| Category | Vertical | First choices | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| SEO and content optimization platforms | Marketing | 0% | 29 of 45 | 33% | 6 | under 10 labels · led by Semrush at 30% |
| AI visibility and answer engine tracking tools | Marketing | 0% | 46 of 46 | 100% | 1 | under 10 labels · led by Peec AI at 25% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Opus 5 | 0 | 1 | 0 | 3 | 4 |
| Claude Opus 4.8 | 0 | 1 | 2 | 0 | 3 |
| GPT-6 Astra | 0 | 0 | 0 | 0 | 0 |
| GPT-5.6 Sol | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.1 Pro | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar Pro | 0 | 0 | 0 | 0 | 0 |
Verbatim evidence the judge attached to positive labels.
“Beginners and small businesses — it's the most affordable and a good starting point.” Claude Opus 4.8 · SEO · comparative prompt · alternative
“Moz or SE Ranking if budget or learning curve is the constraint” Claude Opus 5 · SEO · comparative 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.
“weaker data, hard to justify at the price now.” Claude Opus 5 · SEO · budget prompt · hard negative
“Semrush, Ahrefs, Moz, and Ubersuggest all model volumes differently and none match Google exactly” Claude Opus 5 · SEO · negative prompt · soft negative
“Weaker as pure AI trackers” Claude Opus 5 · AI visibility · comparative 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 Moz, 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.