
Before you automate systems, decide which data wins
Ask an IT team a simple question, “How many laptops do we have?” and the answer often depends on who you ask and which console they open. For years, that ambiguity was manageable. People reconciled the differences in their heads, in spreadsheets, or in meetings. Ivanti research shows that 34% of organizations still track IT assets in spreadsheets, which shows how much reconciliation still happens by hand. Build the authoritative data source your AI can act on → Automation changes the stakes. When software acts on data without a person double-checking it first, the question of which data is cor