| Category | Vertical | First choices | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Email marketing platforms conflict disclosed | Marketing | 0% | 14 of 36 | 17% | 6 | under 10 labels |
| Marketing automation and campaign management conflict disclosed | Marketing | 0% | 7 of 23 | 0% | 6 | under 10 labels |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Opus 5 | 0 | 1 | 1 | 1 | 3 |
| Claude Opus 4.8 | 0 | 1 | 2 | 0 | 3 |
| GPT-6 Astra | 0 | 3 | 0 | 0 | 3 |
| GPT-5.6 Sol | 0 | 0 | 1 | 0 | 1 |
| Gemini 3.1 Pro | 0 | 1 | 1 | 0 | 2 |
| Perplexity Sonar Pro | 0 | 0 | 0 | 0 | 0 |
Verbatim evidence the judge attached to positive labels.
“Supports real-time triggers and journeys across email, push, in-app messaging, and other channels.” GPT-6 Astra · Email marketing · scale prompt · alternative
“I'd choose it when product-behavior data and coordinated lifecycle messaging matter” GPT-6 Astra · Marketing automation · comparative prompt · alternative
“Platforms to evaluate: *Klaviyo, Braze, Iterable, or Emarsys.*” Gemini 3.1 Pro · Email marketing · scale prompt · alternative
“Consumer or app-based lifecycle marketing | Braze” GPT-6 Astra · Marketing automation · scale 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.
“skip Klaviyo and Braze for B2B (Braze is mobile/consumer-oriented” Claude Opus 5 · Email marketing · direct prompt · hard 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 Braze, 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.