| Category | Vertical | First choices | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Attribution and marketing mix modeling | Marketing | 0% | 59 of 82 | 33% | 3 | under 10 labels · led by Dreamdata at 30% |
| Product analytics | GTM data and infrastructure | 0% | 31 of 32 | 100% | 2 | under 10 labels · led by Amplitude at 38% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Opus 5 | 0 | 0 | 1 | 0 | 1 |
| Claude Opus 4.8 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Astra | 0 | 0 | 0 | 0 | 0 |
| GPT-5.6 Sol | 0 | 0 | 0 | 1 | 1 |
| Gemini 3.1 Pro | 0 | 0 | 0 | 1 | 1 |
| Perplexity Sonar Pro | 0 | 0 | 1 | 1 | 2 |
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.
“Usually avoid Adobe Analytics ... unless their broader suite is central to your strategy.” GPT-5.6 Sol · Product analytics · negative prompt · hard negative
“Be cautious with enterprise-heavy systems like Adobe Analytics or Adobe Marketo Measure/Bizible if you do not have the team, timeline, or technical resources” Perplexity Sonar Pro · Attribution & MMM · negative prompt · soft negative
“they are incredibly complex and expensive. Startups or mid-sized teams should avoid them” Gemini 3.1 Pro · Product analytics · 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 Adobe Analytics, 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.