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Running a column again doesn’t have to mean paying for every row twice. A setting and an automatic cache both decide what actually gets recomputed.
The table toolbar's Auto-run switch expanded to show a second switch labeled Keep existing results directly beneath it.

Keep existing results, under Auto-run in the toolbar.

Rerun only what needs it

1

Turn on Keep existing results

Sits under Auto-run in the toolbar. With it on, a run only recomputes cells that are empty, out of date or errored.
2

Choose a scope instead

From a column’s run menu, pick Run empty or out-of-date rows for the same effect on demand. Or choose Force run all rows to recompute everything anyway.

Reuse an earlier answer

Two rows asking the same question, like the same name at the same company, can share one answer instead of paying twice. This only applies while that answer is still fresh, and only within your own workspace. A row where nothing was found is never reused, so it is tried again in full every time.

Good to know

No. It skips any cell that already holds a value, whether that value came from a run or from you correcting it by hand.
Force run all rows always recomputes the cell, but an identical question asked recently may still return the same answer. Change an input, even slightly, to guarantee a fresh lookup.
Yes. Retry failed rows only touches cells that errored or are missing, so nothing that already succeeded is recomputed or charged again.
A cell whose inputs changed since it last ran. It keeps showing its old answer, marked stale, until the column runs again.

Next steps

Run columns

Run a column yourself, or let it run by itself.

Improve your fill rate

Better inputs fill more rows than more runs do.