BUILD / MARKET INTELLIGENCE ENGINE

What if a market could tell you
it was changing before the headline did?

We are building the data layer to find out.

01 / START SMALL

One market.
Enough depth to matter.

Sioux Falls is the first test. Not because the system ends here. Because a market intelligence engine should prove it can understand one place unusually well before pretending it understands everywhere.

SIOUX FALLSMETRO
57103571045710557106571075710857110

02 / KEEP THE EVIDENCE

Today’s number
isn’t enough.

Sources revise data. New records arrive. Definitions change. If yesterday quietly disappears, historical analysis becomes smarter than anyone actually was at the time.

MEDIAN SALE PRICE57106
OBSERVED$312,400available Mar 01
REVISED$314,100available Mar 18

Both stay.

THAT UNLOCKS A DIFFERENT QUESTION

“What could we actually have known then?

Then compare that signal with what happened 3, 6, 12, or 24 months later — without look-ahead bias.

03 / DATA FIRST

The intelligence comes after the evidence.

01Source data
02Raw observations
03Version history
04Normalized metrics
05Deterministic signals
06Anomalies
07AI research

Data first. Intelligence second. Interface last.

04 / OWN THE FOUNDATION

Use the public record
before renting an answer.

01Public datasetsFIRST
02Government endpointsFIRST
03Municipal dataFIRST
04Research datasetsFIRST

Paid APIs and MLS feeds come later — only where the free public record leaves a real gap.

05 / LOOK UNDER THE HEADLINE

Price can look calm
while demand is moving.

The useful signal may be hiding in inventory, pending activity, sale velocity, mix, permits, rent, employment, or the relationship between them.

DEMAND SIGNALPRICE
Something moved first.

06 / THEN GIVE AI THE EVIDENCE

Don’t ask a model
to invent the market.

Code calculates the facts. Rules surface the unusual relationships. The research agent gets the job of investigating why they matter.

DETERMINISTIC57106 demand acceleration flaggedinventory ↓ · pendings ↑ · price flat
RESEARCH AGENTInvestigate the divergence.Compare history · nearby ZIPs · permits · employment · mix

THE GOAL

Not another dashboard.

“Median home prices rose 4.2%.”

“Demand is strengthening here before price has responded — and these are the signals that moved first.”

Back to all builds