Turning portal leads into one shape a person can work
Qualification here is extraction before it is scoring.
AI automation for real estate brokerages
A brokerage runs on dates that were calculated by a person reading a contract, and on leads that arrive in a different shape from every portal.
The listing data is already structured. It lives in the MLS, and since RETS was retired the modern way to reach it is the RESO Web API, which returns OData against the RESO Data Dictionary. Almost nothing else in the transaction is structured. The purchase agreement arrives as a signed PDF that was structured data inside the forms platform ten minutes earlier and got flattened on the way out.
That flattening is where the work comes from. A transaction coordinator reads the effective date and the paragraph numbers, then calculates the inspection period, the financing contingency, the appraisal deadline and the title objection date by hand, and enters each one into a calendar. Every state numbers its paragraphs differently, so a brokerage operating in two states is running two versions of that reading task.
The other repeated task is reconciliation between systems that were never designed to agree. A listing goes under contract and the status has to change in the MLS, the transaction platform and the CRM, plus the syndication feeds, each on its own screen. Automating the propagation is straightforward. Deciding what is allowed to propagate is the part that needs care, and it is covered below.
What this work runs through
- MLS via the RESO Web API
- Follow Up Boss
- dotloop
- SkySlope
- ShowingTime
- DocuSign
- QuickBooks Online
- Listing agreement and listing input sheet
- Purchase and sale agreement with its addenda stack
- Seller disclosure packet, which is state specific
- Commission disbursement authorization
- Preliminary title report and the closing disclosure
- Intake and triage
- Documents and records
- Scheduling and dispatch
- Compliance and audit
- Follow up and status
The specific things that go wrong here
An MLS feed is licensed for a purpose, not for a company
An IDX entitlement permits display. NAR policy statement 7.58 states that IDX listings may not be used for any purpose other than IDX display, so a brokerage with a working feed still cannot legally point it at its own CRM or valuation tool without a separate back office or VOW entitlement. Automation projects in this sector die here more often than they die on code.
The obvious workaround is the one that gets you fined
NAR VOW policy requires participants to make reasonable efforts to monitor for and prevent scraping of the MLS database. Where a feed is missing, scraping is not a fallback, and any vendor who offers it as one is offering to put your licence at risk.
The same agent has a different identity in every board
Agents working two or three overlapping MLSs carry a different member identifier in each. Listings do not deduplicate across board boundaries, so a view assembled from two feeds shows the same property twice and a production report double counts it.
Portal leads arrive behind a proxy number
A lead from a national portal often carries a masked phone number, and the payload the portal sends is not the same object as the record the CRM creates. Matching an inbound call back to the lead that generated it is a manual join that somebody performs from memory.
What we would automate, and when we would not
Reading dates out of a ratified contract
The highest volume calculation in a brokerage.
Chasing a compliance file to complete
A broker cannot release commission until the file is complete, so the coordinator compares uploaded documents against a required list and emails the agent about what is missing, then checks again days later.
Keeping a status change from being typed four times
When a listing goes under contract the change belongs in the MLS, the transaction platform and the CRM, plus the marketing feeds.
Abstracting a commercial lease into dated fields
A lease arrives as a scan with four amendments behind it, and the operative rent sits in the last one rather than in the document that carries the address.
Filling an MLS input sheet from the listing agreement
Two documents already hold most of the answers.
Turning an after hours maintenance call into one work order
The request arrives as a voicemail at night, as a text to the personal phone of a leasing agent, or through the resident portal where it lands correctly.
Chasing a referral fee through to a closing you cannot see
A signed referral agreement is a receivable that nothing in the stack of the brokerage knows about.
Rebuilding an annual operating expense reconciliation from the lease
One general ledger, a dozen rule sets.
Reconciling a broker trust account three ways every month
Three balances have to agree.
Matching a closed transaction back to the lead that produced it
The source field is free text chosen by whoever sent the lead, so one portal shows up under several spellings inside the same database.
Collapsing two overlapping MLS feeds into one property list
Two boards carry the same house under different keys, in different address formats, with local status vocabularies that each collapse into one standard status value.
Building a commission disbursement authorization at closing
A disbursement authorization is a short document with a long calculation behind it.
Drafting a seller net sheet from a payoff statement
A net sheet is arithmetic across documents that arrive on different days.
Counting the clock that public marketing starts on a listing
The clock does not start when the listing agreement is signed.
Checking for a signed buyer agreement before a tour is confirmed
A showing request and a signed agreement live in two systems that do not speak to each other.
Noticing that an agent licence has quietly lapsed
Nothing emits an event when a licence expires.
Watching an MLS feed for the day it goes quiet
A replication loop asks for everything changed since a stored timestamp, then follows the next link until the pages run out.
Negotiating, advising on price or terms, and soliciting are licensed activities performed under a supervising broker. The line between a ministerial task and licensed activity is set by each state real estate commission, which is why a system here prepares and drafts rather than sends and advises. Separately, since the NAR settlement practice changes took effect, a written buyer agreement is required before touring, which adds a gate to the showing workflow rather than removing one.
Related: Property management Construction and contracting. Or start from the four shapes of work instead of from an industry.