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.

How to Evaluate a Land Parcel for Development: A Data-Driven Checklist

A systematic framework covering 6 categories: zoning & entitlements, environmental risk, soil conditions, construction cost estimation, financial feasibility, and market demographics.

1. Zoning & Entitlements

Confirm base zoning, dimensional standards (setbacks, height, FAR), overlay districts, entitlement timelines, and impact fees.

2. Environmental Risk

Check FEMA flood zones, wetlands, seismic design categories, wildfire risk, and brownfield proximity.

3. Soil & Geotechnical

Evaluate bearing capacity, drainage, shrink-swell, depth to bedrock, and corrosion risk from SSURGO data.

4. Construction Cost

ML models produce P10/P50/P90 cost intervals accounting for site-specific factors.

5. Financial Feasibility

Pro forma with hard costs, soft costs, contingency, and return metrics.

6. Market & Demographics

Population growth, income, vacancy, Walk Score from Census ACS.