Operational AI infrastructure for lead response, transaction coordination, tenant operations, market intelligence, and vendor management — built around how your business actually runs.
We have mapped operations at brokerages, property managers, and institutional investment firms. The specifics change. The friction points do not.
A buyer or renter submits a form at 9pm. The agent sees it at 10am the next morning. By the time they call back, the prospect has already toured two other properties — and the lead's probability of converting has dropped by an order of magnitude.
Listing in MLS, contract in DocuSign, escrow in a separate portal, lender email thread, inspection PDF on someone's desktop. The TC reconciles all of it by hand. Every missed cc costs a closing day.
Tenants call about maintenance, leases, rent — the property manager scrambles to catch up. No record of what was said, no pattern across the portfolio, no leverage when the same issue recurs.
Three agents, two listing types, one calendar, four buyers — and the showing gets confirmed by phone, rescheduled by text, then forgotten on the day. Hours of agent time evaporate into logistics that have no value.
Comps, absorption, rent rolls, cap rates — pulled monthly, formatted manually, presented in PowerPoint. By the time the client sees the analysis, the market has already moved. The work that compounds is being done from a snapshot.
Maintenance, contractors, inspectors — coordinated over text, billed over email, paid over check. Performance, response time, cost variance — none of it tracked. The same slow vendor keeps getting the work.
Before we talk about AI, we map the machine. Every firm we work with starts here — the four operational surfaces every lead, transaction, and property touches, and the work that happens on each.
From inquiry to tour confirmed. The fastest place to win — or lose — the deal.
From offer accepted to closing. The longest, most error-prone stretch — where the TC carries the firm.
The ongoing work of running properties at scale — leasing, maintenance, communication, retention.
Everything that turns activity into insight — and lets the firm bid, list, and invest with current data.
We do not believe in an "AI agent" that does the showing. We believe in an AI operations layer that takes the predictable, repetitive, system-to-system work off your team so your people can spend their time on showings, negotiations, and relationships.
Signed offers, executed leases, eviction conversations, investment commitments. The AI handles the routing, the chasing, and the reminders — your agents and PMs decide and sign.
Six systems that map to the operational realities of running a real estate business. None of them are chatbots in the marketing sense. All of them are operational infrastructure.
Web, portal, and sign-call leads are qualified, matched to inventory, and scheduled — in seconds, around the clock. The agent gets a confirmed tour, not another voicemail.
MLS
Contracts, contingencies, and deadlines are tracked from offer to close — doc gaps surfaced before they delay the closing, stakeholder chase automated.
DocuSign / Dotloop
Tenant requests get classified by urgency, matched to the right vendor, dispatched, and followed up — with cost and performance tracked across the portfolio.
AppFolio / Buildium
Rent reminders, lease renewals, notices, and service updates run as orchestrated workflows — consistent voice, multi-channel, every action logged to the tenant file.
AppFolio / Buildium
Comparables, absorption, rent rolls, and cap-rate analytics pull from live data — no more stale spreadsheets, no more weekly snapshots.
MLS
Cost, response time, repeat-fix rate, and tenant satisfaction tracked per vendor across the portfolio — bad performers stop getting the work.
PM system
One example of what we've shipped in the real estate & intake space.
How a conversational AI intake agent qualifies inbound leads, assigns the right rep, and fires CRM intro emails before the prospect closes the chat window — the operational pattern brokerages and PM firms use for instant lead response.
Read the case study →We do not ask firms to migrate. We build the operational layer on top of the systems you have already invested in — your MLS feed stays the listing source, your PM system stays the property system, and the AI lives in the seams between them.
Not a feature, not a chatbot, not a magic button on a marketing page. The work it does is the same work your team has always done — moved into a system where it runs reliably.
If a system is not measurably more accurate than your current process, we do not ship it. We measure response time, deadline adherence, and tenant satisfaction continuously.
The best AI system is the one that disappears into the firm's actual workflow. If your team has to change how they work to use it, it is the wrong system.
Showings, negotiations, hardship conversations, investment decisions, contract approvals — all go through a person. The AI handles the routing, the chasing, and the reminders.
How we apply this in other parts of the operation.
AI for client delivery, intake, and back-office operations — packaging firm expertise into systems that scale.
Explore →AI for market intelligence, supplier ops, and document-heavy workflows — built for industrial OEMs.
Explore →Custom AI for intake, case management, and document automation — built alongside attorneys, for attorneys.
Explore →Everything you need to know about the build, the data, and our engagement terms.
Book a 30-minute conversation. We'll map the highest-leverage workflows in your business and tell you whether AI is the right answer.