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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.

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town queryconfidence 90% · 3634 tokens · 3104ms

Cedar Park, TX, is a large town with a population of 71,629. It has an overall ValiFit composite score of 59/100, with notable scores in education (68.8) and safety (69). For more detailed information, you can visit the Cedar Park page on ValiFit.

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

Cedar Park

Population: 71,629

education
69
school performance
safety
69
health
67
appreciation
44
environment
60
commute
45
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 59/100.",
      "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": "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": 68.8,
    "school_performance": null,
    "safety": 69,
    "health": 67.4,
    "appreciation": 43.6,
    "environment": 60.1,
    "commute": 45.2
  },
  "overall_score": 59.016666666666666,
  "market": {
    "median_home_price": null,
    "price_change_1yr_pct": null,
    "price_change_5yr_pct": null
  },
  "address_count": null
}