| Category | Vertical | First choices | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Attribution and marketing mix modeling | Marketing | 0% | 80 of 82 | 75% | 4 | under 10 labels · led by Dreamdata at 30% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Opus 5 | 0 | 0 | 0 | 1 | 1 |
| Claude Opus 4.8 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Astra | 0 | 0 | 0 | 0 | 0 |
| GPT-5.6 Sol | 0 | 0 | 1 | 0 | 1 |
| Gemini 3.1 Pro | 0 | 0 | 0 | 2 | 2 |
| Perplexity Sonar Pro | 0 | 0 | 0 | 0 | 0 |
Verbatim evidence the judge attached to positive labels.
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.
“Avoid highly expensive legacy consultancy firms (like traditional Nielsen or Kantar MMM engagements), as they are usually too slow and expensive” Gemini 3.1 Pro · Attribution & MMM · scale prompt · hard negative
“Trade-off: service-heavy, slow (quarterly or semi-annual refreshes), six-figure engagements” Claude Opus 5 · Attribution & MMM · comparative prompt · soft negative
“legacy enterprise vendors (e.g., older service models from Nielsen, Kantar, or Neustar)” Gemini 3.1 Pro · Attribution & MMM · 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 Kantar, 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.