07/23/2026
Every ERP budget accounts for software. Almost none account for data.
Before go-live, someone has to answer questions no vendor proposal ever asks: What actually counts as an active customer? Is "Blue Tee" the same product as "BLU_TS" or two different ones? Which of the three item codes floating around for the same part is the one to keep?
These aren't technical fixes. They're decisions your business has been avoiding for years, and the ERP project is what finally forces them into the open.
For an SMB, this is where budgets quietly blow past their number. Not on licensing. On the months spent untangling records nobody owned and definitions nobody agreed on.
It's about to matter even more. A messy spreadsheet is something a person notices and fixes. Messy data feeding an AI system gets acted on directly, no one checking it first.
I wrote a full breakdown of what "data structuring" actually looks like, why it's the real cost leaders underestimate, and five questions worth asking before your next ERP or AI budget gets signed off.
ERP budgets rarely fail on software cost. They fail on unstructured data. Here's the hidden cost leaders underestimate, and how to plan for it.
