| Category | Vertical | First choices | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| SEO and content optimization platforms | Marketing | 3% | 13 of 45 | 33% | 6 | under 10 labels · led by Semrush at 30% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Opus 5 | 0 | 0 | 1 | 1 | 2 |
| Claude Opus 4.8 | 1 | 0 | 0 | 0 | 1 |
| GPT-6 Astra | 0 | 0 | 0 | 0 | 0 |
| GPT-5.6 Sol | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.1 Pro | 0 | 1 | 0 | 1 | 2 |
| Perplexity Sonar Pro | 0 | 0 | 0 | 0 | 0 |
Verbatim evidence the judge attached to positive labels.
“Add one affordable all-in-one — Ubersuggest or Mangools (~$29–30/month)” Claude Opus 4.8 · SEO · budget prompt · first choice
“Budget is strictly below $30 and you need traditional SEO tools | Ubersuggest Individual” GPT-5.6 Sol · SEO · budget prompt · alternative
“If you hate monthly subscriptions: Buy the Ubersuggest lifetime deal.” Gemini 3.1 Pro · SEO · budget prompt · alternative
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“many experienced SEOs advise caution. The platform is known for aggressive upselling, and its search volume/backlink data is historically less accurate” Gemini 3.1 Pro · SEO · negative prompt · soft negative
“Semrush, Ahrefs, Moz, and Ubersuggest all model volumes differently and none match Google exactly” Claude Opus 5 · SEO · negative prompt · soft negative
Claiming is free and changes nothing in the data. A claimed page gets a verified contact who is told when each edition publishes; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Ubersuggest, applied by version and listed in the change log; and a logo and one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or quadrants, any preview, or any say over which quotes appear. Sponsorship is separate: a sponsor funds categories or buyer dimensions and is named on what it funded, and the rules are the same for every sponsor.