| Category | Vertical | First choices | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| SEO and content optimization platforms | Marketing | 7% | 6 of 45 | 14% | 7 | under 10 labels · led by Semrush at 30% |
| AI visibility and answer engine tracking tools | Marketing | 0% | 45 of 46 | 0% | 1 | under 10 labels · led by Peec AI at 25% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Opus 5 | 0 | 0 | 0 | 1 | 1 |
| Claude Opus 4.8 | 0 | 0 | 2 | 0 | 2 |
| GPT-6 Astra | 1 | 0 | 0 | 0 | 1 |
| GPT-5.6 Sol | 1 | 1 | 0 | 0 | 2 |
| Gemini 3.1 Pro | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar Pro | 0 | 0 | 1 | 0 | 1 |
Verbatim evidence the judge attached to positive labels.
“Strong candidate when customization, technical execution, data segmentation, content workflows, and direct implementation capabilities matter.” GPT-5.6 Sol · SEO · scale prompt · first choice
“compare Conductor, seoClarity, and Semrush” GPT-6 Astra · SEO · scale prompt · first choice
“Known for having no artificial limits on data (unlimited users, unlimited domains).” Gemini 3.1 Pro · SEO · scale prompt · alternative
“Can be excessive for smaller or less technical teams” GPT-5.6 Sol · 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.
“Enterprise suites usually only pay off above ~$50M ARR or with very large/complex sites.” Claude Opus 5 · SEO · direct 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 seoClarity, 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.