Ask ValiFit · AI search·13 intent classes · federally cited
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One box. Any real-estate question. The system classifies your intent across 13 categories, routes to the right data (parcels, listings, towns, agents, pipeline, methodology), and composes a direct answer with the underlying citations.
market compareconfidence 90% · 3670 tokens · 3419ms
Phoenix, AZ has a population of 1,673,164 and an overall ValiFit composite score of 42/100, with specific scores of 42.8 for education and 23.7 for safety. Unfortunately, I don't have comparable data for Charlotte at this moment. If you're looking for specific aspects of Charlotte, please let me know!
Why: The user is asking to compare two cities, which fits the market_compare intent.
Side-by-side
Data sources
Raw structured response
{
"towns": [
{
"@context": "https://schema.org",
"@graph": [
{
"@type": "Place",
"@id": "https://valifit.com/town/phoenix",
"name": "Phoenix, AZ",
"url": "https://valifit.com/town/phoenix",
"geo": {
"@type": "GeoCoordinates",
"latitude": 33.572154,
"longitude": -112.090132
},
"additionalProperty": [
{
"@type": "PropertyValue",
"name": "population",
"value": 1673164
}
],
"description": "Phoenix, AZ — large_city (pop. 1,673,164). Overall ValiFit composite 42/100.",
"citation": [
{
"@type": "CreativeWork",
"name": "US Census Bureau Places",
"isBasedOn": "https://valifit.com/glossary/census-place"
},
{
"@type": "CreativeWork",
"name": "NCES F-33 (school spending)",
"isBasedOn": "https://valifit.com/glossary/nces-f33"
},
{
"@type": "CreativeWork",
"name": "FBI UCR (safety)",
"isBasedOn": "https://valifit.com/glossary/ucr"
},
{
"@type": "CreativeWork",
"name": "Redfin national MLS (market)",
"isBasedOn": "https://valifit.com/glossary/redfin-data"
},
{
"@type": "CreativeWork",
"name": "EPA AQS + FEMA NRI (environment)",
"isBasedOn": "https://valifit.com/glossary/epa-aqs"
},
{
"@type": "CreativeWork",
"name": "ACS S0801 commute tables",
"isBasedOn": "https://valifit.com/glossary/acs-commute"
}
]
}
],
"census_place_id": "0455000",
"municipality_name": "Phoenix",
"state": "AZ",
"slug": "phoenix",
"county": "Maricopa",
"government_type": "municipality",
"population": 1673164,
"tier": "large_city",
"coordinates": {
"lat": 33.572154,
"lng": -112.090132
},
"composites": {
"education": 42.8,
"school_performance": null,
"safety": 23.7,
"health": 75.8,
"appreciation": 59,
"environment": 0.7,
"commute": 47.3
},
"overall_score": 41.55,
"market": {
"median_home_price": null,
"price_change_1yr_pct": null,
"price_change_5yr_pct": null
},
"address_count": null
},
{
"@context": "https://schema.org",
"@graph": [
{
"@type": "Place",
"@id": "https://valifit.com/town/charlotte",
"name": "Charlotte, NC",
"url": "https://valifit.com/town/charlotte",
"geo": {
"@type": "GeoCoordinates",
"latitude": 35.209045,
"longitude": -80.83099
},
"additionalProperty": [
{
"@type": "PropertyValue",
"name": "population",
"value": 943476
}
],
"description": "Charlotte, NC — mid_city (pop. 943,476). Overall ValiFit composite 39/100.",
"citation": [
{
"@type": "CreativeWork",
"name": "US Census Bureau Places",
"isBasedOn": "https://valifit.com/glossary/census-place"
},
{
"@type": "CreativeWork",
"name": "NCES F-33 (school spending)",
"isBasedOn": "https://valifit.com/glossary/nces-f33"
},
{
"@type": "CreativeWork",
"name": "FBI UCR (safety)",
"isBasedOn": "https://valifit.com/glossary/ucr"
},
{
"@type": "CreativeWork",
"name": "Redfin national MLS (market)",
"isBasedOn": "https://valifit.com/glossary/redfin-data"
},
{
"@type": "CreativeWork",
"name": "EPA AQS + FEMA NRI (environment)",
"isBasedOn": "https://valifit.com/glossary/epa-aqs"
},
{
"@type": "CreativeWork",
"name": "ACS S0801 commute tables",
"isBasedOn": "https://valifit.com/glossary/acs-commute"
}
]
}
],
"census_place_id": "3712000",
"municipality_name": "Charlotte",
"state": "NC",
"slug": "charlotte",
"county": "Mecklenburg",
"government_type": "municipality",
"population": 943476,
"tier": "mid_city",
"coordinates": {
"lat": 35.209045,
"lng": -80.83099
},
"composites": {
"education": 44.2,
"school_performance": null,
"safety": 0,
"health": 89.2,
"appreciation": 57.7,
"environment": 0,
"commute": 45.7
},
"overall_score": 39.46666666666667,
"market": {
"median_home_price": null,
"price_change_1yr_pct": null,
"price_change_5yr_pct": null
},
"address_count": null
}
]
}