| Category | Vertical | First choices | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| AI visibility and answer engine tracking tools | Marketing | 0% | 12 of 46 | 25% | 16 | criticized challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Opus 5 | 0 | 2 | 0 | 1 | 3 |
| Claude Opus 4.8 | 0 | 2 | 2 | 0 | 4 |
| GPT-6 Astra | 0 | 1 | 0 | 1 | 2 |
| GPT-5.6 Sol | 0 | 2 | 0 | 2 | 4 |
| Gemini 3.1 Pro | 1 | 0 | 1 | 0 | 2 |
| Perplexity Sonar Pro | 0 | 1 | 0 | 0 | 1 |
Verbatim evidence the judge attached to positive labels.
“established tools rolling out transparent AEO features (like Semrush or Ahrefs)” Gemini 3.1 Pro · AI visibility · negative prompt · first choice
“Ahrefs Brand Radar Strong candidate when search-demand-backed discovery, broad competitive research, large prompt indexes ... are priorities” GPT-5.6 Sol · AI visibility · scale prompt · alternative
“If you already use Semrush/Ahrefs/SE Ranking, turn on their AI-visibility add-on before buying anything new.” Claude Opus 4.8 · AI visibility · budget prompt · alternative
“your existing Semrush or Ahrefs subscription as the cheapest "good enough" starting point” Claude Opus 5 · AI visibility · direct 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.
“Don’t present estimated impressions as measured AI impressions... Useful for discovery and competitive research.” GPT-6 Astra · AI visibility · negative prompt · soft negative
“large search-backed prompt indexes and seven AI platforms, but full index access is considerably more expensive” GPT-5.6 Sol · AI visibility · paraphrase prompt · soft negative
“The broad index starts at $199 per platform and all-platform access is $699/month.” GPT-5.6 Sol · AI visibility · 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 Ahrefs Brand Radar, 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.