MLS feeds that never agree. Leads that vanish between handoffs. CRM records that quietly lie. We build AI that works on the data you actually have, not the clean version that only shows up in a demo. Normalized, deduplicated, production-real.
MLS fragmentation and lead-pipeline leakage across regional systems. We normalize the feeds and close the gaps where leads quietly disappear.
Lease and document complexity. Clause extraction that gets validated against real documents, not the three clean PDFs everyone tests on.
Tenant records, maintenance histories, and operational data that never lived in one place. We integrate it so it can actually be reasoned over.
Tracks every lead through every handoff and flags the leaks the moment they happen.
Explore →Responds while the lead is still warm, before the 21× decay does its damage.
Explore →Clause extraction with validation you can trust on real, messy contracts.
Explore →Credits the thing that actually drove the deal, not the last click before it.
Explore →Collapses the same property showing up as four listings into a single truth.
Explore →Holds up on messy input, so agents stop escaping back to their spreadsheets.
Explore →Search, valuation, and recommendation built for the data you have today.
Explore →Every one of these fails the same way if the data layer underneath doesn't hold. So that's what we build first.
We don't demo on clean data and call it shipped.
Most teams validate against tidy sample data because it's easy to get and makes the demo look great. We validate against production-grade data, the kind full of nulls, typos, and contradictions, because that's what your system will actually see.
We run failure-mode analysis before we ship, so we know how the system behaves when the input is garbage. And we build structured validation in, so the AI says "I'm not sure" instead of confidently returning something wrong. In real estate, a confidently wrong answer is worse than no answer, because someone acts on it.
Book a Discovery SprintBring us the MLS mess, the leaky pipeline, or the CRM nobody trusts. We'll pressure-test what's feasible, scope a fix against your real data, and send back a one-page plan within 48 hours. Senior engineers on the call, not sales reps.
