A commercial recommendation prompt. We size how many people ask ChatGPT this from real search demand, then run it through ChatGPT to see which websites it recommends.
One of the 5 times we asked ChatGPT this, verbatim. The leaderboard below aggregates all 5 runs.
Aggregated across 5 runs (min 2/5 appearances). Estimated visits split the prompt's demand by rank. Sites matching the prompt's own brand are marked branded and excluded from the leaderboard.
| Rank | Website | Appears | Est. visits / mo | Est. value / mo |
|---|---|---|---|---|
| 1 | repairpal.com | 5/5 | 226 | $248 |
| 2 | autozone.com | 5/5 | 136 | $149 |
| 3 | firestonecompleteautocare.com | 5/5 | 91 | $99 |
| 4 | yourmechanic.com | 5/5 | 62 | $68 |
| 5 | mechanicbase.com | 4/5 | 45 | $49 |
| 6 | kbb.com | 5/5 | 34 | $37 |
| 7 | costhelper.com | 4/5 | 25 | $27 |
| 8 | jiffylube.com | 4/5 | 19 | $21 |
| 9 | napaonline.com | 4/5 | 15 | $16 |
| 10 | cars.com | 5/5 | 11 | $12 |
| 11 | walmart.com | 3/5 | 9 | $9 |
| 12 | aamco.com | 3/5 | 7 | $7 |
| 13 | midas.com | 3/5 | 6 | $6 |
| 14 | edmunds.com | 4/5 | 5 | $4 |
| 15 | valvoline.com | 2/5 | 3 | $3 |
| 16 | pepboys.com | 2/5 | 3 | $3 |
| 17 | valvolineinstantoilchange.com | 2/5 | 2 | $2 |
| 18 | aaa.com | 2/5 | 2 | $1 |
| 19 | goodyearautoservice.com | 2/5 | 1 | $1 |
| 20 | openbay.com | 2/5 | 1 | $1 |
ChatGPT doesn't publish prompts, so we don't show logged conversations. We measure real demand for this topic from Google search volume, scale it to ChatGPT's user base (on average about 1 ChatGPT user for every 8 Google searchers, a ratio that varies by topic), and run the prompt through ChatGPT 5 times to record which websites it recommends and in what order. Estimated visits split that demand across the recommended sites by a click-through-by-rank curve. Every number is a modeled estimate, not measured analytics. Full methodology →