| Category | Vertical | First choices | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| AI visibility and answer engine tracking tools | Marketing | 14% | 3 of 46 | 28% | 29 | criticized challenger |
| SEO and content optimization platforms | Marketing | 0% | 22 of 45 | 0% | 1 | under 10 labels |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Opus 5 | 1 | 2 | 1 | 2 | 6 |
| Claude Opus 4.8 | 2 | 1 | 3 | 0 | 6 |
| GPT-6 Astra | 2 | 2 | 0 | 1 | 5 |
| GPT-5.6 Sol | 2 | 0 | 0 | 4 | 6 |
| Gemini 3.1 Pro | 2 | 2 | 0 | 1 | 5 |
| Perplexity Sonar Pro | 1 | 1 | 0 | 0 | 2 |
Verbatim evidence the judge attached to positive labels.
“Choose Profound or Scrunch AI if you need enterprise-grade intelligence, multi-team workflows, and deep analysis” Perplexity Sonar Pro · AI visibility · comparative prompt · first choice
“My shortlist is Profound, Peec AI, Scrunch, OtterlyAI, AthenaHQ, Semrush AI Visibility, Ahrefs Brand Radar, and Evertune.” GPT-6 Astra · AI visibility · comparative prompt · first choice
“Widely considered the gold standard for enterprise answer-engine intelligence.” Gemini 3.1 Pro · AI visibility · scale prompt · first choice
“Profound — deepest specialist platform for enterprise AEO programs” GPT-5.6 Sol · AI visibility · comparative prompt · first choice
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.
“I recommend bypassing enterprise-heavy compliance tools like Profound.” Gemini 3.1 Pro · AI visibility · paraphrase prompt · hard negative
“That makes it harder to justify for most mid-market teams unless AI visibility is already a strategic, well-funded channel.” GPT-5.6 Sol · AI visibility · direct prompt · soft negative
“deeper answer-engine, content and crawler analytics, but with tailored pricing and greater implementation overhead” GPT-5.6 Sol · AI visibility · paraphrase prompt · soft negative
“Powerful, but potentially overkill and a meaningful lock-in before proving value.” GPT-5.6 Sol · AI visibility · 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 Profound, 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.