plants weren't underperforming out of a lack of will. Corporate simply had no reliable way to see which ones needed help and which had already solved the problem worth replicating elsewhere.
I advised on and helped coordinate a unified analytics and governance layer for the program — standardizing how availability, downtime, and improvement actions were defined and measured across all 39 sites, and establishing the reporting cadence that let corporate leadership finally compare plants on the same terms, rather than on each site's own narrative about its own progress.
The program delivered 5,800+ hours of verified, cross-site availability improvement. But the more durable change was structural: the program shifted from subjective, site-by-site storytelling to objective, network-wide management — leadership could finally see the network as one program instead of 39 separate opinions about progress.
That's the pattern worth generalizing: sponsorship and budget get a transformation program funded. Visibility and governance are what determine whether it's actually one program at all.
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