Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
“Hootsuite: Highest risk score (34/100) due to a long history of pricing complaints, including aggressive auto-renewals, surprise charges after cancellation, and refund difficulties.” Grok 4.1 Fast, negative prompt
“Enterprise platform with complex, potentially exploitative pricing structures” Mistral Small, negative prompt
“Avoid Enterprise Schedulers: Platforms like Hootsuite, Sprout Social, or HubSpot ... entry-level plans often start at $100–$250+ per month” Gemini 3.5 Flash, budget prompt
“Buffer is too basic for team monitoring.” Grok 4.1 Fast, paraphrase prompt
22 of 72 answers in this category came back with a source list, from 4 of 6 models: citations where the model returns them, or the search results it consulted. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 204 links across 106 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 2 models searched through a gateway that returned no source list on this edition.
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.