www.tupll.comIllustrative sample. The grade and statistics are real, from a site in southwest Bakersfield. Your report names your address or point. Also see the Austin, TX (West Riverside Dr.) and Denver, CO (Blake St.) samples.
www.tupll.comIllustrative
Basemap: OpenFreeMap © OpenMapTiles Data from OpenStreetMap. © OpenStreetMap contributors, openstreetmap.org/copyright (ODbL).
Below typical neighborhood
31st percentile
The neighborhood ranks higher than 31% of existing independent coffee shops in second cities.
Area type. Second city: outside the major metros of 2 million or more, with 100,000+ people within 10 miles.
The grade compares the neighborhood around this address with the neighborhoods of existing independent coffee shops in the same kind of place, by how much customer activity those shops attract. It is not a sales forecast and does not grade the business or the building.
Location Index 72 100 = typical for second cities. A relative index, not a score out of 100.
Ranked from the model's own calculation for this address, among measures that can be named and checked. Typical = the median second-city reference shop.
www.tupll.comFour signals, each set against the 1,180 existing independent coffee shops in second cities that the grade is ranked among. The marker shows where this location falls; the tick is the typical shop.
The site sits about 300 feet off Stockdale Highway, the nearest main road, but does not front it, so passing drivers get no storefront; 42% of second-city reference shops front a main road. The 5-minute drive area is among the smallest in the reference set and the second drag on the grade.
The immediate block is quiet, with 3 shops and restaurants within 150 m, but the count within a quarter mile is the strongest lift on the grade. The activity is nearby rather than at the door.
The 6,400 jobs within a half mile are well above typical for a second-city location and fill the weekdays. The restaurant and hotel share is close to typical.
Below typical at both distances, though close enough to typical that education neither lifts nor holds back the grade here.
Percentiles compare this location with the 1,180 existing independent coffee shops in second cities and are rounded down; typical is the median of those shops. Job counts are jobs based in the area, not people present at a given hour. Sources: Census ACS 2019 to 2023 (adults 25 and over); LEHD LODES 2023; Overture Places 2026-08-19; Valhalla routing and road classes from OpenStreetMap.
www.tupll.com17 listed coffee shops are within 2 miles, 6 within 1 mile and 3 within a half mile. The nearest is a tenth of a mile away.
Basemap: OpenFreeMap © OpenMapTiles Data from OpenStreetMap. © OpenStreetMap contributors, openstreetmap.org/copyright (ODbL).
Very heavy
81st percentile
17 listed coffee shops, chains and independents, within 2 miles: more than at 81% of second-city reference shops (typical 9).
The distance is set by the area type: a half mile in urban areas, 1 mile in suburbs, 2 miles in second cities, 5 miles in small towns. Every reference shop is counted the same way, leaving out itself.
This location: grade D at the 31st percentile, below the middle, with very heavy pressure at the 81st. Many shops already compete in a neighborhood that draws less activity than most second-city reference locations, and 53% of the 17 shops within 2 miles are chains. The hardest of the four readings: the case for opening rests on winning share from them.
Coffee shops open and close often. This list is a best effort from the data available when the report was prepared, and it may differ from what you find when you walk the area.
Listings come from public directories (Overture Places, release 2026-08-19). They change often and may be incomplete or out of date; Tupll is not responsible for inaccuracies from recent changes or data availability. Listings marked closed are left out and duplicate listings of one shop are merged. An automated review then removes listings that are not coffee shops and judges chain or independent; the reference shops behind the percentile are cleaned the same way.
www.tupll.comThe grade reads the neighborhood. You judge the site and the business; these five checks follow from what this report found.
How it holds up. Tested on coffee shops in Denver and Madison that the model never saw, locations in the bottom grade band were about twice as likely as chance to be among the shops drawing the least customer activity.
| Education | 2019 to 2023 | Census American Community Survey, five-year estimates, block groups |
|---|---|---|
| Jobs | 2023 | Census LEHD LODES workplace data |
| Businesses and coffee shops | August 2026 | Overture Maps Foundation, Places release 2026-08-19 |
| Drive area | October 2026 | Valhalla routing over OpenStreetMap, no traffic; road classes from OpenStreetMap |
| Maps | 2026 | OpenFreeMap © OpenMapTiles Data from OpenStreetMap; © OpenStreetMap contributors, openstreetmap.org/copyright (ODbL) |
Report generated October 18, 2026 · Prepared by Tupll
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