Week 1
Search is instant
You type three letters and the result is there. With forty records, anything is fast.
With eighty thousand documents, that same search scans the whole table and takes eight seconds. People stop using it and go back to asking over WhatsApp.
Indexes and vector search defined in the initial data model. Not a late optimisation: it is how the table was designed on day one.