In one embodiment, a device determines a mapping between a network destination and
Border Gateway Protocol (BGP) peers located across a plurality of autonomous systems for which the network destination is reachable. The device causes, based on the mapping, performance of probing tests along a plurality of paths to the network destination and via the BGP peers, to obtain path performance measurements for the plurality of paths. The device uses a prediction model to generate predicted performance
metrics for the plurality of paths based on the path performance measurements. The device configures, based on the predicted performance
metrics for the plurality of paths, the BGP peers with BGP
peering policies to convey application traffic associated with the network destination via particular path from among the plurality of paths.