AI for real estate without fantasy valuations

Transactions stack paper: disclosures, leases, diligence requests, and repetitive resident questions. Useful AI cites your forms library, prior redlines counsel approved, and portfolio operating manuals—then flags when a clause looks non-standard. We build brokerage and investor team copilots, property management resident assist, construction RFIs tracking language, and research memo accelerators. We do not fabricate comparables or autonomously bind you to contract terms.

  • Deals teams draft first-pass memos from structured data and document packs SMEs validate
  • PM operations answer maintenance and policy FAQs with links to house rules and vendor SLAs
  • Construction and development groups track submittals and RFIs with searchable histories

We align with RESPA marketing norms, provincial brokerage rules, and your broker-of-record policies—not generic LLM prompts.

Sourced
Citations to deal and policy documents
Counsel gate
Legal language reviewed before reliance
Fair Housing aware
Review workflows on public listings
Licensed data
MLS and recorder access per contract only

PropTech AI missteps

Pitfalls

Invented square footage, non-compliant ads, confident investment advice without suitability, and ingestion of competitor MLS data without rights.

Better path

Grounded RAG, broker review queues, integration through licensed APIs, and clear “not professional advice” boundaries on consumer chat.

Where teams win

1) Lease and contract abstraction assist

Key dates, options, and non-standard flags for lawyers to confirm—not autonomous filing.

2) Diligence and disclosure support

Checklists, missing attachment prompts, and cross-references to your precedent deals.

3) Resident and tenant services

Policy-grounded answers and work order triage language with escalation to staff.

4) Investment and lending narrative assist

Draft sections from numbers analysts validate; no promised IRRs the model invented.

5) Facilities and capital projects

Warranty, OEM, and capex document retrieval for engineers and asset managers.

Brokerage and privacy

PII redaction in prompts where possible, retention aligned to transaction law, and regional advertising rules baked into review templates.

Transaction Q and A

Legal advice?

No—assistive retrieval and drafting only.

Fair Housing?

Review packs and monitoring on listings.

First pilot?

Internal memo drafting from redacted precedents.

MLS data?

Only licensed integrations you approve.

Launch a document-savvy real estate AI pilot

Share asset types, jurisdictions, and systems—we propose pilots counsel and brokers can accept.

Related: Legal AI · Resident support patterns · All use cases · Services