To know everything about everywhere is a pretty substantial goal. To find every address in the United States could require having surveyed and found points for every address, and then re-surveying every time there’s an additional address.
When we search for a place that we don’t have a specific point for, we could possibly return another address on the same street (if we have a match there), there’s not much otherwise we can or should do.
Obviously, this is ideal for data quality, but far from ideal for a data management standpoint.
Interpolation is designed to fill this gap. By building on top of the road networks, which are far more available, interpolation allows forward and reverse geocoding without the need to have rooftop points for all possible places. It also ensures that new construction within the existing road networks can be found without needing to add additional points.
Importantly, interpolation can also play very well with point data, taking point data everywhere it can get it, and falling