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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.

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vector fallbackconfidence 50% · 3673 tokens · 6026ms

It seems that you are looking for a property report, but specific details such as median home prices are currently unavailable. However, I can provide you with overall scores and composite scores for various municipalities. For example, Guion, AR has an overall score of 54.1, while De Land, IL has a score of 55.5. If you need more specific information, please let me know!

Why: The request is vague and does not specify a clear intent or user type, leading to low confidence in classification.

Semantic matches (10)

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Data sources

Raw structured response
{
  "query": "I want a property report",
  "state_filter": null,
  "corpus_size": 35626,
  "result_count": 10,
  "results": [
    {
      "census_place_id": "0529080",
      "municipality_name": "Guion",
      "state": "AR",
      "county": "Stone",
      "population": 72,
      "tier": "hamlet",
      "overall_score": 54.13333333333333,
      "median_home_price": null,
      "composites": {
        "education": 96.6,
        "safety": 45.2,
        "health": 47.9,
        "appreciation": 8.9
      },
      "similarity": "0.1952",
      "links": {
        "self": "/api/v1/towns/0529080",
        "html": "https://valifit.com/town/0529080"
      }
    },
    {
      "census_place_id": "1719200",
      "municipality_name": "De Land",
      "state": "IL",
      "county": "Piatt",
      "population": 442,
      "tier": "hamlet",
      "overall_score": 55.516666666666666,
      "median_home_price": null,
      "composites": {
        "education": 2.5,
        "safety": 56.6,
        "health": 70.5,
        "appreciation": 61.4
      },
      "similarity": "0.1899",
      "links": {
        "self": "/api/v1/towns/1719200",
        "html": "https://valifit.com/town/1719200"
      }
    },
    {
      "census_place_id": "0162496",
      "municipality_name": "Prichard",
      "state": "AL",
      "county": "Mobile",
      "population": 18778,
      "tier": "small_place",
      "overall_score": 48.7,
      "median_home_price": null,
      "composites": {
        "education": 45.3,
        "safety": 45.7,
        "health": 51.5,
        "appreciation": 55.1
      },
      "similarity": "0.1852",
      "links": {
        "self": "/api/v1/towns/0162496",
        "html": "https://valifit.com/town/0162496"
      }
    },
    {
      "census_place_id": "1702560261",
      "municipality_name": "Pixley",
      "state": "IL",
      "county": "Clay",
      "population": 525,
      "tier": "hamlet",
      "overall_score": 47.766666666666666,
      "median_home_price": null,
      "composites": {
        "education": 73.4,
        "safety": 92,
        "health": 9,
        "appreciation": 21.2
      },
      "similarity": "0.1850",
      "links": {
        "self": "/api/v1/towns/1702560261",
        "html": "https://valifit.com/town/1702560261"
      }
    },
    {
      "census_place_id": "2862480",
      "municipality_name": "Richton",
      "state": "MS",
      "county": "Perry",
      "population": 936,
      "tier": "hamlet",
      "overall_score": 48.5,
      "median_home_price": null,
      "composites": {
        "education": 55.8,
        "safety": 82.2,
        "health": 3,
        "appreciation": 96
      },
      "similarity": "0.1824",
      "links": {
        "self": "/api/v1/towns/2862480",
        "html": "https://valifit.com/town/2862480"
      }
    },
    {
      "census_place_id": "3657023",
      "municipality_name": "Pelham Manor",
      "state": "NY",
      "county": "Westchester",
      "population": 5613,
      "tier": "small_town",
      "overall_score": 47.03333333333333,
      "median_home_price": null,
      "composites": {
        "education": 91.8,
        "safety": 76.2,
        "health": 87.7,
        "appreciation": 16.3
      },
      "similarity": "0.1822",
      "links": {
        "self": "/api/v1/towns/3657023",
        "html": "https://valifit.com/town/3657023"
      }
    },
    {
      "census_place_id": "1359976",
      "municipality_name": "Pelham",
      "state": "GA",
      "county": "Mitchell",
      "population": 3385,
      "tier": "small_town",
      "overall_score": 60.55,
      "median_home_price": null,
      "composites": {
        "education": 67.8,
        "safety": 5.3,
        "health": 53.5,
        "appreciation": 80.4
      },
      "similarity": "0.1812",
      "links": {
        "self": "/api/v1/towns/1359976",
        "html": "https://valifit.com/town/1359976"
      }
    },
    {
      "census_place_id": "0523680",
      "municipality_name": "Fifty-Six",
      "state": "AR",
      "county": "Stone",
      "population": 162,
      "tier": "hamlet",
      "overall_score": 59.733333333333334,
      "median_home_price": null,
      "composites": {
        "education": 66.7,
        "safety": 45.2,
        "health": 47.9,
        "appreciation": 98.4
      },
      "similarity": "0.1803",
      "links": {
        "self": "/api/v1/towns/0523680",
        "html": "https://valifit.com/town/0523680"
      }
    },
    {
      "census_place_id": "1759884",
      "municipality_name": "Pinckneyville",
      "state": "IL",
      "county": "Perry",
      "population": 4963,
      "tier": "small_town",
      "overall_score": 82.1,
      "median_home_price": null,
      "composites": {
        "education": 81,
        "safety": 72.4,
        "health": 64.3,
        "appreciation": 99
      },
      "similarity": "0.1791",
      "links": {
        "self": "/api/v1/towns/1759884",
        "html": "https://valifit.com/town/1759884"
      }
    },
    {
      "census_place_id": "3658497",
      "municipality_name": "Plandome Manor",
      "state": "NY",
      "county": "Nassau",
      "population": 819,
      "tier": "hamlet",
      "overall_score": 60.22,
      "median_home_price": null,
      "composites": {
        "education": 99.9,
        "safety": null,
        "health": 98.9,
        "appreciation": 93.2
      },
      "similarity": "0.1788",
      "links": {
        "self": "/api/v1/towns/3658497",
        "html": "https://valifit.com/town/3658497"
      }
    }
  ]
}