Knowledge base›Sources›Suganthan Mohanadasan
Selection happens before the search: the model writes brands and models into the fan-outs, and these are cited many times more often than anything the search additionally provides.
This is the single most important observation for SEO, and it is directly visible in our product fan-outs. The same holds for German brands: whoever is not in the model's knowledge does not make it into the candidate list, no matter how the website looks.
| Claim | Status | Evidence |
|---|---|---|
| Brands ChatGPT names itself in the fan-out are cited 68.9% of the time; only-found ones 2.1% | confirmed | K2-01: Sage Bambino Plus, Gaggia Classic E24, DeLonghi Dedica appear in the product and fast line before any search; domain filter gaggia.com, sageappliances.com on 21 Aug. Citation rate not a number for us, but the mechanism is identical. |
| ~600 pages read, ~30 cited (3.1%) | unverifiable | No open in the standard mode; footnotes 2-6 entries against 14-22 hits. |
| Position in the domain group: #1 5.2%, #6+ 0.3% citation rate | unverifiable | Not computed. |