| Category | Vertical | First choices | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Marketing automation and campaign management conflict disclosed | Marketing | 0% | 20 of 23 | 75% | 4 | under 10 labels · led by HubSpot Marketing Hub at 64% |
| Email marketing platforms conflict disclosed | Marketing | 0% | 33 of 36 | 100% | 1 | under 10 labels · led by HubSpot Marketing Hub at 67% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Opus 5 | 0 | 0 | 0 | 1 | 1 |
| Claude Opus 4.8 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Astra | 0 | 0 | 0 | 0 | 0 |
| GPT-5.6 Sol | 0 | 0 | 0 | 1 | 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.
“Verdict: Avoid if you are a solo entrepreneur, a beginner” Gemini 3.1 Pro · Email marketing · negative prompt · hard negative
“cancellation friction is the dominant theme... you cannot cancel within the app, cannot remove payment methods” Claude Opus 5 · Marketing automation · negative prompt · soft negative
“Be cautious if your workflows are simple enough for a lighter CRM plus an email platform.” GPT-5.6 Sol · Marketing automation · negative prompt · soft negative
“Many users find the visual automation builder incredibly frustrating and rigid” Gemini 3.1 Pro · Marketing automation · 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 Keap, 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.