TriageAid
An overlay for small nonprofit support inboxes that groups related conversations, proposes evidence-linked urgency and routing for human review, drafts responses that humans send, and preserves crisis escalation, accessibility, appeals and outcome evidence without automatically deprioritizing, denying or profiling beneficiaries.
Small nonprofit teams can receive urgent beneficiary requests, donor questions, volunteer messages and general support through the same inbox. First-in-first-out handling can hide a time-sensitive program need, while a generic automation rule may prioritize message style rather than impact. The supplied research confirms adjacent voice intake for legal aid and homeless services, humanitarian messaging triage and a general helpdesk with nonprofit pricing. It found no overlay for existing helpdesks combining beneficiary-urgency proposals, semantic clustering, staff routing and a human-sends discipline for organizations under 20 employees. TriageAid ingests only authorized inbox threads and organization-approved program criteria. It extracts explicit evidence, proposes an urgency band and reason, shows missing facts and alternatives, and routes the proposal to an accountable staff member. The score never determines eligibility, entitlement, clinical or legal urgency, child-safety action, housing priority, employee performance or donor value. Silence, language, literacy, disability, emotion, identity and writing style cannot become negative priority features. Intake, proposed classification, human confirmation, crisis escalation, assignment, draft, send approval, delivery, beneficiary response, service decision and outcome remain separate. High-risk signals follow a preapproved human or emergency protocol and are never held for a model. The system always offers manual reprioritization, an accessible path and correction history.
An operations, program or support lead at a solo or sub-20-person nonprofit whose small staff manages beneficiary and stakeholder requests in an existing shared inbox.
Tiny teams need automation to find urgent needs, but automated priority can reproduce inequity or cause real harm.
Current adjacent intake products and a reported response-time problem support a test, though the trigger is not a hard deadline.
One cross-reference and no inbound connections provide limited convergence.
A concrete small-team constraint, one verified interface, confirmed adjacent intake products and a differentiated inbox-overlay form support a focused opportunity.
No inbound connections or direct demand signals were supplied, buyer ownership and budget are incomplete, urgency mistakes can harm beneficiaries and no structural incumbent cost is established.
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