| Category | Vertical | First choices | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Customer support and helpdesk | Customer | 0% | 8 of 35 | 0% | 11 | accepted challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Opus 5 | 0 | 0 | 1 | 0 | 1 |
| Claude Opus 4.8 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Astra | 0 | 1 | 1 | 0 | 2 |
| GPT-5.6 Sol | 0 | 2 | 0 | 0 | 2 |
| Gemini 3.1 Pro | 0 | 3 | 0 | 0 | 3 |
| Perplexity Sonar Pro | 0 | 1 | 1 | 0 | 2 |
Verbatim evidence the judge attached to positive labels.
“A specialist alternative when support involves substantial email communication and collaboration across departments.” GPT-6 Astra · Helpdesk · scale prompt · alternative
“Choose Front if you manage high-value B2B accounts that require collaborative, personalized, email-based support.” Gemini 3.1 Pro · Helpdesk · direct prompt · alternative
“Your model is high-touch, email-centric and highly collaborative across departments” GPT-5.6 Sol · Helpdesk · scale prompt · alternative
“Best for "White-Glove" / High-Touch B2B Support” Gemini 3.1 Pro · Helpdesk · paraphrase 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 Front, 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.