Best for: Asset-heavy operators — power generation, mining, oil & gas, rail, steel, and heavy-equipment fleets — that want predictive maintenance and reliability fast, without building a data science team. Particularly strong for multi-vendor, multi-site mid-market organizations that benefit from the market's largest curated failure-mode library.