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 | wolfram.com | 5/5 | 3.8K | $3.3K |
| 2 | maxima.sourceforge.io | 5/5 | 2.3K | $2K |
| 3 | sympy.org | 5/5 | 1.5K | $1.3K |
| 4 | maplesoft.com | 5/5 | 1K | $917 |
| 5 | mathworks.com | 4/5 | 750 | $667 |
| 6 | pari.math.u-bordeaux.fr | 5/5 | 563 | $500 |
| 8 | axiom-developer.org | 5/5 | 319 | $283 |
| 9 | mupad.com | 4/5 | 244 | $216 |
| 10 | sage.org | 2/5 | 188 | $166 |
| 11 | sagemath.org | 2/5 | 150 | $133 |
| 12 | reduce-algebra.sourceforge.io | 4/5 | 113 | $100 |
| 13 | giac.xcas.org | 2/5 | 94 | $83 |
| 14 | fricas.github.io | 3/5 | 75 | $66 |
| 15 | redlog.eu | 2/5 | 56 | $50 |
| 16 | mathics.org | 3/5 | 47 | $41 |
| 17 | singular.uni-kl.de | 3/5 | 38 | $33 |
| 18 | openxm.org | 3/5 | 28 | $25 |
| 19 | python.org | 2/5 | 23 | $20 |
| 20 | numpy.org | 2/5 | 19 | $16 |
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 →