Operational digital twins: which ones actually pay backEnergy, space and maintenance twins typically return cash when they change an invoice, a floor or a work order. A visualisation leftover from delivery usually does not. A pattern, not an ROI table.14 Jul 2026 · Industry · Operations · 12 min read 
Why facilities teams rebuild the asset register from scratchFollow the handover pack into the CMMS. Names will not join, locations will not map, tags will not match the nameplates, and the O&M will not open from the asset. That is why facilities walk the plant and type a new register.19 May 2026 · Industry · Operations · 11 min read 
The digital twin nobody updatesThe category promised a living model of the asset. What operations inherit is a federation frozen at practical completion, because nobody was appointed — or paid — to keep it current.12 May 2026 · Industry · Operations · 13 min read 