| Category | Vertical | First choices | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Email marketing platforms conflict disclosed | Marketing | 0% | 7 of 36 | 0% | 10 | accepted challenger |
| Marketing automation and campaign management conflict disclosed | Marketing | 0% | 8 of 23 | 0% | 6 | under 10 labels |
| Customer data platforms | GTM data and infrastructure | 0% | 12 of 35 | 0% | 2 | under 10 labels |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Opus 5 | 0 | 3 | 0 | 0 | 3 |
| Claude Opus 4.8 | 0 | 2 | 1 | 0 | 3 |
| GPT-6 Astra | 0 | 1 | 0 | 0 | 1 |
| GPT-5.6 Sol | 0 | 2 | 1 | 0 | 3 |
| Gemini 3.1 Pro | 0 | 4 | 0 | 0 | 4 |
| Perplexity Sonar Pro | 0 | 3 | 1 | 0 | 4 |
Verbatim evidence the judge attached to positive labels.
“Product-led changes the calculus toward tools like Customer.io that handle event-based data better than any of the above.” Claude Opus 5 · Marketing automation · paraphrase prompt · alternative
“Customer.io if you mainly need customer engagement and lifecycle messaging for a product-led team.” Perplexity Sonar Pro · CDP · budget prompt · alternative
“Strong real-time, event-triggered journeys across email, push, in-app, SMS, and transactional messaging.” GPT-5.6 Sol · Email marketing · paraphrase prompt · alternative
“I'd prioritize it when product behavior—not sales-stage changes—determines which message comes next.” GPT-6 Astra · Email marketing · direct 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.
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 Customer.io, 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.