Route immediately
- life safety and emergency-plan indicators
- fair housing, accommodation, assistance-animal, VAWA, harassment, or retaliation sensitivity
- restricted personal, applicant, resident, survivor, employee, or vendor data
Short answer: let AI prepare evidence, not decide outcomes. Preserve the reporter’s exact words, open every applicable safety/rights/privacy/legal/vendor gate in parallel, cite the controlling property and jurisdiction sources, prepare the exact scope or message, and stop at approval_ready.
One intake can activate several gatesA water leak can also be an electrical hazard, accessibility request, insurance event, access issue, vendor job, budget variance, and resident communication. Never collapse those jobs into one opaque AI priority score.
Six parallel gates protect the operation
Verify authority before work
- lease, governing document, program, and jurisdiction
- vendor scope, credentials, access, payment, and change control
- routine operations, evidence requirements, and closure authority
Build the ten-part Property Operations & Resident/Vendor Handoff Desk
Load the authority card
Name the property/entity, jurisdictions, programs, governing documents, emergency plan, approval matrix, reviewers, retention rule, and approved systems. Conflicting or missing authority blocks action.
Output: property authority card
Preserve intake without judgment
Keep the exact statement, timestamp, channel, location, attachments, access/contact needs, staff paraphrase, and AI summary separate. Do not infer identity, motive, fault, urgency, or credibility.
Output: intake and parallel-gate record
Open the emergency and rights routes
Display the approved emergency plan for defined hazards. Route housing-rights, accommodation, assistance-animal, VAWA, screening, harassment, and retaliation signals to trained reviewers with no AI recommendation.
Output: safety and sensitive-request handoffs
Build the work-order evidence chain
Link the report to verified condition, priority authority, access permission, approved scope, worker/vendor, arrival log, changes, before/after evidence, completion test, acknowledgment, and follow-up.
Output: evidence-controlled work order
Record inspection and remediation
Cite the standard and version, inspector qualification, observed condition, evidence provenance, response-time source, repair plan, proof, reinspection, and closure approver. Never generalize a program-specific standard.
Output: inspection/remediation card
Freeze vendor and payment changes
Verify legal identity, credentials, insurance, scope, safety/access limits, resident-data limits, quote, change-order authority, completion proof, warranty, and invoice. New banking or contact details reset payment to blocked.
Output: vendor handoff and payment lock
Draft, review, and bind communications
Separate verified facts from pending items, flag promises and legal/safety issues, classify attachments, record accessibility/language needs, and bind approval to the exact payload. There is no send control.
Output: resident/vendor/board review card
Keep documents controlling
Version leases, governing documents, policies, resolutions, budgets, reserves, insurance, warranties, permits, inspections, contracts, and legal guidance. AI summaries remain convenience views.
Output: document and decision ledger
Separate arithmetic from money authority
Reconcile approved budget, commitments, invoices, payments, remaining amounts, restrictions, quotes, assumptions, reserve references, and required approvals. Calculation never becomes authorization.
Output: budget/reserve decision packet
Preserve incidents and exact approvals
Use an append-only timeline for observations, authorized protective actions, handoffs, restricted information, notices, recovery, drafts, and after-action findings. Bind the requested decision, scope, recipient, amount, approver, expiry, and rollback.
Output: incident timeline and approval packet
Give AI bounded clerk jobs
| Clerk job | May prepare | Must never decide | Human gate |
|---|---|---|---|
| Intake clerk | Transcript, fields, missing evidence, parallel flags | Urgency, credibility, fault, protected status | Authorized operations reviewer |
| Work-order clerk | Scope draft, evidence checklist, status reconciliation | Emergency action, access, dispatch, safe closure | Manager and qualified safety/technical reviewer |
| Document clerk | Clause extraction, versions, conflicts, expiry flags | Lease/legal interpretation or enforcement | Document owner or qualified counsel |
| Vendor clerk | Credential/source checklist, quote comparison, change log | Award, engagement, access, bank change, payment | Owner/board/procurement/payment authority |
| Communication clerk | Draft from verified facts and approved template | Notice, promise, admission, denial, demand, send | Authorized sender and specialist reviewer |
| Budget clerk | Arithmetic, variance flags, packet assembly | Funding choice, transfer, assessment, approval | Board/owner/accounting authority |
Evidence states prevent false closure
Use explicit states: reported_unverified, observed_by_staff, verified_document, qualified_inspection, vendor_statement, resident_statement, approved_decision, completed_with_evidence, disputed, and uncertain.
An AI summary never upgrades evidenceAn invoice does not prove completed work. A photo does not establish code compliance. A resident statement does not establish fault. A “done” message cannot close safety-critical work without the required verification.
Program-specific rules stay in scope
Useful, with limits
HUD NSPIRE offers a health, safety, function, and deficiency vocabulary for covered HUD contexts. EPA lead rules create review paths for potentially covered pre-1978 work. CAI sources describe industry practices for associations, contracts, budgets, reserves, and continuity.
Never universalize them
NSPIRE is not a universal property code. CAI guidance is not law. VAWA coverage and procedures depend on the program and facts. Federal material does not replace state/local law, governing documents, qualified inspections, counsel, or emergency authorities.
Payment changes start over
Any new bank account, remittance address, contact channel, urgent invoice, or payment procedure resets the payment state to blocked. Verify out of band with a known contact and obtain the required dual approvals. Never rely on the contact details inside the change request.
Use this prompt for private preparation
Act as a property-operations preparation clerk, not a property manager, emergency authority, housing-rights decision-maker, lawyer, inspector, vendor, approver, payer, or sender. Using only the supplied approved records, preserve the exact intake separately from paraphrase and AI summary. Open every applicable gate in parallel: life safety, fair housing/accommodation/VAWA, privacy, lease/governing document, vendor/payment, and routine operations. Create the authority card, evidence-state table, missing-information list, work-order or incident packet, exact draft communication, source ledger, and approval packet. Do not infer protected status, fault, motive, urgency, legal meaning, code compliance, or payment authority. Do not send, dispatch, grant access, sign, pay, file, post, change an account, or use restricted data in an unapproved system. Stop at approval_ready.
Final review before any handoff leaves the desk
Official source desk
HUD: Fair Housing Act OverviewCurrent federal protected classes and housing-provider scope.DOJ: Fair Housing ActStatutory protected classes and direct housing-provider coverage.HUD: Assistance AnimalsCurrent accommodation conditions and exceptions.HUD: VAWA Housing ProtectionsConfidentiality, emergency transfers, anti-retaliation, and program-specific protections.FTC: Consumer Reports for LandlordsPermissible purpose, adverse action, secure disposal, and FCRA duties.HUD: NSPIRE StandardsProgram-scoped deficiency and inspection sources.EPA: RRP for Property ManagersLead-safe review path for potentially covered work.OSHA: Emergency PreparednessPlans, roles, reporting, training, and responder coordination.FBI: Business Email CompromiseVendor-payment change fraud and known-channel verification.CAI: Reserve Study and FundingIndustry planning practices; not universal law.
Prepare one synthetic property handoff before using real records.
Test the desk with a fictional common-area leak near an electrical fixture. Require parallel gates, evidence states, an exact resident draft, a payment lock, and a complete approval packet—without dispatching or sending anything.