Live demo

From a plain-English need to a ranked shortlist — in seconds.

Type a real need. Our engine embeds it, retrieves the closest experts from the capability graph, and asks a language model to rank them with a confidence score and the exact signals it used. No admin login required.

Matches are computed against real volunteer profiles in our directory.