Every few months, a new AI tool lands in someone’s inbox with a promise to transform how nonprofits connect clients to services. Some of those tools are genuinely useful. Others are not built for the realities of direct service: the multilingual populations, the complex eligibility criteria, the staff workflows, the data privacy obligations, and the fact that if something goes wrong, a real person in a difficult situation is on the other end of it.