| Category | Vertical | First choices | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| AI visibility and answer engine tracking tools | Marketing | 25% | 1 of 46 | 12% | 26 | accepted challenger |
| SEO and content optimization platforms | Marketing | 0% | 21 of 45 | 0% | 1 | under 10 labels |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Opus 5 | 2 | 2 | 1 | 1 | 6 |
| Claude Opus 4.8 | 1 | 0 | 3 | 0 | 4 |
| GPT-6 Astra | 4 | 0 | 0 | 1 | 5 |
| GPT-5.6 Sol | 0 | 4 | 0 | 1 | 5 |
| Gemini 3.1 Pro | 1 | 2 | 0 | 0 | 3 |
| Perplexity Sonar Pro | 0 | 4 | 0 | 0 | 4 |
Verbatim evidence the judge attached to positive labels.
“Widely considered the sweet spot for B2B SaaS marketing teams and agencies... demo Peec AI or Radarkit” Gemini 3.1 Pro · AI visibility · direct prompt · first choice
“(Otterly.ai and Peec AI are frequently cited as accessible entry points)” Claude Opus 4.8 · AI visibility · budget prompt · first choice
“I'd start with Peec AI Pro for a mid-market B2B software company” GPT-6 Astra · AI visibility · direct prompt · first choice
“Visibility and source analysis: start with Peec or Otterly.” GPT-6 Astra · 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.
“Worth evaluating, but I would interpret its results as visibility under sampled conditions—not a census of what buyers see.” GPT-6 Astra · AI visibility · negative prompt · soft negative
“Standard plans let you choose three models; additional models cost extra, and API access is positioned for Enterprise.” GPT-5.6 Sol · AI visibility · negative prompt · soft negative
“Excellent for agencies, overkill for one brand.” Claude Opus 5 · AI visibility · budget 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 Peec AI, 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.