Skip to main content
Home/Listings demo/MCP API
Ask ValiFit · AI search·13 intent classes · federally cited

Ask ValiFit

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.

No login. Public rate limit applies.
town queryconfidence 90% · 3618 tokens · 2933ms

Cedar Park, TX is a large town with a population of 71,629, located in Williamson County. It has an overall ValiFit composite score of 61 out of 100. For more information, you can visit the Cedar Park page on ValiFit.

Why: The user is asking for information about a specific town, which aligns with the town_query intent.

Cedar Park

Population: 71,629

education
86
school performance
—
safety
78
health
53
appreciation
41
environment
43
livability
66
commute
46
Full town report →

Data sources

Raw structured response
{
  "@context": "https://schema.org",
  "@graph": [
    {
      "@type": "Place",
      "@id": "https://valifit.com/town/cedar-park",
      "name": "Cedar Park, TX",
      "url": "https://valifit.com/town/cedar-park",
      "geo": {
        "@type": "GeoCoordinates",
        "latitude": 30.510177,
        "longitude": -97.818626
      },
      "additionalProperty": [
        {
          "@type": "PropertyValue",
          "name": "population",
          "value": 71629
        }
      ],
      "description": "Cedar Park, TX — large_town (pop. 71,629). Overall ValiFit composite 61/100.",
      "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"
        },
        {
          "@type": "CreativeWork",
          "name": "Overture Maps POIs + intake urban/rural direction",
          "isBasedOn": "https://valifit.com/glossary/overture-livability"
        }
      ]
    }
  ],
  "census_place_id": "4813552",
  "municipality_name": "Cedar Park",
  "state": "TX",
  "slug": "cedar-park",
  "county": "Williamson",
  "government_type": "municipality",
  "population": 71629,
  "tier": "large_town",
  "coordinates": {
    "lat": 30.510177,
    "lng": -97.818626
  },
  "composites": {
    "education": 86,
    "school_performance": null,
    "safety": 78,
    "health": 52.63,
    "appreciation": 41,
    "environment": 42.96,
    "livability": 65.64,
    "commute": 46.4
  },
  "overall_score": 60.7,
  "market": {
    "median_home_price": null,
    "price_change_1yr_pct": null,
    "price_change_5yr_pct": null
  },
  "address_count": null
}