Industry · Real estate
Real estate data licensing for AI.
Quick answer
Brokerages and property managers hold listing descriptions, transaction checklists, client messages, leases and maintenance tickets. AI developers building listing, transaction-coordination and property-operations tools value this data. MLS licensing, tenant privacy and fair-housing considerations apply.
Business context#
Transaction coordination and property operations are process-heavy, document-heavy workflows that AI agents are increasingly built to handle.
- 01Your work records
- 02Personal details removed
- 03You approve the release
- 04Licensed to AI developers
Valuable real estate datasets#
| Dataset | What it contains |
|---|---|
| Listing descriptions | Agent-written property copy |
| Transaction checklists | Steps from offer to close |
| Leases | Terms and abstractions |
| Maintenance tickets | Tenant requests and resolutions |
| Client communications | De-identified messages |
How AI developers use it#
- Listing generation
- Transaction-coordination agents
- Lease abstraction
- Maintenance triage
Privacy, legal and security considerations#
- MLS data licensing restrictions
- Tenant and client PII
- Fair-housing considerations
How SourceX approaches it#
We start with a description of your systems — no data leaves your company during assessment. If there's relevant demand, we propose scope, permitted use and preparation requirements for your approval, and nothing is delivered without an executed agreement and your explicit authorization.
Related data categories
Systems that hold this data#
- Zendesk
- Intercom
- Freshdesk
- Salesforce Service Cloud
- Document management systems
- CLM platforms
- Shared drives
- ERP systems
- ServiceNow
- Field-service software
- Industry software
- Confluence
- Notion
- Google Drive
- SharePoint
How much data is enough#
As a general guide, buyers look for years of consistent history (typically 2+ years) and tens of thousands of records or more in one system. Smaller sets can qualify when the work is rare. Assessed deal by deal.
Sample record
Illustrative · fictional
- record_id
- rec_8f21c0
- created / closed
- 2023-04-11 → 2023-04-12
- category
- Billing question
- request
- Customer [NAME] asks why invoice [ID] was charged twice.
- steps
- 1. Checked payment log 2. Found duplicate 3. Issued refund
- outcome
- Resolved · refund issued
- actors
- customer, agent_tier1
Rules that may apply
Federal Wiretap Act 18 U.S.C. 2511
Applies to recorded calls and intercepted communications; some states require all-party consent. Assessed deal by deal.
California Consumer Privacy Act Cal. Civ. Code 1798.100 et seq.
May apply where records include personal information of California residents and the business meets the law's thresholds. Assessed deal by deal.
Reviewer note: applicability is confirmed with counsel for each deal. Not legal advice.
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Frequently asked questions
Can I license MLS data?
Usually not — MLS terms restrict it. Your own records and documents are a different matter.
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See if your company qualifies
A short company assessment. No data uploads are needed.