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.
vector fallbackconfidence 50% · 3659 tokens · 5288ms
I can provide you with property reports for various municipalities. For example, Guion, AR has an overall score of 31.6 with a population of 72, while De Land, IL has an overall score of 27.1 with a population of 442. If you need more specific information or reports on other areas, please let me know!
Why: The request for a 'property report' is vague and does not fit neatly into any specific intent, 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": 31.6,
"median_home_price": null,
"composites": {
"education": 82,
"safety": 77,
"health": 20,
"appreciation": 82.2
},
"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": 27.1,
"median_home_price": null,
"composites": {
"education": 34,
"safety": 67,
"health": 20,
"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": 14.9,
"median_home_price": null,
"composites": {
"education": 32,
"safety": 5,
"health": 10.6,
"appreciation": 24
},
"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": 23.4,
"median_home_price": null,
"composites": {
"education": 23,
"safety": 81,
"health": 12,
"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": 32.4,
"median_home_price": null,
"composites": {
"education": 55,
"safety": 83,
"health": 6,
"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": 62.7,
"median_home_price": null,
"composites": {
"education": 94,
"safety": 74,
"health": 45,
"appreciation": 74
},
"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": 8.6,
"median_home_price": null,
"composites": {
"education": 29,
"safety": 1,
"health": 4,
"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": 15.9,
"median_home_price": null,
"composites": {
"education": 63,
"safety": 44,
"health": 1,
"appreciation": 99.4
},
"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": 30.8,
"median_home_price": null,
"composites": {
"education": 23,
"safety": 41,
"health": 36,
"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": 57.1,
"median_home_price": null,
"composites": {
"education": 98,
"safety": null,
"health": 99,
"appreciation": 40
},
"similarity": "0.1788",
"links": {
"self": "/api/v1/towns/3658497",
"html": "https://valifit.com/town/3658497"
}
}
]
}