JuicyBite, part 6 of 7

48 stops in LA and Orange County

A market looks very different in a spreadsheet than it does from behind a store counter.

2026Operations and business analyst intern

Context

After the trade show, the next job was turning interest into stores, starting with Southern California. The award was our opening line. What we needed was a route.

The problem

Planning a sales trip looks simple: list the stores, find the shortest path between them, go. The important question turned out not to be where the stores were. It was who could say yes.

What I did

The route

I planned a multi-day trip through Los Angeles and Orange County: 48 stops on four routes. Two started from La Puente to cover the San Gabriel Valley and Koreatown, and two from Anaheim Hills to cover northern and southern Orange County. I included all 22 of 99 Ranch’s Southern California locations and five GW Supermarket stores, and built a color-coded map so the team could see the chains at a glance.

RouteStarting fromCovering
1La PuenteSan Gabriel Valley
2La PuenteKoreatown
3Anaheim HillsNorthern Orange County
4Anaheim HillsSouthern Orange County

Redrawn around who decides

My first version was organized by geography: shortest driving distance between stops. That was wrong.

At the Korean supermarket chains, branch managers usually can’t make buying decisions. Purchasing is centralized. Walk into a branch first and you get “talk to headquarters,” and you’ve used up your first impression. So I reorganized the whole trip to start with the chains’ headquarters in Koreatown. One buyer there can open many stores at once.

First draft: by distance start Branch Branch … “talk to HQ” Headquarters Every branch points somewhere else, and the first impression is used up. Redrawn: by who decides start Headquarters one buyer store store store store store One yes at headquarters can open many stores at once.
Fig. 1 The same trip, planned two ways. When buying is centralized, the order of visits matters more than the distance between them.

A price floor before anyone gets in the car

I also flagged a risk nobody had raised yet. If we gave small independent stores terms that let them sell below H Mart’s shelf price, we would damage our relationship with our biggest customer in order to win our smallest ones. I recommended setting a minimum advertised price before the trip started.

On the road

Then we went. I visited dozens of stores across Los Angeles and Orange County: walking in, showing the product, and listening to how each store responded.

What I learned

A market looks very different in a spreadsheet than it does from behind a store counter. In my spreadsheet, a store was a row: a name, an address, a chain. In person, it’s someone with limited time and limited shelf space, who often isn’t the one who decides.

A sales route should follow decision-making power, not geography. Visit in order of distance and you meet a lot of people who can’t say yes.

And when you add a channel, the first thing to set isn’t the price. It’s the floor. A conflict with an existing customer costs more than any new sale.