A foundation model of physical development

See how physical development changes next.

Try:
50M+
Parcel observations
1 to 5 Year
Horizons
~7%
Median error (1yr)
14M
Production requests each week

Production requests measure system activity, not people, customers, demand, or revenue.

Forecasts evaluated against outcomes.

Homecastr reports held-out results by geography and horizon, including about 7% one-year-ahead median error in current public evaluations.

Dated public forecasts are compared with realized outcomes. P10, P50, and P90 values report the modeled range for each forecast.

Read the methodology

Historical evaluation

Results reported across multiple market cycles.

Point-in-time inputs

Historical inputs are separated from the outcomes used for evaluation.

Percentile ranges

P10, P50, and P90 values show the modeled range.

Dated public records

Public records support training and evaluation for physical development.

The broader model is for teams shaping physical development

Planners and public agencies

Compare independent scenarios with prior public forecasts and measured outcomes.

Developers and investors

Test long-range theses across parcels, neighborhoods, and market conditions.

Utilities and infrastructure teams

Explore how demand, capacity, hazards, and development interact over time.

Model and data teams

Access forecast data through REST, MCP, and bulk interfaces.

API Access

The live forecast layer, via API.

Access parcel-level and neighborhood-level forecasts programmatically. JSON responses, API key auth, sub-second latency.

GET /api/v1/forecast
{
  "address": "1000 Brickell Ave, Miami, FL",
  "current_value": 295000,
  "forecasts": {
    "p10": 268000,
    "p50": 345000,
    "p90": 425000
  },
  "horizon_years": 5
}