Spatial Intelligence for Real Estate

Drop a pin. Run the pipeline. Get this.

GeoValida AI turns a bounding box into a full spatial intelligence report — livability heatmaps, ranked land opportunities, isochrones, terrain slope, anomaly regimes, and an analyst-grade acquisition brief. In minutes.

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GeoValida regime analysis output

Anomaly score + regime boundaries + decision signals. Actual GeoValida output.

Seven Intelligence Layers on One Map

Not just a heatmap. A spatial explanation surface.

Every layer tells a different story about the land. Toggle them in the live map viewer. Stack them to find the ones worth your call.

CompositeLivability Score
Livability Score

Ranked Land Opportunities

The best undeveloped plots, surfaced automatically.

GeoValida scans every pixel of the AOI for empty land — no existing structures, no dense forest, slope under threshold — then ranks every candidate by composite livability score. Pins appear directly on the map.

How a plot qualifies

  • NDBI baseline < 0.12 → not already built-up
  • NDVI < 0.50 → not protected dense forest
  • Albedo < 0.22 → not a reflective roof or road
  • GHSL built fraction < 20%
  • Slope < hard terrain threshold
  • Adjacent pixels clustered via SKATER into coherent shapes

Sample output — Rank #1 opportunity

📍
Rank #1
800 m² · 0.8° slope
0.694
Livability
Vegetation gain0.796
Surface cooling0.884
POI access0.105
Urban momentum0.562
Road access0.984
Slope comfort0.998
Area: 800 m²Slope: 0.8°Road dist: 80 mPhase: GreenfieldLST Δ: −5.3 °CNDVI Δ: +0.078

Up to 15 ranked opportunity pins per analysis · Visible directly on the interactive map

15 min10 min5 min
🚶 Walking isochrones
🚗 Driving isochrones
🏥 Healthcare🎓 Education🛒 Retail🍽️ Food & Drink🚌 Transit🏢 Commercial

Population catchment (WorldPop)

Within AOI1 km buffer5 km buffer

Isochrones & POI Access

Who can reach it. What's already nearby.

For every site, GeoValida queries the Valhalla routing engine and OSM Overpass to map walking and driving reach — and counts every relevant amenity. POI accessibility feeds directly into the livability score.

Regime Analysis — The Core Output

Every zone tells you what to do with it.

Spatially-contiguous zones of coherent anomaly signal. Each regime has a dominant driver, drift direction per band, temporal character, and a plain-language decision signal. The same site routinely shows PROCEED in one zone and WAIT in another.

Regime analysis output

Anomaly score heatmap with regime boundaries and INVEST / WAIT / PROCEED / AVOID signals. Real GeoValida output.

INVEST

Early-stage structured development. NDBI rising in an organised pattern without co-occurring degradation.

PROCEED

Low anomaly. Location tracking its predicted trajectory. Standard due diligence applies.

WAIT

Transition underway. Mixed drivers or gradual urbanisation. Outcome depends on trajectory.

AVOID

High-magnitude degradation: sustained heat increase, vegetation loss, or albedo decay.

Analyst-Grade Site Brief

Plain language. No remote sensing PhD required.

Every pipeline run ends with a ≤400-word brief synthesised from all quantitative outputs. Zone-by-zone reads, risk factors, development dynamics, and a concrete acquisition recommendation.

Actual regime narrative from a completed analysis

site_intelligence.json → narrative

West regime (38 km²) — PROCEED. Stable site. No significant change detected in the monitoring period. Baseline conditions holding across LST, NDVI, and NDBI. NDVI shows mild positive drift (recovering vegetation), LST steady. Low environmental risk. Suitable for standard acquisition due diligence without additional monitoring.

North regime (2.9 km²) — WAIT. Mixed signals. Albedo is the dominant driver (positive SHAP, degrading direction). LST and NDVI also show degrading drift despite mild recovery in absolute values. No clear causal narrative — multiple drivers active without a dominant pattern. Extended monitoring or site visit recommended before proceeding.

Side-by-Side Comparison

Two sites. One decision.

Select any two completed analyses and run a head-to-head. Every metric, every layer, every regime signal shown in parallel. Contrastive narrative highlights where one site wins and by how much.

Compare two sites →
Side by side comparison

Structural change detection — baseline vs monitoring across all four spectral bands. Actual GeoValida output.

Who Uses It

Built for real estate. Viable far beyond.

Primary
🏗️

Acquisition due diligence

Physical trajectory analysis before any offer. Know what the land is doing, not just what it looks like today.

📍

Greenfield site selection

Rank candidate plots across a large AOI by livability score. Cut shortlists from 40 sites to 4 in an afternoon.

📊

Portfolio monitoring

Run quarterly analysis on held land to catch drift before it shows up in valuations.

⚖️

Competitive comparison

Side-by-side head-to-head of two acquisition targets with full contrastive narrative.

Emerging
🌱

ESG & carbon validation

Continuous vegetation and heat monitoring for sustainability reporting.

🛡️

Insurance underwriting

Location-based physical risk scoring: heat stress, encroachment, albedo decay.

🏛️

Infrastructure planning

Trajectory assessment for transport corridors, utilities, and urban expansion.

🔬

Public health research

Spatial heat island and vegetation access analysis for equity and epidemiology.

Ready to see what your land is actually doing?

Run your first site analysis in minutes. No remote sensing expertise required.

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