Voltline, a fictional sparkling energy drink, sells well in its home stores but loses shoppers at the shelf. Its scan data shows the loss without the reason. So a researcher went shopping with 24 category buyers: 18 on real trips in three grocery stores and 6 on a delivery app over screen share. We watched the path, timed every stop and noted each can picked up and put back. A short interview followed at the shelf, while the choice was still fresh. To size what we saw, we added 120 quick intercepts at the energy drink set.
Shop-alongs
24
18 in store, 6 online by screen share
Shelf intercepts
120
40 per store, 3 minutes each
Median time at the set
0 sec
shop-alongs, in store and online
Bought their usual brand
0
Who we went shopping with
How a shop-along runs
Questions at the shelf
The last two questions are asked on purpose. The answers are compared with what we watched on the Said vs did tab.
Shopper roster Observed
| # | Shopper | Where | Trip | Usually buys | Bought | Sec at set |
|---|
First names are invented. Store A is a large grocery store, Store B a supercenter, Store C a neighborhood grocery. "Sec at set" is the time spent in front of any energy drink display, from the researcher's log.
Pick a shopper to see the trip. Each number is a stop, in order, with the seconds spent there. Energy drinks sit in three places: aisle 7 for multipacks, a front cooler for single cans, and an endcap that changes with the promotion. Most decisions about Voltline happened in under a minute, and two of them happened away from aisle 7.
Path Observed
Simplified floor plan. The three stores have similar layouts, so all paths are drawn on one plan.
Stop by stop
Seconds at the set, by trip Observed
Median seconds in front of any energy drink display. Quick trips decide in about 13 seconds, which leaves no time to find a brand on the bottom shelf.
Where the can was taken from Observed
In-store shop-alongs who bought (17 of 18). Voltline singles were missing from the front cooler in two of the three stores.
Online, by screen share Observed
Online the shelf is the search results page. Voltline only reaches shoppers who already know its name.
The 120 shelf intercepts size what the shop-alongs showed. A researcher watched each shopper at the energy drink set, then asked a few questions after the choice. Voltline gets picked up almost as often as the leader and bought half as often. More than half of the Voltline cans picked up went back on the shelf.
Voltline picked up
41 of 120
34%, second to Kestrel at 43%
Voltline bought
18 of 120
15%, third of five brands
Pick-up to purchase
44%
lowest of the five, others 55% to 74%
Voltline put back
23
of 65 put-backs in the set
Looked, picked up, bought · n=120 Observed
Shoppers can look at and pick up more than one brand, so those rows do not add to 120. Each shopper bought at most one: 99 bought one of these five brands, 9 bought another brand and 12 left without an energy drink.
Why Voltline went back · 23 put-backs Observed
From the intercept question "What made you put it back?" and the researcher's notes on what the shopper did next, one main reason per put-back.
Purchase share at the set
The decision moments Observed
77 of 120 (64%) went straight to a named brand
117 of 164 pick-ups (71%) from the middle shelves
46 of 120 (38%) turned a can over
35 of 120 (29%) checked the shelf tag
65 of 164 pick-ups (40%) put back
Aisle 7 shelf, Store A Illustrative
Each block is one facing. Voltline has seven facings, all on the bottom two shelves. Kestrel holds the two middle shelves, where 71% of pick-ups happened.
People are honest about what they believe they do. A shop-along lets you set that next to what they did a minute earlier. Most shoppers called themselves loyal, and more than a third of those switched on this trip. Many who said price does not matter were seen checking the tag.
What they said vs what we saw · 24 shop-alongs Observed
Shopper by shopper Observed
Said at the shelf
What we saw
Voltline regulars on this trip Observed
Each of the four losses has a different cause, and each cause has a different fix. None of them show up in scan data as anything but a lost sale.
Reading the gap
The readout turns each loss into a fix that a sales team can take to a store. Every fix is tied to what we saw, and ranked by how many sales it touches.
Recommendation
Win the turn
of the can
Voltline does not have an awareness problem at the shelf. Shoppers find it and pick it up. It loses at the turn of the can and at the tag, and it is missing where quick trips happen. Put the caffeine on the front, move to eye level, get singles into the front cooler and show price per can. Then test the new set in six stores before a wider rollout.
Shelf fixes, in order
9 of 23 Voltline put-backs
117 of 164 pick-ups at eye level
missing from 2 of 3 front coolers
6 of 23 put-backs
5 of 23 put-backs
3 of 4 online searchers never scrolled
What is already working
Test it next
Where this study could mislead