FAN Club Strategy in Genealogical Research

The FAN Club strategy, which stands for Friends, Associates, and Neighbors, is a research framework that treats the social circle around an ancestor as a primary source of genealogical evidence. Documents signed by the same witnesses, land sold to the same buyers, or households enumerated on the same census page often reflect real kinship or community ties that pre-date surviving vital records.

AI helps researchers implement the FAN Club strategy at scale by identifying shared names and locations across large document sets, building relationship maps, and flagging patterns that suggest undocumented family connections worth investigating further.