Every detail in its place.
The operating challenge
A property business receives inquiries across listing portals, email, and website forms. Agents manually transfer details to the CRM, ask repeated questions, and coordinate viewings. Context gets lost between the first inquiry and the follow-up.
The useful automation is administrative: organize the request and coordinate the next step. Property availability must be current, and routing should not become an opaque screening or eligibility decision.
A workflow with a clear next step
01 / Capture an inquiry
Deduplicate permitted contact details and retain the source and communication preferences.
02 / Extract stated preferences
Record the property reference, requested viewing time, and explicitly provided requirements. Do not infer sensitive traits.
03 / Check current availability
Read the approved listing source and the agent’s working calendar. Unknown or stale availability remains a question.
04 / Route the request
Assign by property, service area, workload, and availability using explicit operational rules.
05 / Prepare the handover
Give the agent a concise brief and a suggested response. Obtain confirmation before creating a booking.
06 / Track follow-up
Record the confirmed appointment and apply the agreed retention and contact-preference rules.
Architecture & controls
Approved inquiry sources → property CRM → listing availability API or maintained inventory → calendar integration → agent review. The implementation uses only supported platform access.
- No autonomous tenant, buyer, affordability, or eligibility assessment.
- Routing uses operational criteria, not inferred protected characteristics.
- Contact preferences and opt-outs are respected.
- Availability and calendar state are rechecked before confirming an appointment.
When things do not go to plan
Stale listings, unknown inventory, duplicate inquiries, and calendar conflicts go to an agent. A failed booking is shown as unconfirmed. The system never tells an inquirer a property or slot is secured before a successful confirmation.
The automation boundary: This workflow supports inquiry administration. Decisions about housing eligibility, tenant selection, and affordability remain outside its scope.
Evaluation, before expansion
Test conflicting calendars, stale listings, duplicate inquiries, time zones, opted-out contacts, and requests to rank applicants by sensitive traits. Confirm that every in-scope inquiry can reach a person and that failed bookings remain visibly unconfirmed.
| Measure | What we measure | Proposed criterion |
|---|---|---|
| Routing speed | Time to an assigned agent | Target: 50% below measured baseline |
| Record quality | Required inquiry fields captured or marked unknown | Target: 95% completeness |
| Scheduling integrity | Conflict and duplicate-booking tests | Gate: no double bookings in test scenarios |
Targets are agreed with the process owner after measuring representative current work. A pilot also records error rates, review effort, operating cost, and exceptions. Released staff capacity is not automatically a cash saving.
Rollout & handover
Move through offline evaluation, shadow mode, and operator-assisted work before considering a limited automatic path. Each phase has a named owner, stop conditions, and a manual fallback. The approved scope determines the delivery schedule.
What the engagement would deliver
- Connected intake and deduplication
- Explicit routing rules
- Current availability checks
- Agent brief and scheduling handover
- Contact preference and operational runbook
The final handover includes client-owned access, configuration or source, known limitations, evaluation cases, and recovery instructions. Third-party subscriptions and ongoing support are agreed separately.
Technical references
These sources inform design considerations. They do not validate a deployed Tern & Loom project or establish vendor partnership.
NIST: AI Risk Management Framework ↗
OWASP: LLM application risks ↗
Research reviewed 20 October 2026.