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AI Front Desk — Voice + Chatbot Expected Output Acceptance Spec

APPROVED — Stage 1 agent research, pre-populated from the AI Front Desk Provisioning handoff (2026-05-21), the eight locked Phase-0 founder decisions, the AI Front Desk and Local Authority offer pages, the voice-agent code (resolve_route, the funeral/vet vertical pattern, moderation.py), the chatbot stream route, and the confirmed `local_business_*` production schema, then resolved in the founder Stage-2 interview (2026-05-21). Defines the EXPECTED OUTPUT — what a caller, a website visitor, and the business owner experience — for the per-business AI voice agent and website chatbot that the AI Front Desk + Local Authority packages promise. The voice agent is the church-built, multi-tenant, LIFE-SAFETY-tier LiveKit agent (one deployed agent serves church / funeral / vet / local-business). All 16 decisions (8 Phase-0 architecture/scope + 8 Stage-2 resolutions) are folded in; CLAUDE.md Rule #17 is satisfied — the customer-facing build is cleared.