Blog
Articles, explainers, and practical guides on how OEMs and dealers can use data and AI to improve spare parts planning, service operations, and machine uptime.
Sep 15, 2026
Prediction accuracy isn't where planning stalls. Trust is. If a planner can't verify an AI recommendation quickly, it costs about the same as a bad one.
Sep 9, 2026
Named a finalist for the IP | Innovationspreis by CNA e.V. for a next gen inventory planning algorithm built with TUM.
Sep 1, 2026
Nobody wants warranty incidents. Leading ag OEMs now treat how those claims are handled as a competitive edge — not admin to contain.
Jun 29, 2026
OEMs pour millions into AI they can't feed. The easy integrations lull you, then the 80% long tail kills the project.
Jun 23, 2026
A planner loses 3 days a week cleaning spreadsheets, and the output is still wrong. The real price OEMs pay for planning parts in Excel.
Jun 17, 2026
AGCO, Jungheinrich and Terex all in one room. What struck William Barkawi most wasn't the tech. It was these 10 themes.
