When someone asks AI for the best used car dealership in Hickory, who does it name?
We asked 15 of the questions a customer actually types before they pick anyone, against the 18 biggest-reviewed used car dealerships in Hickory NC. Then we asked the same 15 again 16 days later, again six days after that, and once more the same afternoon about four hours later. We changed nothing any of those times.
Seven stores went unnamed in July, seven on 8 August, seven on the morning of 14 August, and nine that same afternoon. Never the same list. Two runs on one day, four hours apart, disagree with each other. Review counts do not decide who AI recommends, and the answer does not hold still.
The board, all four runs.
Named, out of 15 questions, per run. Move is the change from the morning to the afternoon run on 14 August.
| # | Business | Jul 23 | Aug 8 | Aug 14 am | Aug 14 pm | Move | Reviews |
|---|---|---|---|---|---|---|---|
| 01 | Hickory Used Car Superstore | 15/15 | 15/15 | 15/15 | even | 2,398 | |
| 02 | Randy Marion Hickory | 8/15 | 11/15 | 12/15 | even | 1,197 | |
| 03 | E-Z Way Auto Sales of Hickory | 2/15 | 4/15 | 0/15 | even | 1,728 | |
| 04 | R&L Motors | 6/15 | 3/15 | 6/15 | -4 | 725 | |
| 05 | Everett Chevrolet Buick GMC Cadillac | 1/15 | 2/15 | 1/15 | +5 | 5,088 | |
| 06 | Hendrick Honda Hickory | 3/15 | 2/15 | 3/15 | -2 | 4,062 | |
| 07 | CarMax | 1/15 | 2/15 | 2/15 | -2 | 1,132 | |
| 08 | Steve White Motors | 5/15 | 2/15 | 2/15 | even | 1,037 | |
| 09 | Colbert's Auto Outlet | 0/15 | 2/15 | 0/15 | even | 661 | |
| 10 | Cloninger Ford of Hickory | 1/15 | 1/15 | 1/15 | -1 | 5,494 | |
| 11 | Modern Nissan of Hickory | 1/15 | 1/15 | 1/15 | even | 1,809 | |
| 12 | Mike Johnson's Hickory Toyota | 0/15 | 0/15 | 0/15 | +4 | 3,555 | |
| 13 | Paramount Kia of Hickory | 0/15 | 0/15 | 1/15 | -1 | 2,306 | |
| 14 | Paramount Hyundai Hickory | 0/15 | 0/15 | 0/15 | even | 1,374 | |
| 15 | Mountain Mitsubishi | 0/15 | 0/15 | 0/15 | even | 919 | |
| 16 | Cosmo Motors, Inc. | 1/15 | 0/15 | 1/15 | +1 | 911 | |
| 17 | Paramount Volkswagen | 0/15 | 0/15 | 0/15 | even | 807 | |
| 18 | National Auto Sales 1 - Used Cars Hickory NC | 0/15 | 0/15 | 0/15 | even | 635 |
Dot row is the 14 August afternoon run. Rows named zero in all four runs sit at the bottom of the board.
What holds across all four runs.
Four stores were named zero times in every single run. They hold about 3,735 Google reviews between them, and not one of them appeared in any of the 60 answers we recorded.
Meanwhile the store with the most reviews in the whole group, 5,494 of them, was named once in the first three runs and not at all in the fourth. Randy Marion Hickory holds 1,197 reviews, roughly a fifth as many, and went 8, then 11, then 12, then 12.
The four hours that make the point.
The two runs on 14 August are the same 15 questions, on the same engine, about four hours apart. Nothing was announced and nothing changed at any of these businesses in between. Mike Johnson’s Hickory Toyota had not been named once in three runs across 22 days. In the afternoon run it was named four times, on the strength of a dealer transparency score the earlier answers never referenced. Everett Chevrolet went from one mention to six. Cloninger Ford, the largest review count on the board, went from one to none. CarMax went from two to none.
This is the part that matters more than any single row. Getting named once is not a position you hold. It is a result that gets recalculated without telling you.
Not on the board, or lower than you should be? I pull your own store's numbers, name the competitor AI hands your buyers instead of you, and show you the fix order.
Not your market? Every dated index on file is at /indexes.
Request your market's indexHow this was run.
From a neutral position, logged out, asking by category and city (like the best used car dealership in Hickory NC), not near me. If you check on your own phone you are logged in and your location pushes your own name up, so a quick self-check makes you look better than a new customer across town actually sees. This board is the neutral read.
Want to try it: log out or open a private window and ask by your category and city. Your own result will not match this board exactly, and that is the finding, not an error. Ours did not match itself 16 days apart.
Method: live runs on Perplexity Sonar, single engine, counts taken by literal name match against the raw answer text of every recorded answer. 15 buyer questions against the 18 biggest used car dealerships by Google review count in Hickory NC. Run one 23 July 2026, run two 8 August 2026, runs three and four on 14 August 2026, morning and afternoon. Review counts are from the July pull. These are snapshots from those dates and AI answers change over time. This index used a 15-question battery. The ongoing monthly service runs 50.