Back ontopic, will one picture tell the whole story?
As could be seen in Daves $500 camera video the tombstoned cap could not be identified from a single picture from above.
You need at least one more picture from an angle, better a few different angles.
It really depends on what you are looking for.
I've seen various tools where a 3d map is built either with stereo cameras or often with focus stacking. Or some combination thereof. Then you can 'see' any tombstoned components just because they are thicker on one end.
For what I would look for, a lot of it would show up with an adequate resolution short from above. Incorrect resistors. Missing parts. Bridges, and so on.
The top view is sort of the low hanging fruit which will get a lot of the way toward usable. Beyond that you do need angles and/or 3d views, with 3d seeming to be fairly common anymore since with a good 3d AOI system you can even estimate solder fillet volume.