Real estate data is fragmented across zoning databases, tax assessor records, MLS listings, and demographic reports. Entity Enricher lets you define a custom schema covering property characteristics, zoning data, market valuations, neighborhood demographics, and permit history -- enriched by multiple AI models for comprehensive property intelligence.
Property analysis requires synthesizing data from dozens of sources -- zoning ordinances, comparable sales, census demographics, building permits, and environmental reports. Each source has its own format, update frequency, and coverage gaps. Manually aggregating this data for even a single property takes hours; for a portfolio of hundreds, it is impractical.
Entity Enricher transforms this process. Define your property schema once with exactly the fields your analysis requires, then enrich properties at scale using batch processing. The multi-model fusion layer is particularly valuable for valuations -- when different models estimate different property values, the system uses median selection for numbers, providing a more robust estimate than any single source.
This schema covers the core dimensions of property analysis. Generate it automatically from a sample property record using AI schema generation, or build it field by field in the visual editor.
{
"name": "RealEstateProperty",
"properties": {
"address": { "type": "string", "is_key": true },
"property_type": { "type": "string" },
"year_built": { "type": "number" },
"lot_size_sqft": { "type": "number" },
"building_size_sqft": { "type": "number" },
"zoning": {
"type": "object",
"properties": {
"zone_code": { "type": "string" },
"zone_description": { "type": "string" },
"permitted_uses": { "type": "array" },
"max_building_height": { "type": "string" },
"floor_area_ratio": { "type": "number" }
}
},
"valuation": {
"type": "object",
"properties": {
"estimated_value_usd": { "type": "number" },
"last_sale_price_usd": { "type": "number" },
"last_sale_date": { "type": "string" },
"assessed_value_usd": { "type": "number" },
"price_per_sqft": { "type": "number" }
}
},
"neighborhood": {
"type": "object",
"properties": {
"median_household_income": { "type": "number" },
"population_density": { "type": "number" },
"school_rating": { "type": "number" },
"walk_score": { "type": "number" },
"crime_index": { "type": "number" }
}
},
"permits": {
"type": "array",
"items": {
"type": "object",
"properties": {
"permit_type": { "type": "string" },
"date_issued": { "type": "string" },
"estimated_cost": { "type": "number" },
"status": { "type": "string" }
}
}
}
}
}Real estate enrichment benefits from domain separation. Zoning expertise, valuation analysis, and demographic research each require different knowledge and produce better results when handled by specialized prompts.
| Field | Expertise | Description |
|---|---|---|
| address | General | Full street address and parcel identification |
| property_type | General | Residential, commercial, industrial, or mixed-use |
| zoning | Zoning | Zone codes, permitted uses, height limits, FAR |
| valuation | Valuation | Market value, last sale price, assessed value, price per sqft |
| neighborhood | Demographics | Income, density, school ratings, walkability, crime index |
| permits | Regulatory | Building permits, renovation history, estimated costs |
| lot_size_sqft | General | Lot area and building footprint measurements |
| year_built | General | Original construction year and major renovation dates |
Specify the exact property attributes you need -- from zoning codes and FAR limits to neighborhood walk scores and permit histories.
Provide addresses, parcel numbers, or property descriptions. Batch process entire portfolios or market areas in parallel.
Multiple AI models independently research each property, drawing from different knowledge about zoning, valuations, and demographics.
Fused results include robust valuations (median across models) and comprehensive property profiles. Export as JSON or Excel.
Enrich target properties with valuation data, comparable sales, cap rates, and rental yield estimates for acquisition decisions.
Assess zoning constraints, permitted uses, height limits, and FAR for site selection and development planning.
Batch enrich your entire property portfolio with current valuations, neighborhood trends, and permit activity.
Analyze neighborhood demographics, price trends, and development activity across target markets for expansion strategy.
Define your property schema, enrich entire portfolios in parallel, and get comprehensive property intelligence with multi-model validation. Pay only for the tokens you use.
Get Started Free