Domain Atlas / Child welfare & family services
Hackney / Xantura Early Help Profiling
What happened
Hackney piloted Xantura's Early Help Profiling System to flag families for preventive intervention by mining council data. Reporting on the pilot's end describes the familiar small-deployment pattern: the underlying data could not support reliable profiling, predicted benefits did not materialize, and the program wound down — having operated with limited transparency toward the families being profiled.
The sociotechnical reading
Hackney matters precisely because it is small. Most institutional AI is not a statewide system but a pilot bought from a vendor by a stretched team — and the governance surface of a pilot is thin: procurement is the main control event, monitoring is informal, and quiet failure is the likely end state. The vendor-gate and provenance patterns exist for this scale. A pilot that cannot say what data it runs on, and how families would ever learn of it, has already failed a governance test regardless of its accuracy.
The concepts used in this reading are defined in the Field Guide; the governance responses live in the Practice Library.