How accurate are LandPlanner's construction cost predictions?

Our gradient-boosted ensemble model is trained on thousands of actual construction projects and calibrated with conformal prediction to produce 95% confidence intervals. Every estimate shows P10 (optimistic), P50 (median), and P90 (conservative) bounds.

What geographic areas does LandPlanner cover?

Full parcel analysis including zoning, assessor data, and jurisdiction intelligence is live across 15 US states — including Utah, Idaho, California, Texas, Florida, Arizona, Colorado, Georgia, Oregon, Washington, Pennsylvania, Tennessee, North Carolina, Nevada, and Ohio — with more added on a rolling basis. Environmental and federal data (FEMA, USGS, EPA, NOAA, Census, NREL) is available nationwide for any US coordinate.

What data sources does LandPlanner use?

We aggregate data from 15+ federal, state, and local agencies including FEMA, USGS, Census Bureau, USDA SSURGO, NREL, USFWS, EPA, NOAA, USFS, BLS, Walk Score, and county assessors.

Can I analyze multiple parcels at once?

Yes. Pro plans and above include batch screening — upload a CSV of coordinates and our engine scores each parcel for feasibility, construction cost, and environmental risk. Enterprise plans also get batch API access with webhooks.

How is LandPlanner different from other site analysis tools?

Most tools show raw data and leave interpretation to you. LandPlanner combines authoritative data from 15+ sources with machine learning to produce actionable outputs: calibrated cost predictions with confidence intervals, automated pro formas, entitlement risk scoring, permit outcome predictions, foundation analysis, stormwater BMP design, buildable area calculations, and fire access compliance checks.

Why a Zoning Lookup Tool Isn't Enough for Site Due Diligence

Zoning lookup tools pull setbacks, height limits, FAR, and permitted uses. But knowing a parcel is zoned R-2 doesn't tell you whether you should buy it.

The Gap Between Zoning Data and Investment Decisions

You also need: site-specific construction costs (driven by soil, slope, seismic zone, flood risk), environmental constraints (wetlands, brownfields, contamination), soil data (bearing capacity, drainage, shrink-swell), permit timeline predictions, and financial modeling.

What Full-Stack Analysis Looks Like

Integrates zoning, environmental, geotechnical, topographic, infrastructure, financial, and market data. Zoning is about 15% of the information needed for an investment decision.

The Real Cost

Developers who buy on zoning data alone discover $100K-$500K surprises: retaining walls, expansive clay foundations, flood zone construction, wetland buffers.