| Category | Vertical | First choices | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Attribution and marketing mix modeling | Marketing | 0% | 82 of 82 | 57% | 14 | criticized challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Opus 5 | 0 | 0 | 2 | 2 | 4 |
| Claude Opus 4.8 | 0 | 0 | 0 | 1 | 1 |
| GPT-6 Astra | 0 | 0 | 1 | 0 | 1 |
| GPT-5.6 Sol | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.1 Pro | 0 | 1 | 0 | 2 | 3 |
| Perplexity Sonar Pro | 0 | 0 | 1 | 3 | 4 |
Verbatim evidence the judge attached to positive labels.
“### For B2B pipeline attribution 1. Adobe Marketo Measure” GPT-5.6 Sol · Attribution & MMM · comparative prompt · alternative
“Enterprise staples for complex B2B sales cycles” Gemini 3.1 Pro · Attribution & MMM · comparative 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.
“Bizible became Marketo Measure under Adobe, and B2B practitioners have complained about slowed development post-acquisition.” Claude Opus 5 · Attribution & MMM · negative prompt · soft negative
“a practical middle ground between basic CRM-native attribution and heavier enterprise tools like Marketo Measure or Bizible” Perplexity Sonar Pro · Attribution & MMM · paraphrase prompt · soft negative
“heavier setups (like Adobe Marketo Measure/Bizible) can take months and require dedicated data engineering resources” Gemini 3.1 Pro · Attribution & MMM · direct prompt · soft negative
“Powerful but pricier and more complex; better if you're already in the Adobe/Marketo ecosystem.” Claude Opus 4.8 · Attribution & MMM · paraphrase 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 Marketo Measure, 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.