Retail expansion
Decide which market comes next before you study the wrong one.
LookAlike screens 383 metros and 83,008 neighborhoods against the footprint you already operate, then explains why each candidate earns a place on the list.
The problem it solves first.
Expansion teams face a sequencing problem. Local studies and broker work are valuable, but expensive to run everywhere, and starting from a familiar metro pushes the team into detailed work before anyone has compared the national opportunity set.
LookAlike is the screen that comes first. It measures neighborhood resemblance on open data, separates apparent fit from real open headroom, and turns the result into a ranked, explained shortlist your team can act on.
Markets · ranked for Trader Joe's
- 1Fort Collins–Loveland52% open
fit 86th · 45 open · 1 store · 30% rival
- 2Santa Cruz–Watsonville52% open
fit 86th · 36 open · 2 stores · 25% rival
- 3Santa Rosa–Petaluma46% open
fit 81st · 56 open · 3 stores · 25% rival
- 4Boulder45% open
fit 80th · 35 open · 1 store · 32% rival
- 5Olympia–Lacey–Tumwater43% open
fit 84th · 26 open · 2 stores · 28% rival
- 6Madison41% open
fit 78th · 62 open · 1 store · 26% rival
Four ways retail & restaurant expansion teams use it.
- Screen marketsRank 383 metros by fit, opportunity, and headroom so deeper analysis starts in the right place.
- Explore whitespaceOpen a market, inspect ranked neighborhoods, and filter for high-resemblance areas with no store yet.
- Explain and stress-testReview all 21 features and move visible weights to see whether a rank survives different assumptions.
- Shortlist and exportStar candidates, add notes, keep the scenario, and export a PDF and CSV for the committee.
Questions from retail & restaurant expansion teams
Can LookAlike identify open markets?
Yes. Filter for high-resemblance neighborhoods where the brand has no store yet, review metro scorecards, and examine distance from existing locations.
Can an expansion team change the model assumptions?
Yes. Factor themes and individual features have visible weights, and changes re-score the map and rankings live in the browser. Saved and shared scenarios preserve their assumptions.
Does the shortlist replace a site study?
No. It helps the team decide which markets and neighborhoods warrant a study. Property economics, zoning, access, visibility, and co-tenancy still require diligence.
See your brand's map.
Pick a plan, upload your store list, and rank every US neighborhood against the places you already win.