01Data transparency

Every source. Every signal. Fully auditable.

KOANO ingests data from dozens of sources — free public datasets live today, plus commercial providers that come online as they are licensed. Every verdict cites its top data sources. We publish the full list here because trust requires transparency.

25+

Free sources

20+

Paid sources

24h

Max data age

100%

Source-cited verdicts

02Free sources

Public datasets, ingested continuously.

These sources are ingested on a rolling schedule via GitHub Actions cron jobs and stored in Supabase. They form the backbone of every verdict.

US Census ACSDemographics
BLSEconomics
Redfin Data CenterMarket data
Freddie MacMortgage rates
FHFAPrice indices
FBI UCRCrime data
EPA / FEMAEnvironmental
NOAAClimate
IRS Opportunity ZonesTax policy
HUD USERHousing policy
SEC EDGARREIT filings
World BankGlobal economics
OECDGlobal economics
OpenStreetMapGeography
USGSTerrain & geology
NYC Open DataCity data
LA GeoHubCity data
Chicago Data PortalCity data
OpenFEMADisaster data
Google TrendsSearch demand
Reddit APISentiment
MunicipodeZoning codes
HUD Fair HousingCompliance
CDC PLACESHealth data
MSRB EMMAMunicipal bonds
03Licensed sources

Commercial providers, called on-demand.

These sources are called when a verdict is requested and cached for 24 hours. Their data is the signal layer that makes the reasoning accurate at the neighborhood level.

ATTOMProperty data
Shovels.aiPermits
ZoneomicsZoning
First Street FoundationClimate risk
Placer.aiFoot traffic
SafeGraphMobility
Walk ScoreWalkability
Yelp FusionBusiness data
Google PlacesBusiness data
AirDNAShort-term rental
BatchDataProperty ownership
SpotCrimeCrime (real-time)
GreatSchoolsEducation
RegridParcel data
MapboxMapping
HouseCanaryAVM
CoreLogic / TrestleMLS data
ReonomyCommercial data
CoStar / LoopNetCommercial listings
MSCI Real Capital AnalyticsInstitutional (Cluster 5)
04The pipeline

How data becomes a verdict.

01

Continuous ingestion

Free sources are ingested via GitHub Actions cron jobs running 24/7. Paid sources are called on-demand and cached for 24 hours to minimize API costs.

02

Normalization

Every signal is normalized to a common schema: location (lat/lng + census tract), timestamp, data type, confidence level, and source attribution.

03

Storage

Normalized signals are stored in Supabase with Row Level Security enforced. Cluster 5 data lives in an isolated schema per enterprise client — never co-mingled.

04

Agent reasoning

When a verdict is requested, relevant signals are assembled and passed to the five specialist agents simultaneously. Each agent reasons independently.

05

Synthesis

The synthesis agent receives all five structured outputs, arbitrates conflicts, and issues the final verdict with a full reasoning chain.

05

See it in action.

Every KOANO verdict cites its top data sources. Request early access to see how dozens of sources come together in a single verdict.