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% · 3654 tokens · 5783ms
I couldn't find specific data on walkable neighborhoods with a brewery scene. However, you might want to explore Brookfield, WI, which has an overall score of 61.6 and a strong safety score of 98. For more details, you can check out Brookfield [here](https://valifit.com/town/5513310050).
Why: The query is vague and does not fit into a specific category, making it a candidate for vector fallback.
Semantic matches (10)
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Data sources
Raw structured response
{
"query": "Walkable neighborhood with brewery scene",
"state_filter": null,
"corpus_size": 35626,
"result_count": 10,
"results": [
{
"census_place_id": "5513310050",
"municipality_name": "Brookfield",
"state": "WI",
"county": "Waukesha",
"population": 41268,
"tier": "mid_town",
"overall_score": 61.6,
"median_home_price": null,
"composites": {
"education": 61,
"safety": 98,
"health": 86.75,
"appreciation": 92
},
"similarity": "0.3385",
"links": {
"self": "/api/v1/towns/5513310050",
"html": "https://valifit.com/town/5513310050"
}
},
{
"census_place_id": "5510025",
"municipality_name": "Brookfield",
"state": "WI",
"county": "Waukesha",
"population": 41268,
"tier": "mid_town",
"overall_score": 60.7,
"median_home_price": null,
"composites": {
"education": 91.1,
"safety": 85,
"health": 83.37,
"appreciation": 92
},
"similarity": "0.3264",
"links": {
"self": "/api/v1/towns/5510025",
"html": "https://valifit.com/town/5510025"
}
},
{
"census_place_id": "4204848",
"municipality_name": "Beavertown",
"state": "PA",
"county": "Union",
"population": 985,
"tier": "hamlet",
"overall_score": 15.4,
"median_home_price": null,
"composites": {
"education": 76,
"safety": 97.8,
"health": 5,
"appreciation": 46.5
},
"similarity": "0.3250",
"links": {
"self": "/api/v1/towns/4204848",
"html": "https://valifit.com/town/4204848"
}
},
{
"census_place_id": "4148650",
"municipality_name": "Milwaukie",
"state": "OR",
"county": "Clackamas",
"population": 21620,
"tier": "small_place",
"overall_score": 57.6,
"median_home_price": null,
"composites": {
"education": 46,
"safety": 60,
"health": 73.09,
"appreciation": 86
},
"similarity": "0.3245",
"links": {
"self": "/api/v1/towns/4148650",
"html": "https://valifit.com/town/4148650"
}
},
{
"census_place_id": "5531125",
"municipality_name": "Greendale",
"state": "WI",
"county": "Milwaukee",
"population": 14455,
"tier": "small_place",
"overall_score": 70.3,
"median_home_price": null,
"composites": {
"education": 88,
"safety": 82,
"health": 61.98,
"appreciation": 98
},
"similarity": "0.3218",
"links": {
"self": "/api/v1/towns/5531125",
"html": "https://valifit.com/town/5531125"
}
},
{
"census_place_id": "5513128900",
"municipality_name": "Germantown",
"state": "WI",
"county": "Washington",
"population": 21032,
"tier": "small_place",
"overall_score": 58,
"median_home_price": null,
"composites": {
"education": 84,
"safety": 52,
"health": 72,
"appreciation": 74
},
"similarity": "0.3212",
"links": {
"self": "/api/v1/towns/5513128900",
"html": "https://valifit.com/town/5513128900"
}
},
{
"census_place_id": "5556375",
"municipality_name": "New Berlin",
"state": "WI",
"county": "Milwaukee",
"population": 40302,
"tier": "mid_town",
"overall_score": 59.4,
"median_home_price": null,
"composites": {
"education": 85.36,
"safety": 90,
"health": 66.77,
"appreciation": 96
},
"similarity": "0.3200",
"links": {
"self": "/api/v1/towns/5556375",
"html": "https://valifit.com/town/5556375"
}
},
{
"census_place_id": "5558800",
"municipality_name": "Oak Creek",
"state": "WI",
"county": "Milwaukee",
"population": 38373,
"tier": "mid_town",
"overall_score": 62.8,
"median_home_price": null,
"composites": {
"education": 80,
"safety": 79,
"health": 49.9,
"appreciation": 93
},
"similarity": "0.3178",
"links": {
"self": "/api/v1/towns/5558800",
"html": "https://valifit.com/town/5558800"
}
},
{
"census_place_id": "4285188",
"municipality_name": "Wilkinsburg",
"state": "PA",
"county": "Allegheny",
"population": 13800,
"tier": "small_place",
"overall_score": 12.3,
"median_home_price": null,
"composites": {
"education": 8,
"safety": 11,
"health": 55.64,
"appreciation": 12
},
"similarity": "0.3169",
"links": {
"self": "/api/v1/towns/4285188",
"html": "https://valifit.com/town/4285188"
}
},
{
"census_place_id": "5508913400",
"municipality_name": "Cedarburg",
"state": "WI",
"county": "Ozaukee",
"population": 13011,
"tier": "small_place",
"overall_score": 67,
"median_home_price": null,
"composites": {
"education": 96,
"safety": 71,
"health": 43,
"appreciation": 95
},
"similarity": "0.3166",
"links": {
"self": "/api/v1/towns/5508913400",
"html": "https://valifit.com/town/5508913400"
}
}
]
}